From 5f2d8f7c2afc41953d1c9ea80f7eb72a9d39fcfa Mon Sep 17 00:00:00 2001
From: arxyzan <arxyzan@users.noreply.github.com>
Date: Tue, 2 Jan 2024 07:16:31 +0000
Subject: [PATCH] deploy: 613fd34c29e101827de3b0ab8901a23e03efc046

---
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diff --git a/.doctrees/source/hezar.data.datasets.text_summarization_dataset.doctree b/.doctrees/source/hezar.data.datasets.text_summarization_dataset.doctree
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diff --git a/.doctrees/source/hezar.embeddings.word2vec.doctree b/.doctrees/source/hezar.embeddings.word2vec.doctree
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diff --git a/.doctrees/source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.doctree b/.doctrees/source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.doctree
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diff --git a/.doctrees/source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.doctree b/.doctrees/source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.doctree
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diff --git a/.doctrees/source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.doctree b/.doctrees/source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.doctree
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diff --git a/.doctrees/source/hezar.models.speech_recognition.whisper.whisper_tokenizer.doctree b/.doctrees/source/hezar.models.speech_recognition.whisper.whisper_tokenizer.doctree
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diff --git a/.doctrees/source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.doctree b/.doctrees/source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.doctree
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diff --git a/.doctrees/source/hezar.models.text_classification.roberta.roberta_text_classification_config.doctree b/.doctrees/source/hezar.models.text_classification.roberta.roberta_text_classification_config.doctree
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diff --git a/.doctrees/source/hezar.models.text_generation.t5.t5_text_generation_config.doctree b/.doctrees/source/hezar.models.text_generation.t5.t5_text_generation_config.doctree
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diff --git a/.doctrees/source/hezar.preprocessors.tokenizers.sentencepiece_unigram.doctree b/.doctrees/source/hezar.preprocessors.tokenizers.sentencepiece_unigram.doctree
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diff --git a/.doctrees/source/hezar.preprocessors.tokenizers.wordpiece.doctree b/.doctrees/source/hezar.preprocessors.tokenizers.wordpiece.doctree
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diff --git a/.doctrees/source/hezar.utils.audio_utils.doctree b/.doctrees/source/hezar.utils.audio_utils.doctree
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diff --git a/.doctrees/tutorial/models.doctree b/.doctrees/tutorial/models.doctree
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diff --git a/.doctrees/tutorial/preprocessors.doctree b/.doctrees/tutorial/preprocessors.doctree
new file mode 100644
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diff --git a/.doctrees/tutorial/training.doctree b/.doctrees/tutorial/training.doctree
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+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+</ul>
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+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../source/hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../source/hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../source/hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="../../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../source/hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="../../source/hezar.builders.html">hezar.builders module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../source/hezar.configs.html">hezar.configs module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../source/hezar.constants.html">hezar.constants module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../source/hezar.registry.html">hezar.registry module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../../contributing.html">Contributing to Hezar</a></li>
+</ul>
+
+</div>
+</div>
+
+      </div>
+      
+    </div>
+  </aside>
+  <div class="main">
+    <div class="content">
+      <div class="article-container">
+        <a href="#" class="back-to-top muted-link">
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+              <div class="visually-hidden">Toggle Light / Dark / Auto color theme</div>
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+          <label class="toc-overlay-icon toc-content-icon no-toc" for="__toc">
+            <div class="visually-hidden">Toggle table of contents sidebar</div>
+            <i class="icon"><svg><use href="#svg-toc"></use></svg></i>
+          </label>
+        </div>
+        <article role="main">
+          <h1>Source code for hezar.builders</h1><div class="highlight"><pre>
+<span></span><span class="sa">r</span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">Builder functions are used to create an instance of a module e.g, models, preprocessors, etc. without having to import</span>
+<span class="sd">their corresponding classes manually. These builders use modules&#39; registries to do so. Every builder gets a name and</span>
+<span class="sd">optional config or config kwargs to build the object.</span>
+
+<span class="sd">Examples:</span>
+
+<span class="sd">    &gt;&gt;&gt; from hezar.builders import build_model</span>
+<span class="sd">    &gt;&gt;&gt; model = build_model(&#39;distilbert_text_classification&#39;, id2label={0: &#39;negative&#39;, 1: &#39;positive&#39;})</span>
+<span class="sd">    &gt;&gt;&gt; print(model)</span>
+
+<span class="sd">&quot;&quot;&quot;</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Optional</span>
+
+<span class="kn">from</span> <span class="nn">.configs</span> <span class="kn">import</span> <span class="p">(</span>
+    <span class="n">DatasetConfig</span><span class="p">,</span>
+    <span class="n">EmbeddingConfig</span><span class="p">,</span>
+    <span class="n">MetricConfig</span><span class="p">,</span>
+    <span class="n">ModelConfig</span><span class="p">,</span>
+    <span class="n">PreprocessorConfig</span><span class="p">,</span>
+<span class="p">)</span>
+<span class="kn">from</span> <span class="nn">.constants</span> <span class="kn">import</span> <span class="n">SplitType</span>
+<span class="kn">from</span> <span class="nn">.registry</span> <span class="kn">import</span> <span class="p">(</span>
+    <span class="n">datasets_registry</span><span class="p">,</span>
+    <span class="n">embeddings_registry</span><span class="p">,</span>
+    <span class="n">metrics_registry</span><span class="p">,</span>
+    <span class="n">models_registry</span><span class="p">,</span>
+    <span class="n">preprocessors_registry</span><span class="p">,</span>
+<span class="p">)</span>
+
+
+<span class="n">__all__</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="s2">&quot;build_model&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;build_dataset&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;build_preprocessor&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;build_embedding&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;build_metric&quot;</span><span class="p">,</span>
+<span class="p">]</span>
+
+
+<div class="viewcode-block" id="build_model">
+<a class="viewcode-back" href="../../source/hezar.builders.html#hezar.builders.build_model">[docs]</a>
+<span class="k">def</span> <span class="nf">build_model</span><span class="p">(</span><span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">ModelConfig</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Build the model using its registry name. If config is None then the model is built using the default config. Notice</span>
+<span class="sd">    that this function only builds the model and does not perform any weights loading/initialization unless these</span>
+<span class="sd">    actions are done in the model&#39;s :func:`__init__` .</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        name (str): name of the model in the models&#39; registry</span>
+<span class="sd">        config (ModelConfig): a ModelConfig instance</span>
+<span class="sd">        **kwargs: extra config parameters that are loaded to the model</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        A Model instance</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="kn">from</span> <span class="nn">.utils</span> <span class="kn">import</span> <span class="n">list_available_models</span>
+
+    <span class="n">available_models</span> <span class="o">=</span> <span class="n">list_available_models</span><span class="p">()</span>
+    <span class="k">if</span> <span class="n">name</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">available_models</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Unknown model name: `</span><span class="si">{</span><span class="n">name</span><span class="si">}</span><span class="s2">`!</span><span class="se">\n</span><span class="s2">Available model names: </span><span class="si">{</span><span class="n">available_models</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+    <span class="n">config</span> <span class="o">=</span> <span class="n">config</span> <span class="ow">or</span> <span class="n">models_registry</span><span class="p">[</span><span class="n">name</span><span class="p">]</span><span class="o">.</span><span class="n">config_class</span><span class="p">()</span>
+    <span class="n">model</span> <span class="o">=</span> <span class="n">models_registry</span><span class="p">[</span><span class="n">name</span><span class="p">]</span><span class="o">.</span><span class="n">module_class</span><span class="p">(</span><span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">model</span></div>
+
+
+
+<div class="viewcode-block" id="build_preprocessor">
+<a class="viewcode-back" href="../../source/hezar.builders.html#hezar.builders.build_preprocessor">[docs]</a>
+<span class="k">def</span> <span class="nf">build_preprocessor</span><span class="p">(</span><span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">PreprocessorConfig</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Build the preprocessor using its registry name. If config is None then the preprocessor is built using the</span>
+<span class="sd">    default config.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        name (str): name of the preprocessor in the preprocessors&#39; registry</span>
+<span class="sd">        config (PreprocessorConfig): a PreprocessorConfig instance</span>
+<span class="sd">        **kwargs: extra config parameters that are loaded to the preprocessor</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        A Preprocessor instance</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="kn">from</span> <span class="nn">.utils</span> <span class="kn">import</span> <span class="n">list_available_preprocessors</span>
+
+    <span class="n">available_preprocessors</span> <span class="o">=</span> <span class="n">list_available_preprocessors</span><span class="p">()</span>
+    <span class="k">if</span> <span class="n">name</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">preprocessors_registry</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+            <span class="sa">f</span><span class="s2">&quot;Unknown preprocessor name: `</span><span class="si">{</span><span class="n">name</span><span class="si">}</span><span class="s2">`!</span><span class="se">\n</span><span class="s2">Available preprocessor names: </span><span class="si">{</span><span class="n">available_preprocessors</span><span class="si">}</span><span class="s2">&quot;</span>
+        <span class="p">)</span>
+    <span class="n">config</span> <span class="o">=</span> <span class="n">config</span> <span class="ow">or</span> <span class="n">preprocessors_registry</span><span class="p">[</span><span class="n">name</span><span class="p">]</span><span class="o">.</span><span class="n">config_class</span><span class="p">()</span>
+    <span class="n">preprocessor</span> <span class="o">=</span> <span class="n">preprocessors_registry</span><span class="p">[</span><span class="n">name</span><span class="p">]</span><span class="o">.</span><span class="n">module_class</span><span class="p">(</span><span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">preprocessor</span></div>
+
+
+
+<div class="viewcode-block" id="build_dataset">
+<a class="viewcode-back" href="../../source/hezar.builders.html#hezar.builders.build_dataset">[docs]</a>
+<span class="k">def</span> <span class="nf">build_dataset</span><span class="p">(</span><span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">DatasetConfig</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> <span class="n">split</span><span class="p">:</span> <span class="n">SplitType</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Build the dataset using its registry name. If config is None then the dataset is built using the</span>
+<span class="sd">    default config.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        name (str): name of the dataset in the datasets&#39; registry</span>
+<span class="sd">        config (DatasetConfig): a DatasetConfig instance</span>
+<span class="sd">        split (str): Dataset split to load</span>
+<span class="sd">        **kwargs: extra config parameters that are loaded to the dataset</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        A Dataset instance</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="kn">from</span> <span class="nn">.utils</span> <span class="kn">import</span> <span class="n">list_available_datasets</span>
+
+    <span class="n">available_datasets</span> <span class="o">=</span> <span class="n">list_available_datasets</span><span class="p">()</span>
+    <span class="k">if</span> <span class="n">name</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">available_datasets</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+            <span class="sa">f</span><span class="s2">&quot;Unknown dataset name: `</span><span class="si">{</span><span class="n">name</span><span class="si">}</span><span class="s2">`!</span><span class="se">\n</span><span class="s2">Available dataset names: </span><span class="si">{</span><span class="n">available_datasets</span><span class="si">}</span><span class="s2">&quot;</span>
+        <span class="p">)</span>
+    <span class="n">config</span> <span class="o">=</span> <span class="n">config</span> <span class="ow">or</span> <span class="n">datasets_registry</span><span class="p">[</span><span class="n">name</span><span class="p">]</span><span class="o">.</span><span class="n">config_class</span><span class="p">()</span>
+    <span class="n">dataset</span> <span class="o">=</span> <span class="n">datasets_registry</span><span class="p">[</span><span class="n">name</span><span class="p">]</span><span class="o">.</span><span class="n">module_class</span><span class="p">(</span><span class="n">config</span><span class="p">,</span> <span class="n">split</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">dataset</span></div>
+
+
+
+<div class="viewcode-block" id="build_embedding">
+<a class="viewcode-back" href="../../source/hezar.builders.html#hezar.builders.build_embedding">[docs]</a>
+<span class="k">def</span> <span class="nf">build_embedding</span><span class="p">(</span><span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">EmbeddingConfig</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Build the embedding using its registry name. If config is None then the embedding is built using the</span>
+<span class="sd">    default config.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        name (str): Name of the embedding in the embeddings&#39; registry</span>
+<span class="sd">        config (EmbeddingConfig): An EmbeddingConfig instance</span>
+<span class="sd">        **kwargs: Extra config parameters that are loaded to the embedding</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        A Embedding instance</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="kn">from</span> <span class="nn">.utils</span> <span class="kn">import</span> <span class="n">list_available_embeddings</span>
+
+    <span class="n">available_embeddings</span> <span class="o">=</span> <span class="n">list_available_embeddings</span><span class="p">()</span>
+    <span class="k">if</span> <span class="n">name</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">available_embeddings</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+            <span class="sa">f</span><span class="s2">&quot;Unknown embedding name: `</span><span class="si">{</span><span class="n">name</span><span class="si">}</span><span class="s2">`!</span><span class="se">\n</span><span class="s2">Available embedding names: </span><span class="si">{</span><span class="n">available_embeddings</span><span class="si">}</span><span class="s2">&quot;</span>
+        <span class="p">)</span>
+    <span class="n">config</span> <span class="o">=</span> <span class="n">config</span> <span class="ow">or</span> <span class="n">embeddings_registry</span><span class="p">[</span><span class="n">name</span><span class="p">]</span><span class="o">.</span><span class="n">config_class</span><span class="p">()</span>
+    <span class="n">embedding</span> <span class="o">=</span> <span class="n">embeddings_registry</span><span class="p">[</span><span class="n">name</span><span class="p">]</span><span class="o">.</span><span class="n">module_class</span><span class="p">(</span><span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">embedding</span></div>
+
+
+
+<div class="viewcode-block" id="build_metric">
+<a class="viewcode-back" href="../../source/hezar.builders.html#hezar.builders.build_metric">[docs]</a>
+<span class="k">def</span> <span class="nf">build_metric</span><span class="p">(</span><span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">MetricConfig</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Build the metric using its registry name. If config is None then the metric is built using the</span>
+<span class="sd">    default config.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        name (str): Name of the metric in the metrics&#39; registry</span>
+<span class="sd">        config (MetricConfig): A MetricConfig instance</span>
+<span class="sd">        **kwargs: Extra config parameters that are loaded to the metric</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        A Metric instance</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="kn">from</span> <span class="nn">.utils</span> <span class="kn">import</span> <span class="n">list_available_metrics</span>
+
+    <span class="n">available_metrics</span> <span class="o">=</span> <span class="n">list_available_metrics</span><span class="p">()</span>
+    <span class="k">if</span> <span class="n">name</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">available_metrics</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Unknown metric name: `</span><span class="si">{</span><span class="n">name</span><span class="si">}</span><span class="s2">`!</span><span class="se">\n</span><span class="s2">Available metric names: </span><span class="si">{</span><span class="n">available_metrics</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+    <span class="n">config</span> <span class="o">=</span> <span class="n">config</span> <span class="ow">or</span> <span class="n">metrics_registry</span><span class="p">[</span><span class="n">name</span><span class="p">]</span><span class="o">.</span><span class="n">config_class</span><span class="p">()</span>
+    <span class="n">metric</span> <span class="o">=</span> <span class="n">metrics_registry</span><span class="p">[</span><span class="n">name</span><span class="p">]</span><span class="o">.</span><span class="n">module_class</span><span class="p">(</span><span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">metric</span></div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
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diff --git a/_modules/hezar/configs.html b/_modules/hezar/configs.html
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+    <link rel="shortcut icon" href="../../_static/hezar_logo.svg"/><!-- Generated with Sphinx 7.2.6 and Furo 2023.09.10 -->
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+<li class="toctree-l5"><a class="reference internal" href="../../source/hezar.data.datasets.dataset.html">hezar.data.datasets.dataset module</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="../../source/hezar.data.datasets.sequence_labeling_dataset.html">hezar.data.datasets.sequence_labeling_dataset module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../source/hezar.data.datasets.text_classification_dataset.html">hezar.data.datasets.text_classification_dataset module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../source/hezar.data.datasets.text_summarization_dataset.html">hezar.data.datasets.text_summarization_dataset module</a></li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+</ul>
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+</ul>
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+<li class="toctree-l5"><a class="reference internal" href="../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
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+</ul>
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+</div>
+</div>
+
+      </div>
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+    </div>
+  </aside>
+  <div class="main">
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+        </div>
+        <article role="main">
+          <h1>Source code for hezar.configs</h1><div class="highlight"><pre>
+<span></span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">Configs are at the core of Hezar. All core modules like `Model`, `Preprocessor`, `Trainer`, etc. take their parameters</span>
+<span class="sd">as a config container which is an instance of `Config` or its derivatives. A `Config` is a Python dataclass with</span>
+<span class="sd">auxiliary methods for loading, saving, uploading to the hub and etc.</span>
+
+<span class="sd">Examples:</span>
+<span class="sd">    &gt;&gt;&gt; from hezar.configs import ModelConfig</span>
+<span class="sd">    &gt;&gt;&gt; config = ModelConfig.load(&quot;hezarai/bert-base-fa&quot;)</span>
+
+<span class="sd">    &gt;&gt;&gt; from hezar.models import BertLMConfig</span>
+<span class="sd">    &gt;&gt;&gt; bert_config = BertLMConfig(vocab_size=50000, hidden_size=768)</span>
+<span class="sd">    &gt;&gt;&gt; bert_config.save(&quot;saved/bert&quot;, filename=&quot;model_config.yaml&quot;)</span>
+<span class="sd">    &gt;&gt;&gt; bert_config.push_to_hub(&quot;hezarai/bert-custom&quot;, filename=&quot;model_config.yaml&quot;)</span>
+<span class="sd">&quot;&quot;&quot;</span>
+<span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span>
+
+<span class="kn">import</span> <span class="nn">os</span>
+<span class="kn">import</span> <span class="nn">tempfile</span>
+<span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">asdict</span><span class="p">,</span> <span class="n">dataclass</span><span class="p">,</span> <span class="n">field</span>
+<span class="kn">from</span> <span class="nn">enum</span> <span class="kn">import</span> <span class="n">Enum</span>
+<span class="kn">from</span> <span class="nn">pprint</span> <span class="kn">import</span> <span class="n">pformat</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">List</span><span class="p">,</span> <span class="n">Literal</span><span class="p">,</span> <span class="n">Optional</span><span class="p">,</span> <span class="n">Tuple</span>
+
+<span class="kn">from</span> <span class="nn">huggingface_hub</span> <span class="kn">import</span> <span class="n">create_repo</span><span class="p">,</span> <span class="n">hf_hub_download</span><span class="p">,</span> <span class="n">upload_file</span>
+<span class="kn">from</span> <span class="nn">omegaconf</span> <span class="kn">import</span> <span class="n">DictConfig</span><span class="p">,</span> <span class="n">OmegaConf</span>
+
+<span class="kn">from</span> <span class="nn">.constants</span> <span class="kn">import</span> <span class="p">(</span>
+    <span class="n">DEFAULT_MODEL_CONFIG_FILE</span><span class="p">,</span>
+    <span class="n">HEZAR_CACHE_DIR</span><span class="p">,</span>
+    <span class="n">ConfigType</span><span class="p">,</span>
+    <span class="n">LRSchedulerType</span><span class="p">,</span>
+    <span class="n">OptimizerType</span><span class="p">,</span>
+    <span class="n">PrecisionType</span><span class="p">,</span>
+    <span class="n">TaskType</span><span class="p">,</span>
+<span class="p">)</span>
+<span class="kn">from</span> <span class="nn">.utils</span> <span class="kn">import</span> <span class="n">Logger</span><span class="p">,</span> <span class="n">get_module_config_class</span>
+
+
+<span class="n">__all__</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="s2">&quot;Config&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;ModelConfig&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;PreprocessorConfig&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;TrainerConfig&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;DatasetConfig&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;EmbeddingConfig&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;MetricConfig&quot;</span><span class="p">,</span>
+<span class="p">]</span>
+
+<span class="n">logger</span> <span class="o">=</span> <span class="n">Logger</span><span class="p">(</span><span class="vm">__name__</span><span class="p">)</span>
+
+<span class="n">CONFIG_CLASS_VARS</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;name&quot;</span><span class="p">,</span> <span class="s2">&quot;config_type&quot;</span><span class="p">]</span>
+
+<span class="n">_config_to_type_mapping</span> <span class="o">=</span> <span class="p">{</span>
+    <span class="s2">&quot;ModelConfig&quot;</span><span class="p">:</span> <span class="n">ConfigType</span><span class="o">.</span><span class="n">MODEL</span><span class="p">,</span>
+    <span class="s2">&quot;PreprocessorConfig&quot;</span><span class="p">:</span> <span class="n">ConfigType</span><span class="o">.</span><span class="n">PREPROCESSOR</span><span class="p">,</span>
+    <span class="s2">&quot;TrainerConfig&quot;</span><span class="p">:</span> <span class="n">ConfigType</span><span class="o">.</span><span class="n">TRAINER</span><span class="p">,</span>
+    <span class="s2">&quot;DatasetConfig&quot;</span><span class="p">:</span> <span class="n">ConfigType</span><span class="o">.</span><span class="n">DATASET</span><span class="p">,</span>
+    <span class="s2">&quot;EmbeddingConfig&quot;</span><span class="p">:</span> <span class="n">ConfigType</span><span class="o">.</span><span class="n">EMBEDDING</span><span class="p">,</span>
+    <span class="s2">&quot;CriterionConfig&quot;</span><span class="p">:</span> <span class="n">ConfigType</span><span class="o">.</span><span class="n">CRITERION</span><span class="p">,</span>
+    <span class="s2">&quot;MetricConfig&quot;</span><span class="p">:</span> <span class="n">ConfigType</span><span class="o">.</span><span class="n">METRIC</span><span class="p">,</span>
+<span class="p">}</span>
+<span class="n">_type_to_config_mapping</span> <span class="o">=</span> <span class="p">{</span><span class="n">v</span><span class="p">:</span> <span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">_config_to_type_mapping</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+
+
+<div class="viewcode-block" id="Config">
+<a class="viewcode-back" href="../../source/hezar.configs.html#hezar.configs.Config">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">Config</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Base class for all configs in Hezar.</span>
+
+<span class="sd">    All configs are simple dataclasses that have some customized functionalities to manage their attributes. There are</span>
+<span class="sd">    also some Hezar specific methods: `load`, `save` and `push_to_hub`.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">name</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="n">field</span><span class="p">(</span><span class="n">init</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="kc">None</span><span class="p">)</span>
+    <span class="n">config_type</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="n">field</span><span class="p">(</span><span class="n">init</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="n">ConfigType</span><span class="o">.</span><span class="n">BASE</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">__post_init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="c1"># Class variables cannot be init-able</span>
+        <span class="k">for</span> <span class="n">attr</span> <span class="ow">in</span> <span class="n">CONFIG_CLASS_VARS</span><span class="p">:</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">__dataclass_fields__</span><span class="p">[</span><span class="n">attr</span><span class="p">]</span><span class="o">.</span><span class="n">init</span> <span class="o">==</span> <span class="kc">True</span><span class="p">:</span>  <span class="c1"># noqa</span>
+                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                    <span class="sa">f</span><span class="s2">&quot;The parameter `</span><span class="si">{</span><span class="n">attr</span><span class="si">}</span><span class="s2">` in a config should be either non-initable or unannotated! &quot;</span>
+                    <span class="sa">f</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">You should define it as either:</span><span class="se">\n</span><span class="s2">&quot;</span>
+                    <span class="sa">f</span><span class="s2">&quot;`</span><span class="si">{</span><span class="n">attr</span><span class="si">}</span><span class="s2"> = &#39;</span><span class="si">{</span><span class="nb">getattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span><span class="w"> </span><span class="n">attr</span><span class="p">)</span><span class="si">}</span><span class="s2">&#39;`&quot;</span>
+                    <span class="sa">f</span><span class="s2">&quot; or &quot;</span>
+                    <span class="sa">f</span><span class="s2">&quot;`</span><span class="si">{</span><span class="n">attr</span><span class="si">}</span><span class="s2">: str = field(default=&#39;</span><span class="si">{</span><span class="nb">getattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span><span class="w"> </span><span class="n">attr</span><span class="p">)</span><span class="si">}</span><span class="s2">&#39;, init=False)`&quot;</span>
+                <span class="p">)</span>
+
+        <span class="c1"># Convert enums to values</span>
+        <span class="k">for</span> <span class="n">param</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">dict</span><span class="p">()</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="nb">getattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">param</span><span class="p">),</span> <span class="n">Enum</span><span class="p">):</span>
+                <span class="nb">setattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">param</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="nb">getattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">param</span><span class="p">)))</span>
+
+    <span class="k">def</span> <span class="fm">__str__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="n">pformat</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">dict</span><span class="p">())</span>
+
+    <span class="k">def</span> <span class="fm">__getitem__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">):</span>
+        <span class="k">try</span><span class="p">:</span>
+            <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">dict</span><span class="p">()[</span><span class="n">item</span><span class="p">]</span>
+        <span class="k">except</span> <span class="ne">KeyError</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">AttributeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;`</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="vm">__class__</span><span class="o">.</span><span class="vm">__name__</span><span class="si">}</span><span class="s2">` does not have the parameter `</span><span class="si">{</span><span class="n">item</span><span class="si">}</span><span class="s2">`!&quot;</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="fm">__len__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">dict</span><span class="p">())</span>
+
+    <span class="k">def</span> <span class="fm">__iter__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="nb">iter</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">dict</span><span class="p">())</span>
+
+<div class="viewcode-block" id="Config.dict">
+<a class="viewcode-back" href="../../source/hezar.configs.html#hezar.configs.Config.dict">[docs]</a>
+    <span class="k">def</span> <span class="nf">dict</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns the config object as a dictionary (works on nested dataclasses too)</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            The config object as a dictionary</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="n">asdict</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="Config.keys">
+<a class="viewcode-back" href="../../source/hezar.configs.html#hezar.configs.Config.keys">[docs]</a>
+    <span class="k">def</span> <span class="nf">keys</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">dict</span><span class="p">()</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span></div>
+
+
+<div class="viewcode-block" id="Config.get">
+<a class="viewcode-back" href="../../source/hezar.configs.html#hezar.configs.Config.get">[docs]</a>
+    <span class="k">def</span> <span class="nf">get</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">key</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+        <span class="k">return</span> <span class="nb">getattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">key</span><span class="p">,</span> <span class="n">default</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="Config.update">
+<a class="viewcode-back" href="../../source/hezar.configs.html#hezar.configs.Config.update">[docs]</a>
+    <span class="k">def</span> <span class="nf">update</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">d</span><span class="p">:</span> <span class="nb">dict</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Update config with a given dictionary or keyword arguments. If a key does not exist in the attributes, prints a</span>
+<span class="sd">        warning but sets it anyway.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            d: A dictionary</span>
+<span class="sd">            **kwargs: Key/value pairs in the form of keyword arguments</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            The config object itself but the operation happens in-place anyway</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">d</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">d</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="k">if</span> <span class="n">k</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="vm">__annotations__</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                <span class="n">logger</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;`</span><span class="si">{</span><span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="vm">__class__</span><span class="o">.</span><span class="vm">__name__</span><span class="p">)</span><span class="si">}</span><span class="s2">` does not take `</span><span class="si">{</span><span class="n">k</span><span class="si">}</span><span class="s2">` as a config parameter!&quot;</span><span class="p">)</span>
+            <span class="nb">setattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span><span class="p">)</span>
+        <span class="k">return</span> <span class="bp">self</span></div>
+
+
+<div class="viewcode-block" id="Config.load">
+<a class="viewcode-back" href="../../source/hezar.configs.html#hezar.configs.Config.load">[docs]</a>
+    <span class="nd">@classmethod</span>
+    <span class="k">def</span> <span class="nf">load</span><span class="p">(</span>
+        <span class="bp">cls</span><span class="p">,</span>
+        <span class="n">hub_or_local_path</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">os</span><span class="o">.</span><span class="n">PathLike</span><span class="p">,</span>
+        <span class="n">filename</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">subfolder</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">repo_type</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">cache_dir</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
+    <span class="p">)</span> <span class="o">-&gt;</span> <span class="s2">&quot;Config&quot;</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Load config from Hub or locally if it already exists on disk (handled by HfApi)</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            hub_or_local_path: Local or Hub path for the config</span>
+<span class="sd">            filename: Configuration filename</span>
+<span class="sd">            subfolder: Optional subfolder path where the config is in</span>
+<span class="sd">            repo_type: Repo type e.g, model, dataset, etc</span>
+<span class="sd">            cache_dir: Path to cache directory</span>
+<span class="sd">            **kwargs: Manual config parameters to override</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            A Config instance</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">filename</span> <span class="o">=</span> <span class="n">filename</span> <span class="ow">or</span> <span class="n">DEFAULT_MODEL_CONFIG_FILE</span>
+        <span class="n">subfolder</span> <span class="o">=</span> <span class="n">subfolder</span> <span class="ow">or</span> <span class="s2">&quot;&quot;</span>
+
+        <span class="n">config_path</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">hub_or_local_path</span><span class="p">,</span> <span class="n">subfolder</span><span class="p">,</span> <span class="n">filename</span><span class="p">)</span>
+        <span class="n">is_local</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">isfile</span><span class="p">(</span><span class="n">config_path</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">isdir</span><span class="p">(</span><span class="n">hub_or_local_path</span><span class="p">)</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">is_local</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">EnvironmentError</span><span class="p">(</span>
+                <span class="sa">f</span><span class="s2">&quot;Path `</span><span class="si">{</span><span class="n">hub_or_local_path</span><span class="si">}</span><span class="s2">` exists locally but the config file </span><span class="si">{</span><span class="n">filename</span><span class="si">}</span><span class="s2"> is missing!&quot;</span>
+            <span class="p">)</span>
+        <span class="c1"># if the file or repo_id does not exist locally, load from the Hub</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="n">is_local</span><span class="p">:</span>
+            <span class="n">config_path</span> <span class="o">=</span> <span class="n">hf_hub_download</span><span class="p">(</span>
+                <span class="n">hub_or_local_path</span><span class="p">,</span>
+                <span class="n">filename</span><span class="o">=</span><span class="n">filename</span><span class="p">,</span>
+                <span class="n">subfolder</span><span class="o">=</span><span class="n">subfolder</span><span class="p">,</span>
+                <span class="n">cache_dir</span><span class="o">=</span><span class="n">cache_dir</span> <span class="ow">or</span> <span class="n">HEZAR_CACHE_DIR</span><span class="p">,</span>
+                <span class="n">repo_type</span><span class="o">=</span><span class="n">repo_type</span><span class="p">,</span>
+            <span class="p">)</span>
+        <span class="c1"># Load config file and convert to dictionary</span>
+        <span class="n">dict_config</span> <span class="o">=</span> <span class="n">OmegaConf</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">config_path</span><span class="p">)</span>
+        <span class="n">config</span> <span class="o">=</span> <span class="n">OmegaConf</span><span class="o">.</span><span class="n">to_container</span><span class="p">(</span><span class="n">dict_config</span><span class="p">)</span>
+        <span class="c1"># Check if config_type in the file and class are equal</span>
+        <span class="n">config_type</span> <span class="o">=</span> <span class="n">config</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;config_type&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">config_type</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">logger</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;`config_type` parameter in `</span><span class="si">{</span><span class="n">filename</span><span class="si">}</span><span class="s2">` is `None` or does not exist!&quot;</span><span class="p">)</span>
+        <span class="k">elif</span> <span class="n">config_type</span> <span class="ow">in</span> <span class="n">_config_to_type_mapping</span><span class="o">.</span><span class="n">values</span><span class="p">():</span>
+            <span class="k">if</span> <span class="n">config_type</span> <span class="o">!=</span> <span class="bp">cls</span><span class="o">.</span><span class="n">config_type</span><span class="p">:</span>
+                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                    <span class="sa">f</span><span class="s2">&quot;The `config_type` for `</span><span class="si">{</span><span class="bp">cls</span><span class="o">.</span><span class="vm">__name__</span><span class="si">}</span><span class="s2">` is `</span><span class="si">{</span><span class="bp">cls</span><span class="o">.</span><span class="n">config_type</span><span class="si">}</span><span class="s2">` &quot;</span>
+                    <span class="sa">f</span><span class="s2">&quot;which is different from the `config_type` parameter in `</span><span class="si">{</span><span class="n">filename</span><span class="si">}</span><span class="s2">` which is `</span><span class="si">{</span><span class="n">config_type</span><span class="si">}</span><span class="s2">`!&quot;</span>
+                <span class="p">)</span>
+        <span class="n">config_cls</span> <span class="o">=</span> <span class="n">get_module_config_class</span><span class="p">(</span><span class="n">config</span><span class="p">[</span><span class="s2">&quot;name&quot;</span><span class="p">],</span> <span class="n">registry_type</span><span class="o">=</span><span class="n">config_type</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">config_cls</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">config_cls</span> <span class="o">=</span> <span class="bp">cls</span>
+        <span class="n">config</span> <span class="o">=</span> <span class="n">config_cls</span><span class="o">.</span><span class="n">from_dict</span><span class="p">(</span><span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">config</span></div>
+
+
+<div class="viewcode-block" id="Config.from_dict">
+<a class="viewcode-back" href="../../source/hezar.configs.html#hezar.configs.Config.from_dict">[docs]</a>
+    <span class="nd">@classmethod</span>
+    <span class="k">def</span> <span class="nf">from_dict</span><span class="p">(</span><span class="bp">cls</span><span class="p">,</span> <span class="n">dict_config</span><span class="p">:</span> <span class="n">Dict</span> <span class="o">|</span> <span class="n">DictConfig</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Load config from a dict-like object. Nested configs are also properly converted to their classes if possible.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1"># Update config parameters with kwargs</span>
+        <span class="n">dict_config</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+
+        <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">dict_config</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="n">Dict</span><span class="p">)</span> <span class="ow">and</span> <span class="s2">&quot;name&quot;</span> <span class="ow">in</span> <span class="n">v</span> <span class="ow">and</span> <span class="s2">&quot;config_type&quot;</span> <span class="ow">in</span> <span class="n">v</span><span class="p">:</span>
+                <span class="n">config_cls</span> <span class="o">=</span> <span class="n">get_module_config_class</span><span class="p">(</span><span class="n">v</span><span class="p">[</span><span class="s2">&quot;name&quot;</span><span class="p">],</span> <span class="n">v</span><span class="p">[</span><span class="s2">&quot;config_type&quot;</span><span class="p">])</span>
+                <span class="k">if</span> <span class="n">config_cls</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                    <span class="n">dict_config</span><span class="p">[</span><span class="n">k</span><span class="p">]</span> <span class="o">=</span> <span class="n">config_cls</span><span class="o">.</span><span class="n">from_dict</span><span class="p">(</span><span class="n">v</span><span class="p">)</span>
+
+        <span class="c1"># Remove class vars to avoid TypeError (unexpected argument)</span>
+        <span class="p">[</span><span class="n">dict_config</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="n">k</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">CONFIG_CLASS_VARS</span><span class="p">]</span>
+
+        <span class="n">config</span> <span class="o">=</span> <span class="bp">cls</span><span class="p">(</span><span class="o">**</span><span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">dict_config</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">cls</span><span class="o">.</span><span class="vm">__annotations__</span><span class="p">})</span>  <span class="c1"># noqa</span>
+
+        <span class="k">return</span> <span class="n">config</span></div>
+
+
+<div class="viewcode-block" id="Config.save">
+<a class="viewcode-back" href="../../source/hezar.configs.html#hezar.configs.Config.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">save_dir</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">os</span><span class="o">.</span><span class="n">PathLike</span><span class="p">,</span>
+        <span class="n">filename</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
+        <span class="n">subfolder</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">skip_none_fields</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">bool</span><span class="p">]</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
+    <span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Save the `*config.yaml` file to a local path</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">             save_dir: Save directory path</span>
+<span class="sd">             filename: Config file name</span>
+<span class="sd">             subfolder: Subfolder to save the config file</span>
+<span class="sd">             skip_none_fields (bool): Whether to skip saving None values or not</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">subfolder</span> <span class="o">=</span> <span class="n">subfolder</span> <span class="ow">or</span> <span class="s2">&quot;&quot;</span>
+        <span class="n">config</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">dict</span><span class="p">()</span>
+
+        <span class="k">if</span> <span class="n">skip_none_fields</span><span class="p">:</span>
+            <span class="c1"># exclude None items</span>
+            <span class="n">config</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">config</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">}</span>
+
+        <span class="c1"># make and save to directory</span>
+        <span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">save_dir</span><span class="p">,</span> <span class="n">subfolder</span><span class="p">),</span> <span class="n">exist_ok</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+        <span class="n">save_path</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">save_dir</span><span class="p">,</span> <span class="n">subfolder</span><span class="p">,</span> <span class="n">filename</span><span class="p">)</span>
+        <span class="n">OmegaConf</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">config</span><span class="p">,</span> <span class="n">save_path</span><span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">save_path</span></div>
+
+
+<div class="viewcode-block" id="Config.push_to_hub">
+<a class="viewcode-back" href="../../source/hezar.configs.html#hezar.configs.Config.push_to_hub">[docs]</a>
+    <span class="k">def</span> <span class="nf">push_to_hub</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">repo_id</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
+        <span class="n">filename</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
+        <span class="n">subfolder</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">repo_type</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="s2">&quot;model&quot;</span><span class="p">,</span>
+        <span class="n">skip_none_fields</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">bool</span><span class="p">]</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
+        <span class="n">private</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">bool</span><span class="p">]</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
+        <span class="n">commit_message</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+    <span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Push the config file to the hub</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            repo_id (str): Repo name or id on the Hub</span>
+<span class="sd">            filename (str): config file name</span>
+<span class="sd">            subfolder (str): subfolder to save the config</span>
+<span class="sd">            repo_type (str): Type of the repo e.g, model, dataset, space</span>
+<span class="sd">            skip_none_fields (bool): Whether to skip saving None values or not</span>
+<span class="sd">            private (bool): Whether the repo type should be private or not (ignored if the repo exists)</span>
+<span class="sd">            commit_message (str): Push commit message</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">path_in_repo</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">subfolder</span><span class="si">}</span><span class="s2">/</span><span class="si">{</span><span class="n">filename</span><span class="si">}</span><span class="s2">&quot;</span> <span class="k">if</span> <span class="n">subfolder</span> <span class="k">else</span> <span class="n">filename</span>
+        <span class="n">subfolder</span> <span class="o">=</span> <span class="n">subfolder</span> <span class="ow">or</span> <span class="s2">&quot;&quot;</span>
+
+        <span class="c1"># create remote repo</span>
+        <span class="n">create_repo</span><span class="p">(</span><span class="n">repo_id</span><span class="p">,</span> <span class="n">repo_type</span><span class="o">=</span><span class="n">repo_type</span><span class="p">,</span> <span class="n">private</span><span class="o">=</span><span class="n">private</span><span class="p">,</span> <span class="n">exist_ok</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+        <span class="c1"># save to tmp and prepare for push</span>
+        <span class="n">cache_path</span> <span class="o">=</span> <span class="n">tempfile</span><span class="o">.</span><span class="n">mkdtemp</span><span class="p">()</span>
+        <span class="n">config_path</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">cache_path</span><span class="p">,</span> <span class="n">filename</span><span class="o">=</span><span class="n">filename</span><span class="p">,</span> <span class="n">subfolder</span><span class="o">=</span><span class="n">subfolder</span><span class="p">,</span> <span class="n">skip_none_fields</span><span class="o">=</span><span class="n">skip_none_fields</span><span class="p">)</span>
+        <span class="c1"># push to hub</span>
+        <span class="k">if</span> <span class="n">commit_message</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">commit_message</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;Hezar: Upload </span><span class="si">{</span><span class="n">filename</span><span class="si">}</span><span class="s2">&quot;</span>
+        <span class="n">upload_file</span><span class="p">(</span>
+            <span class="n">path_or_fileobj</span><span class="o">=</span><span class="n">config_path</span><span class="p">,</span>
+            <span class="n">path_in_repo</span><span class="o">=</span><span class="n">path_in_repo</span><span class="p">,</span>
+            <span class="n">repo_id</span><span class="o">=</span><span class="n">repo_id</span><span class="p">,</span>
+            <span class="n">repo_type</span><span class="o">=</span><span class="n">repo_type</span><span class="p">,</span>
+            <span class="n">commit_message</span><span class="o">=</span><span class="n">commit_message</span><span class="p">,</span>
+        <span class="p">)</span>
+        <span class="n">logger</span><span class="o">.</span><span class="n">log_upload_success</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="vm">__class__</span><span class="o">.</span><span class="vm">__name__</span><span class="si">}</span><span class="s2">()&quot;</span><span class="p">,</span> <span class="n">target_path</span><span class="o">=</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">repo_id</span><span class="p">,</span> <span class="n">path_in_repo</span><span class="p">))</span></div>
+</div>
+
+
+
+<div class="viewcode-block" id="ModelConfig">
+<a class="viewcode-back" href="../../source/hezar.configs.html#hezar.configs.ModelConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">ModelConfig</span><span class="p">(</span><span class="n">Config</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Base dataclass for all model configs</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">name</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="n">field</span><span class="p">(</span><span class="n">init</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="kc">None</span><span class="p">)</span>
+    <span class="n">config_type</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="n">field</span><span class="p">(</span><span class="n">init</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="n">ConfigType</span><span class="o">.</span><span class="n">MODEL</span><span class="p">)</span></div>
+
+
+
+<div class="viewcode-block" id="PreprocessorConfig">
+<a class="viewcode-back" href="../../source/hezar.configs.html#hezar.configs.PreprocessorConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">PreprocessorConfig</span><span class="p">(</span><span class="n">Config</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Base dataclass for all preprocessor configs</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">name</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="n">field</span><span class="p">(</span><span class="n">init</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="kc">None</span><span class="p">)</span>
+    <span class="n">config_type</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="n">field</span><span class="p">(</span><span class="n">init</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="n">ConfigType</span><span class="o">.</span><span class="n">PREPROCESSOR</span><span class="p">)</span></div>
+
+
+
+<div class="viewcode-block" id="DatasetConfig">
+<a class="viewcode-back" href="../../source/hezar.configs.html#hezar.configs.DatasetConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">DatasetConfig</span><span class="p">(</span><span class="n">Config</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Base dataclass for all dataset configs</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">name</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="n">field</span><span class="p">(</span><span class="n">init</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="kc">None</span><span class="p">)</span>
+    <span class="n">config_type</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="n">field</span><span class="p">(</span><span class="n">init</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="n">ConfigType</span><span class="o">.</span><span class="n">DATASET</span><span class="p">)</span>
+    <span class="n">task</span><span class="p">:</span> <span class="n">TaskType</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="n">TaskType</span><span class="p">]</span> <span class="o">=</span> <span class="n">field</span><span class="p">(</span>
+        <span class="n">default</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">metadata</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;help&quot;</span><span class="p">:</span> <span class="s2">&quot;Name of the task(s) this dataset is built for&quot;</span><span class="p">}</span>
+    <span class="p">)</span>
+    <span class="n">path</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span></div>
+
+
+
+<div class="viewcode-block" id="EmbeddingConfig">
+<a class="viewcode-back" href="../../source/hezar.configs.html#hezar.configs.EmbeddingConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">EmbeddingConfig</span><span class="p">(</span><span class="n">Config</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Base dataclass for all embedding configs</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">name</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="n">field</span><span class="p">(</span><span class="n">init</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="kc">None</span><span class="p">)</span>
+    <span class="n">config_type</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="n">field</span><span class="p">(</span><span class="n">init</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="n">ConfigType</span><span class="o">.</span><span class="n">EMBEDDING</span><span class="p">)</span>
+    <span class="n">bypass_version_check</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="n">field</span><span class="p">(</span>
+        <span class="n">default</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+        <span class="n">metadata</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;help&quot;</span><span class="p">:</span> <span class="s2">&quot;Whether to bypass checking gensim/numpy/hezar version compatibility&quot;</span><span class="p">},</span>
+    <span class="p">)</span></div>
+
+
+
+<div class="viewcode-block" id="MetricConfig">
+<a class="viewcode-back" href="../../source/hezar.configs.html#hezar.configs.MetricConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">MetricConfig</span><span class="p">(</span><span class="n">Config</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Base dataclass config for all metric configs</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">name</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="n">field</span><span class="p">(</span><span class="n">init</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="kc">None</span><span class="p">)</span>
+    <span class="n">config_type</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="n">field</span><span class="p">(</span><span class="n">init</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="n">ConfigType</span><span class="o">.</span><span class="n">METRIC</span><span class="p">)</span>
+    <span class="n">objective</span><span class="p">:</span> <span class="n">Literal</span><span class="p">[</span><span class="s2">&quot;maximize&quot;</span><span class="p">,</span> <span class="s2">&quot;minimize&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">output_keys</span><span class="p">:</span> <span class="n">List</span> <span class="o">|</span> <span class="n">Tuple</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">n_decimals</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">4</span></div>
+
+
+
+<div class="viewcode-block" id="TrainerConfig">
+<a class="viewcode-back" href="../../source/hezar.configs.html#hezar.configs.TrainerConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">TrainerConfig</span><span class="p">(</span><span class="n">Config</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Base dataclass for all trainer configs</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        task (str, TaskType):</span>
+<span class="sd">            The training task. Must be a valid name from `TaskType`.</span>
+<span class="sd">        output_dir (str):</span>
+<span class="sd">            Path to the directory to save trainer properties.</span>
+<span class="sd">        device (str):</span>
+<span class="sd">            Hardware device e.g, `cuda:0`, `cpu`, etc.</span>
+<span class="sd">        init_weights_from (str):</span>
+<span class="sd">            Path to a model from disk or Hub to load the initial weights from.</span>
+<span class="sd">        num_dataloader_workers (int):</span>
+<span class="sd">            Number of dataloader workers, defaults to 4 .</span>
+<span class="sd">        seed (int):</span>
+<span class="sd">            Control determinism of the run by setting a seed value. defaults to 42.</span>
+<span class="sd">        optimizer (OptimizerType):</span>
+<span class="sd">            Name of the optimizer, available values include properties in `OptimizerType` enum.</span>
+<span class="sd">        learning_rate (float):</span>
+<span class="sd">            Initial learning rate for the optimizer.</span>
+<span class="sd">        weight_decay (float):</span>
+<span class="sd">            Optimizer weight decay value.</span>
+<span class="sd">        lr_scheduler (LRSchedulerType):</span>
+<span class="sd">            Optional learning rate scheduler among `LRSchedulerType` enum.</span>
+<span class="sd">        batch_size (int):</span>
+<span class="sd">            Training batch size.</span>
+<span class="sd">        eval_batch_size (int):</span>
+<span class="sd">            Evaluation batch size, defaults to `batch_size` if None.</span>
+<span class="sd">        distributed (bool):</span>
+<span class="sd">            Whether to use distributed training or not (via the `accelerate` package)</span>
+<span class="sd">        mixed_precision (PrecisionType | str):</span>
+<span class="sd">            Mixed precision type e.g, fp16, bf16, etc. (disabled by default)</span>
+<span class="sd">        evaluate_with_generate (bool):</span>
+<span class="sd">            Whether to use `generate()` in the evaluation step or not. (only applicable for generative models).</span>
+<span class="sd">        metrics (List[str | MetricConfig]):</span>
+<span class="sd">            A list of metrics. Depending on the `valid_metrics` in the specific MetricsHandler of the Trainer.</span>
+<span class="sd">        num_epochs (int):</span>
+<span class="sd">            Number of total epochs to train the model.</span>
+<span class="sd">        save_freq (int):</span>
+<span class="sd">            Save the trainer stats and everything every `save_freq` epochs.</span>
+<span class="sd">        checkpoints_dir (str):</span>
+<span class="sd">            Path to the checkpoints&#39; folder. The actual files will be saved under `{output_dir}/{checkpoints_dir}`.</span>
+<span class="sd">        logs_dir (str):</span>
+<span class="sd">            Path to the logs&#39; folder. The actual log files will be saved under `{output_dir}/{logs_dir}`.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">name</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="n">field</span><span class="p">(</span><span class="n">init</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="s2">&quot;trainer&quot;</span><span class="p">)</span>
+    <span class="n">config_type</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="n">field</span><span class="p">(</span><span class="n">init</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="n">ConfigType</span><span class="o">.</span><span class="n">TRAINER</span><span class="p">)</span>
+    <span class="n">output_dir</span><span class="p">:</span> <span class="nb">str</span>
+    <span class="n">task</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">TaskType</span>
+    <span class="n">device</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;cuda&quot;</span>
+    <span class="n">num_epochs</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">init_weights_from</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">num_dataloader_workers</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">seed</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">42</span>
+    <span class="n">optimizer</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">OptimizerType</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">learning_rate</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">2e-5</span>
+    <span class="n">weight_decay</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.0</span>
+    <span class="n">lr_scheduler</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">LRSchedulerType</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">batch_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">eval_batch_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">distributed</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="n">field</span><span class="p">(</span>
+        <span class="n">init</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+        <span class="n">default</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+        <span class="n">metadata</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;help&quot;</span><span class="p">:</span> <span class="s2">&quot;Distributed training isn&#39;t supported yet! We&#39;re working hard to solve some bugs rn :(&quot;</span><span class="p">}</span>
+    <span class="p">)</span>
+    <span class="n">mixed_precision</span><span class="p">:</span> <span class="n">PrecisionType</span> <span class="o">|</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">use_cpu</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span>
+    <span class="n">evaluate_with_generate</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">metrics</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span> <span class="o">|</span> <span class="n">MetricConfig</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">metric_for_best_model</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;evaluation.loss&quot;</span>
+    <span class="n">save_freq</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="n">checkpoints_dir</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;checkpoints&quot;</span>
+    <span class="n">logs_dir</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;logs&quot;</span>
+
+    <span class="k">def</span> <span class="nf">__post_init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Perform some argument sanitization and filtering here to avoid unexpected behavior in the trainer.</span>
+<span class="sd">        The need for having this method is that some fields in the Trainer&#39;s config have correlations with each other</span>
+<span class="sd">        and not controlling them can lead to conflicts.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="n">__post_init__</span><span class="p">()</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">task</span> <span class="ow">not</span> <span class="ow">in</span> <span class="nb">list</span><span class="p">(</span><span class="n">TaskType</span><span class="p">):</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                <span class="sa">f</span><span class="s2">&quot;Invalid task `</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">task</span><span class="si">}</span><span class="s2">` passed to `TrainerConfig`. &quot;</span>
+                <span class="sa">f</span><span class="s2">&quot;Available options are </span><span class="si">{</span><span class="n">TaskType</span><span class="o">.</span><span class="n">list</span><span class="p">()</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">,</span>
+            <span class="p">)</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">metric_for_best_model</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s2">&quot;evaluation&quot;</span><span class="p">)</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">metric_for_best_model</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s2">&quot;train&quot;</span><span class="p">)):</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">metric_for_best_model</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;evaluation.</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">metric_for_best_model</span><span class="si">}</span><span class="s2">&quot;</span></div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
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diff --git a/_modules/hezar/constants.html b/_modules/hezar/constants.html
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+<li class="toctree-l5"><a class="reference internal" href="../../source/hezar.data.datasets.ocr_dataset.html">hezar.data.datasets.ocr_dataset module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../source/hezar.data.datasets.sequence_labeling_dataset.html">hezar.data.datasets.sequence_labeling_dataset module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../source/hezar.data.datasets.text_classification_dataset.html">hezar.data.datasets.text_classification_dataset module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../source/hezar.data.datasets.text_summarization_dataset.html">hezar.data.datasets.text_summarization_dataset module</a></li>
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+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../source/hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../source/hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../source/hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../source/hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="../../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../source/hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="../../source/hezar.builders.html">hezar.builders module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../source/hezar.configs.html">hezar.configs module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../source/hezar.constants.html">hezar.constants module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../source/hezar.registry.html">hezar.registry module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../../contributing.html">Contributing to Hezar</a></li>
+</ul>
+
+</div>
+</div>
+
+      </div>
+      
+    </div>
+  </aside>
+  <div class="main">
+    <div class="content">
+      <div class="article-container">
+        <a href="#" class="back-to-top muted-link">
+          <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24">
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+        </a>
+        <div class="content-icon-container">
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+              <div class="visually-hidden">Toggle Light / Dark / Auto color theme</div>
+              <svg class="theme-icon-when-auto"><use href="#svg-sun-half"></use></svg>
+              <svg class="theme-icon-when-dark"><use href="#svg-moon"></use></svg>
+              <svg class="theme-icon-when-light"><use href="#svg-sun"></use></svg>
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+          <label class="toc-overlay-icon toc-content-icon no-toc" for="__toc">
+            <div class="visually-hidden">Toggle table of contents sidebar</div>
+            <i class="icon"><svg><use href="#svg-toc"></use></svg></i>
+          </label>
+        </div>
+        <article role="main">
+          <h1>Source code for hezar.constants</h1><div class="highlight"><pre>
+<span></span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">Home to all constant variables in Hezar</span>
+<span class="sd">&quot;&quot;&quot;</span>
+
+<span class="kn">import</span> <span class="nn">os</span>
+<span class="kn">from</span> <span class="nn">enum</span> <span class="kn">import</span> <span class="n">Enum</span>
+
+
+<span class="n">HEZAR_HUB_ID</span> <span class="o">=</span> <span class="s2">&quot;hezarai&quot;</span>
+<span class="n">HEZAR_CACHE_DIR</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">getenv</span><span class="p">(</span><span class="s2">&quot;HEZAR_CACHE_DIR&quot;</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">expanduser</span><span class="p">(</span><span class="s2">&quot;~&quot;</span><span class="p">)</span><span class="si">}</span><span class="s1">/.cache/hezar&#39;</span><span class="p">)</span>
+
+<span class="n">DEFAULT_MODEL_FILE</span> <span class="o">=</span> <span class="s2">&quot;model.pt&quot;</span>
+<span class="n">DEFAULT_MODEL_CONFIG_FILE</span> <span class="o">=</span> <span class="s2">&quot;model_config.yaml&quot;</span>
+<span class="n">DEFAULT_TRAINER_SUBFOLDER</span> <span class="o">=</span> <span class="s2">&quot;train&quot;</span>
+<span class="n">DEFAULT_TRAINER_CONFIG_FILE</span> <span class="o">=</span> <span class="s2">&quot;train_config.yaml&quot;</span>
+<span class="n">DEFAULT_TRAINER_CSV_LOG_FILE</span> <span class="o">=</span> <span class="s2">&quot;training_logs.csv&quot;</span>
+<span class="n">DEFAULT_TRAINER_STATE_FILE</span> <span class="o">=</span> <span class="s2">&quot;trainer_state.yaml&quot;</span>
+<span class="n">DEFAULT_PREPROCESSOR_SUBFOLDER</span> <span class="o">=</span> <span class="s2">&quot;preprocessor&quot;</span>
+<span class="n">DEFAULT_NORMALIZER_CONFIG_FILE</span> <span class="o">=</span> <span class="s2">&quot;normalizer_config.yaml&quot;</span>
+<span class="n">DEFAULT_IMAGE_PROCESSOR_CONFIG_FILE</span> <span class="o">=</span> <span class="s2">&quot;image_processor_config.yaml&quot;</span>
+<span class="n">DEFAULT_FEATURE_EXTRACTOR_CONFIG_FILE</span> <span class="o">=</span> <span class="s2">&quot;feature_extractor_config.yaml&quot;</span>
+<span class="n">DEFAULT_TOKENIZER_FILE</span> <span class="o">=</span> <span class="s2">&quot;tokenizer.json&quot;</span>
+<span class="n">DEFAULT_TOKENIZER_CONFIG_FILE</span> <span class="o">=</span> <span class="s2">&quot;tokenizer_config.yaml&quot;</span>
+<span class="n">DEFAULT_DATASET_CONFIG_FILE</span> <span class="o">=</span> <span class="s2">&quot;dataset_config.yaml&quot;</span>
+<span class="n">DEFAULT_EMBEDDING_FILE</span> <span class="o">=</span> <span class="s2">&quot;embedding.bin&quot;</span>
+<span class="n">DEFAULT_EMBEDDING_CONFIG_FILE</span> <span class="o">=</span> <span class="s2">&quot;embedding_config.yaml&quot;</span>
+<span class="n">DEFAULT_EMBEDDING_SUBFOLDER</span> <span class="o">=</span> <span class="s2">&quot;embedding&quot;</span>
+
+<span class="n">TQDM_BAR_FORMAT</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="si">{desc:&lt;16}{percentage:3.0f}</span><span class="s2">%|</span><span class="si">{bar:70}{r_bar}</span><span class="s2">&quot;</span>
+
+
+<div class="viewcode-block" id="ExplicitEnum">
+<a class="viewcode-back" href="../../source/hezar.constants.html#hezar.constants.ExplicitEnum">[docs]</a>
+<span class="k">class</span> <span class="nc">ExplicitEnum</span><span class="p">(</span><span class="nb">str</span><span class="p">,</span> <span class="n">Enum</span><span class="p">):</span>
+    <span class="k">def</span> <span class="fm">__str__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">value</span>
+
+<div class="viewcode-block" id="ExplicitEnum.list">
+<a class="viewcode-back" href="../../source/hezar.constants.html#hezar.constants.ExplicitEnum.list">[docs]</a>
+    <span class="nd">@classmethod</span>
+    <span class="k">def</span> <span class="nf">list</span><span class="p">(</span><span class="bp">cls</span><span class="p">):</span>
+        <span class="k">return</span> <span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">value</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="bp">cls</span><span class="o">.</span><span class="n">__members__</span><span class="o">.</span><span class="n">values</span><span class="p">()]</span></div>
+</div>
+
+
+
+<div class="viewcode-block" id="Backends">
+<a class="viewcode-back" href="../../source/hezar.constants.html#hezar.constants.Backends">[docs]</a>
+<span class="k">class</span> <span class="nc">Backends</span><span class="p">(</span><span class="n">ExplicitEnum</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    All required dependency packages and libraries. Note that the values here must be the exact module names used</span>
+<span class="sd">    for importing, for example if you set PILLOW the value must be `PIL` not `pillow`, `pil`, etc.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">PYTORCH</span> <span class="o">=</span> <span class="s2">&quot;torch&quot;</span>
+    <span class="n">TRANSFORMERS</span> <span class="o">=</span> <span class="s2">&quot;transformers&quot;</span>
+    <span class="n">DATASETS</span> <span class="o">=</span> <span class="s2">&quot;datasets&quot;</span>
+    <span class="n">TOKENIZERS</span> <span class="o">=</span> <span class="s2">&quot;tokenizers&quot;</span>
+    <span class="n">ACCELERATE</span> <span class="o">=</span> <span class="s2">&quot;accelerate&quot;</span>
+    <span class="n">SOUNDFILE</span> <span class="o">=</span> <span class="s2">&quot;soundfile&quot;</span>
+    <span class="n">LIBROSA</span> <span class="o">=</span> <span class="s2">&quot;librosa&quot;</span>
+    <span class="n">WANDB</span> <span class="o">=</span> <span class="s2">&quot;wandb&quot;</span>
+    <span class="n">GENSIM</span> <span class="o">=</span> <span class="s2">&quot;gensim&quot;</span>
+    <span class="n">PILLOW</span> <span class="o">=</span> <span class="s2">&quot;PIL&quot;</span>
+    <span class="n">JIWER</span> <span class="o">=</span> <span class="s2">&quot;jiwer&quot;</span>
+    <span class="n">NLTK</span> <span class="o">=</span> <span class="s2">&quot;nltk&quot;</span>
+    <span class="n">SCIKIT</span> <span class="o">=</span> <span class="s2">&quot;sklearn&quot;</span>
+    <span class="n">SEQEVAL</span> <span class="o">=</span> <span class="s2">&quot;seqeval&quot;</span>
+    <span class="n">EVALUATE</span> <span class="o">=</span> <span class="s2">&quot;evaluate&quot;</span>
+    <span class="n">ROUGE</span> <span class="o">=</span> <span class="s2">&quot;rouge_score&quot;</span></div>
+
+
+
+<div class="viewcode-block" id="TaskType">
+<a class="viewcode-back" href="../../source/hezar.constants.html#hezar.constants.TaskType">[docs]</a>
+<span class="k">class</span> <span class="nc">TaskType</span><span class="p">(</span><span class="n">ExplicitEnum</span><span class="p">):</span>
+    <span class="n">AUDIO_CLASSIFICATION</span> <span class="o">=</span> <span class="s2">&quot;audio_classification&quot;</span>
+    <span class="n">BACKBONE</span> <span class="o">=</span> <span class="s2">&quot;backbone&quot;</span>
+    <span class="n">IMAGE2TEXT</span> <span class="o">=</span> <span class="s2">&quot;image2text&quot;</span>
+    <span class="n">LANGUAGE_MODELING</span> <span class="o">=</span> <span class="s2">&quot;language_modeling&quot;</span>
+    <span class="n">SEQUENCE_LABELING</span> <span class="o">=</span> <span class="s2">&quot;sequence_labeling&quot;</span>
+    <span class="n">SPEECH_RECOGNITION</span> <span class="o">=</span> <span class="s2">&quot;speech_recognition&quot;</span>
+    <span class="n">TEXT_CLASSIFICATION</span> <span class="o">=</span> <span class="s2">&quot;text_classification&quot;</span>
+    <span class="n">TEXT_DETECTION</span> <span class="o">=</span> <span class="s2">&quot;text_detection&quot;</span>
+    <span class="n">TEXT_GENERATION</span> <span class="o">=</span> <span class="s2">&quot;text_generation&quot;</span></div>
+
+
+
+<div class="viewcode-block" id="ConfigType">
+<a class="viewcode-back" href="../../source/hezar.constants.html#hezar.constants.ConfigType">[docs]</a>
+<span class="k">class</span> <span class="nc">ConfigType</span><span class="p">(</span><span class="n">ExplicitEnum</span><span class="p">):</span>
+    <span class="n">BASE</span> <span class="o">=</span> <span class="s2">&quot;base&quot;</span>
+    <span class="n">MODEL</span> <span class="o">=</span> <span class="s2">&quot;model&quot;</span>
+    <span class="n">DATASET</span> <span class="o">=</span> <span class="s2">&quot;dataset&quot;</span>
+    <span class="n">PREPROCESSOR</span> <span class="o">=</span> <span class="s2">&quot;preprocessor&quot;</span>
+    <span class="n">EMBEDDING</span> <span class="o">=</span> <span class="s2">&quot;embedding&quot;</span>
+    <span class="n">TRAINER</span> <span class="o">=</span> <span class="s2">&quot;trainer&quot;</span>
+    <span class="n">OPTIMIZER</span> <span class="o">=</span> <span class="s2">&quot;optimizer&quot;</span>
+    <span class="n">CRITERION</span> <span class="o">=</span> <span class="s2">&quot;criterion&quot;</span>
+    <span class="n">LR_SCHEDULER</span> <span class="o">=</span> <span class="s2">&quot;lr_scheduler&quot;</span>
+    <span class="n">METRIC</span> <span class="o">=</span> <span class="s2">&quot;metric&quot;</span></div>
+
+
+
+<div class="viewcode-block" id="RegistryType">
+<a class="viewcode-back" href="../../source/hezar.constants.html#hezar.constants.RegistryType">[docs]</a>
+<span class="k">class</span> <span class="nc">RegistryType</span><span class="p">(</span><span class="n">ExplicitEnum</span><span class="p">):</span>
+    <span class="n">MODEL</span> <span class="o">=</span> <span class="s2">&quot;model&quot;</span>
+    <span class="n">DATASET</span> <span class="o">=</span> <span class="s2">&quot;dataset&quot;</span>
+    <span class="n">PREPROCESSOR</span> <span class="o">=</span> <span class="s2">&quot;preprocessor&quot;</span>
+    <span class="n">EMBEDDING</span> <span class="o">=</span> <span class="s2">&quot;embedding&quot;</span>
+    <span class="n">TRAINER</span> <span class="o">=</span> <span class="s2">&quot;trainer&quot;</span>
+    <span class="n">OPTIMIZER</span> <span class="o">=</span> <span class="s2">&quot;optimizer&quot;</span>
+    <span class="n">CRITERION</span> <span class="o">=</span> <span class="s2">&quot;criterion&quot;</span>
+    <span class="n">LR_SCHEDULER</span> <span class="o">=</span> <span class="s2">&quot;lr_scheduler&quot;</span>
+    <span class="n">METRIC</span> <span class="o">=</span> <span class="s2">&quot;metric&quot;</span></div>
+
+
+
+<div class="viewcode-block" id="LossType">
+<a class="viewcode-back" href="../../source/hezar.constants.html#hezar.constants.LossType">[docs]</a>
+<span class="k">class</span> <span class="nc">LossType</span><span class="p">(</span><span class="n">ExplicitEnum</span><span class="p">):</span>
+    <span class="n">L1</span> <span class="o">=</span> <span class="s2">&quot;l1&quot;</span>
+    <span class="n">NLL</span> <span class="o">=</span> <span class="s2">&quot;nll&quot;</span>
+    <span class="n">NLL_2D</span> <span class="o">=</span> <span class="s2">&quot;nll_2d&quot;</span>
+    <span class="n">POISSON_NLL</span> <span class="o">=</span> <span class="s2">&quot;poisson_nll&quot;</span>
+    <span class="n">GAUSSIAN_NLL</span> <span class="o">=</span> <span class="s2">&quot;gaussian_nll&quot;</span>
+    <span class="n">MSE</span> <span class="o">=</span> <span class="s2">&quot;mse&quot;</span>
+    <span class="n">BCE</span> <span class="o">=</span> <span class="s2">&quot;bce&quot;</span>
+    <span class="n">BCE_WITH_LOGITS</span> <span class="o">=</span> <span class="s2">&quot;bce_with_logits&quot;</span>
+    <span class="n">CROSS_ENTROPY</span> <span class="o">=</span> <span class="s2">&quot;cross_entropy&quot;</span>
+    <span class="n">TRIPLE_MARGIN</span> <span class="o">=</span> <span class="s2">&quot;triple_margin&quot;</span>
+    <span class="n">CTC</span> <span class="o">=</span> <span class="s2">&quot;ctc&quot;</span></div>
+
+
+
+<div class="viewcode-block" id="PrecisionType">
+<a class="viewcode-back" href="../../source/hezar.constants.html#hezar.constants.PrecisionType">[docs]</a>
+<span class="k">class</span> <span class="nc">PrecisionType</span><span class="p">(</span><span class="n">ExplicitEnum</span><span class="p">):</span>
+    <span class="n">NO</span> <span class="o">=</span> <span class="s2">&quot;no&quot;</span>
+    <span class="n">FP8</span> <span class="o">=</span> <span class="s2">&quot;fp8&quot;</span>
+    <span class="n">FP16</span> <span class="o">=</span> <span class="s2">&quot;fp16&quot;</span>
+    <span class="n">BF16</span> <span class="o">=</span> <span class="s2">&quot;bf16&quot;</span></div>
+
+
+
+<div class="viewcode-block" id="OptimizerType">
+<a class="viewcode-back" href="../../source/hezar.constants.html#hezar.constants.OptimizerType">[docs]</a>
+<span class="k">class</span> <span class="nc">OptimizerType</span><span class="p">(</span><span class="n">ExplicitEnum</span><span class="p">):</span>
+    <span class="n">ADAM</span> <span class="o">=</span> <span class="s2">&quot;adam&quot;</span>
+    <span class="n">ADAMW</span> <span class="o">=</span> <span class="s2">&quot;adamw&quot;</span>
+    <span class="n">SDG</span> <span class="o">=</span> <span class="s2">&quot;sdg&quot;</span></div>
+
+
+
+<div class="viewcode-block" id="LRSchedulerType">
+<a class="viewcode-back" href="../../source/hezar.constants.html#hezar.constants.LRSchedulerType">[docs]</a>
+<span class="k">class</span> <span class="nc">LRSchedulerType</span><span class="p">(</span><span class="n">ExplicitEnum</span><span class="p">):</span>
+    <span class="n">REDUCE_LR_ON_PLATEAU</span> <span class="o">=</span> <span class="s2">&quot;reduce_lr_on_plateau&quot;</span>
+    <span class="n">COSINE_LR</span> <span class="o">=</span> <span class="s2">&quot;cosine_lr&quot;</span></div>
+
+
+
+<div class="viewcode-block" id="SplitType">
+<a class="viewcode-back" href="../../source/hezar.constants.html#hezar.constants.SplitType">[docs]</a>
+<span class="k">class</span> <span class="nc">SplitType</span><span class="p">(</span><span class="n">ExplicitEnum</span><span class="p">):</span>
+    <span class="n">TRAIN</span> <span class="o">=</span> <span class="s2">&quot;train&quot;</span>
+    <span class="n">EVAL</span> <span class="o">=</span> <span class="s2">&quot;eval&quot;</span>
+    <span class="n">VALID</span> <span class="o">=</span> <span class="s2">&quot;validation&quot;</span>
+    <span class="n">TEST</span> <span class="o">=</span> <span class="s2">&quot;test&quot;</span></div>
+
+
+
+<div class="viewcode-block" id="MetricType">
+<a class="viewcode-back" href="../../source/hezar.constants.html#hezar.constants.MetricType">[docs]</a>
+<span class="k">class</span> <span class="nc">MetricType</span><span class="p">(</span><span class="n">ExplicitEnum</span><span class="p">):</span>
+    <span class="n">ACCURACY</span> <span class="o">=</span> <span class="s2">&quot;accuracy&quot;</span>
+    <span class="n">F1</span> <span class="o">=</span> <span class="s2">&quot;f1&quot;</span>
+    <span class="n">RECALL</span> <span class="o">=</span> <span class="s2">&quot;recall&quot;</span>
+    <span class="n">PRECISION</span> <span class="o">=</span> <span class="s2">&quot;precision&quot;</span>
+    <span class="n">SEQEVAL</span> <span class="o">=</span> <span class="s2">&quot;seqeval&quot;</span>
+    <span class="n">CER</span> <span class="o">=</span> <span class="s2">&quot;cer&quot;</span>
+    <span class="n">WER</span> <span class="o">=</span> <span class="s2">&quot;wer&quot;</span>
+    <span class="n">BLEU</span> <span class="o">=</span> <span class="s2">&quot;bleu&quot;</span>
+    <span class="n">ROUGE</span> <span class="o">=</span> <span class="s2">&quot;rouge&quot;</span></div>
+
+
+
+<div class="viewcode-block" id="RepoType">
+<a class="viewcode-back" href="../../source/hezar.constants.html#hezar.constants.RepoType">[docs]</a>
+<span class="k">class</span> <span class="nc">RepoType</span><span class="p">(</span><span class="n">ExplicitEnum</span><span class="p">):</span>
+    <span class="n">DATASET</span> <span class="o">=</span> <span class="s2">&quot;dataset&quot;</span>
+    <span class="n">MODEL</span> <span class="o">=</span> <span class="s2">&quot;model&quot;</span></div>
+
+
+
+<div class="viewcode-block" id="ImageType">
+<a class="viewcode-back" href="../../source/hezar.constants.html#hezar.constants.ImageType">[docs]</a>
+<span class="k">class</span> <span class="nc">ImageType</span><span class="p">(</span><span class="n">ExplicitEnum</span><span class="p">):</span>
+    <span class="n">NUMPY</span> <span class="o">=</span> <span class="s2">&quot;numpy&quot;</span>
+    <span class="n">PILLOW</span> <span class="o">=</span> <span class="s2">&quot;pillow&quot;</span>
+    <span class="n">TORCH</span> <span class="o">=</span> <span class="s2">&quot;torch&quot;</span></div>
+
+
+
+<div class="viewcode-block" id="ChannelsAxisSide">
+<a class="viewcode-back" href="../../source/hezar.constants.html#hezar.constants.ChannelsAxisSide">[docs]</a>
+<span class="k">class</span> <span class="nc">ChannelsAxisSide</span><span class="p">(</span><span class="n">ExplicitEnum</span><span class="p">):</span>
+    <span class="n">FIRST</span> <span class="o">=</span> <span class="s2">&quot;first&quot;</span>
+    <span class="n">LAST</span> <span class="o">=</span> <span class="s2">&quot;last&quot;</span></div>
+
+
+
+<div class="viewcode-block" id="PaddingType">
+<a class="viewcode-back" href="../../source/hezar.constants.html#hezar.constants.PaddingType">[docs]</a>
+<span class="k">class</span> <span class="nc">PaddingType</span><span class="p">(</span><span class="n">ExplicitEnum</span><span class="p">):</span>
+    <span class="n">MAX_LENGTH</span> <span class="o">=</span> <span class="s2">&quot;max_length&quot;</span>
+    <span class="n">LONGEST</span> <span class="o">=</span> <span class="s2">&quot;longest&quot;</span></div>
+
+
+
+<div class="viewcode-block" id="Color">
+<a class="viewcode-back" href="../../source/hezar.constants.html#hezar.constants.Color">[docs]</a>
+<span class="k">class</span> <span class="nc">Color</span><span class="p">(</span><span class="n">ExplicitEnum</span><span class="p">):</span>
+    <span class="n">HEADER</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="se">\033</span><span class="s2">[95m&quot;</span>
+    <span class="n">NORMAL</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="se">\033</span><span class="s2">[0m&quot;</span>
+    <span class="n">BOLD</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="se">\033</span><span class="s2">[1m&quot;</span>
+    <span class="n">UNDERLINE</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="se">\033</span><span class="s2">[4m&quot;</span>
+    <span class="n">ITALIC</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="se">\33</span><span class="s2">[3m&quot;</span>
+    <span class="n">BLUE</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="se">\033</span><span class="s2">[94m&quot;</span>
+    <span class="n">CYAN</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="se">\033</span><span class="s2">[96m&quot;</span>
+    <span class="n">GREEN</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="se">\033</span><span class="s2">[92m&quot;</span>
+    <span class="n">YELLOW</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="se">\033</span><span class="s2">[93m&quot;</span>
+    <span class="n">RED</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="se">\033</span><span class="s2">[91m&quot;</span>
+    <span class="n">GREY</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="se">\33</span><span class="s2">[90m&quot;</span></div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          
+          
+        </div>
+        <div class="bottom-of-page">
+          <div class="left-details">
+            <div class="copyright">
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+            Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
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+            
+          </div>
+          <div class="right-details">
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+              <a class="muted-link " href="https://t.me/hezarai" aria-label="Telegram"><i class="fa-brands fa-telegram fa-2x" style="color: #229ed9;"></i></a>
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+              
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+        </div>
+        
+      </footer>
+    </div>
+    <aside class="toc-drawer no-toc">
+      
+      
+      
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+    </body>
+</html>
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diff --git a/_modules/hezar/data/data_collators.html b/_modules/hezar/data/data_collators.html
new file mode 100644
index 00000000..bbc522a3
--- /dev/null
+++ b/_modules/hezar/data/data_collators.html
@@ -0,0 +1,836 @@
+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../../../">
+  <head><meta charset="utf-8"/>
+    <meta name="viewport" content="width=device-width,initial-scale=1"/>
+    <meta name="color-scheme" content="light dark"><link rel="index" title="Index" href="../../../genindex.html" /><link rel="search" title="Search" href="../../../search.html" />
+
+    <link rel="shortcut icon" href="../../../_static/hezar_logo.svg"/><!-- Generated with Sphinx 7.2.6 and Furo 2023.09.10 -->
+        <title>hezar.data.data_collators - Hezar Documentation</title>
+      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=83e35b93" />
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+    
+    
+
+
+<style>
+  body {
+    --color-code-background: #f8f8f8;
+  --color-code-foreground: black;
+  --color-foreground-primary: #2C3E50;
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+  --color-toc-background: #F8F9FB;
+  --color-highlight-on-target: white;
+  
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+  @media not print {
+    body[data-theme="dark"] {
+      --color-code-background: #263238;
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+  --color-highlight-on-target: #1A1A1B;
+  
+    }
+    @media (prefers-color-scheme: dark) {
+      body:not([data-theme="light"]) {
+        --color-code-background: #263238;
+  --color-code-foreground: #EEFFFF;
+  --color-foreground-primary: #CEDDEB;
+  --color-inline-code-background: #1A1C1E;
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+  --color-toc-background: #1A1C1E;
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="../../../source/hezar.builders.html">hezar.builders module</a></li>
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+<li class="toctree-l1"><a class="reference internal" href="../../../contributing.html">Contributing to Hezar</a></li>
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+</div>
+</div>
+
+      </div>
+      
+    </div>
+  </aside>
+  <div class="main">
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+        </div>
+        <article role="main">
+          <h1>Source code for hezar.data.data_collators</h1><div class="highlight"><pre>
+<span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">import</span> <span class="nn">torch</span>
+
+<span class="kn">from</span> <span class="nn">..preprocessors</span> <span class="kn">import</span> <span class="n">Tokenizer</span>
+<span class="kn">from</span> <span class="nn">..utils</span> <span class="kn">import</span> <span class="n">Logger</span><span class="p">,</span> <span class="n">convert_batch_dict_dtype</span>
+
+
+<span class="n">__all__</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="s2">&quot;TextPaddingDataCollator&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;TextGenerationDataCollator&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;ImageCaptioningDataCollator&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;SequenceLabelingDataCollator&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;CharLevelOCRDataCollator&quot;</span><span class="p">,</span>
+<span class="p">]</span>
+
+<span class="n">logger</span> <span class="o">=</span> <span class="n">Logger</span><span class="p">(</span><span class="vm">__name__</span><span class="p">)</span>
+
+
+<div class="viewcode-block" id="TextPaddingDataCollator">
+<a class="viewcode-back" href="../../../source/hezar.data.data_collators.html#hezar.data.data_collators.TextPaddingDataCollator">[docs]</a>
+<span class="k">class</span> <span class="nc">TextPaddingDataCollator</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A data collator that pads a batch of tokenized inputs.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        tokenizer (Tokenizer): A Hezar tokenizer instance. (only its config is going to be used)</span>
+<span class="sd">        padding_type (str): Specifies padding strategy. Defaults to `longest`, but can also be `max_length` (in this case</span>
+<span class="sd">         `max_length` cannot be None)</span>
+<span class="sd">        padding_side (str): Specifies from which side of each tensor to add paddings. Defaults to `right`, but can also be</span>
+<span class="sd">         `left`.</span>
+<span class="sd">        max_length (int): If `padding_type` is set to `max_length` this parameter must be specified. Forces all tensors to</span>
+<span class="sd">         have this value as length.</span>
+<span class="sd">        return_tensors (str): Specifies the dtype of the returning tensors in the batch. Defaults to `pt(torch.Tensor)`, but</span>
+<span class="sd">         can also be `np` or `list`.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">tokenizer</span><span class="p">:</span> <span class="n">Tokenizer</span><span class="p">,</span>
+        <span class="n">padding_type</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;longest&quot;</span><span class="p">,</span>
+        <span class="n">padding_side</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;right&quot;</span><span class="p">,</span>
+        <span class="n">max_length</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">return_tensors</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;pt&quot;</span><span class="p">,</span>
+    <span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">tokenizer</span> <span class="o">=</span> <span class="n">tokenizer</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">padding_type</span> <span class="o">=</span> <span class="n">padding_type</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">padding_side</span> <span class="o">=</span> <span class="n">padding_side</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">max_length</span> <span class="o">=</span> <span class="n">max_length</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">return_tensors</span> <span class="o">=</span> <span class="n">return_tensors</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">field_to_pad_id_mapping</span> <span class="o">=</span> <span class="p">{</span>
+            <span class="s2">&quot;token_ids&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">tokenizer</span><span class="o">.</span><span class="n">pad_token_id</span><span class="p">,</span>
+            <span class="s2">&quot;token_type_ids&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">tokenizer</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">pad_token_type_id</span><span class="p">,</span>
+            <span class="s2">&quot;tokens&quot;</span><span class="p">:</span> <span class="s2">&quot;&quot;</span><span class="p">,</span>
+            <span class="s2">&quot;special_tokens_mask&quot;</span><span class="p">:</span> <span class="mi">1</span><span class="p">,</span>
+            <span class="s2">&quot;attention_mask&quot;</span><span class="p">:</span> <span class="mi">0</span><span class="p">,</span>
+        <span class="p">}</span>
+
+        <span class="k">if</span> <span class="n">padding_type</span> <span class="o">==</span> <span class="s2">&quot;longest&quot;</span> <span class="ow">and</span> <span class="n">max_length</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">logger</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span>
+                <span class="s2">&quot;You passed `max_length` while also setting `padding_type` to `longest` which are &quot;</span>
+                <span class="s2">&quot;incompatible! Instead leave `max_length` as None or set `padding_type` to `max_length`! &quot;</span>
+                <span class="s2">&quot;Ignoring `max_length`&quot;</span>
+            <span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">max_length</span> <span class="o">=</span> <span class="kc">None</span>
+
+    <span class="k">def</span> <span class="fm">__call__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">encoded_batch</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Add padding to every item in the batch</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            encoded_batch: A batch dictionary</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            Dict: The same batch dictionary but padded</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">encoded_batch</span> <span class="o">=</span> <span class="p">[</span><span class="n">convert_batch_dict_dtype</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="s2">&quot;list&quot;</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">encoded_batch</span><span class="p">]</span>
+        <span class="n">permuted_batch</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">encoded_batch</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+            <span class="n">stack</span> <span class="o">=</span> <span class="p">[</span><span class="n">e</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">encoded_batch</span> <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">item</span><span class="p">[</span><span class="n">key</span><span class="p">]]</span>
+            <span class="n">permuted_batch</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">=</span> <span class="n">stack</span>
+
+        <span class="n">encoded_batch</span> <span class="o">=</span> <span class="n">permuted_batch</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+        <span class="k">if</span> <span class="s2">&quot;label&quot;</span> <span class="ow">in</span> <span class="n">encoded_batch</span><span class="p">:</span>
+            <span class="n">encoded_batch</span><span class="p">[</span><span class="s2">&quot;labels&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">encoded_batch</span><span class="p">[</span><span class="s2">&quot;label&quot;</span><span class="p">]</span>
+            <span class="k">del</span> <span class="n">encoded_batch</span><span class="p">[</span><span class="s2">&quot;label&quot;</span><span class="p">]</span>
+
+        <span class="n">labels</span> <span class="o">=</span> <span class="n">encoded_batch</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="s2">&quot;labels&quot;</span><span class="p">)</span>
+        <span class="n">input_length</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">max_length</span> <span class="ow">or</span> <span class="nb">max</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">encoded_batch</span><span class="p">[</span><span class="s2">&quot;token_ids&quot;</span><span class="p">])</span>
+
+        <span class="k">for</span> <span class="n">field</span><span class="p">,</span> <span class="n">batch</span> <span class="ow">in</span> <span class="n">encoded_batch</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">padded_batch</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">batch</span><span class="p">:</span>
+                <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">):</span>
+                    <span class="n">x</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">cpu</span><span class="p">()</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+                <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">):</span>
+                    <span class="n">x</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+                <span class="n">difference</span> <span class="o">=</span> <span class="n">input_length</span> <span class="o">-</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+                <span class="n">paddings</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">field_to_pad_id_mapping</span><span class="p">[</span><span class="n">field</span><span class="p">]]</span> <span class="o">*</span> <span class="n">difference</span>
+                <span class="n">padded_x</span> <span class="o">=</span> <span class="n">x</span> <span class="o">+</span> <span class="n">paddings</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">padding_side</span> <span class="o">==</span> <span class="s2">&quot;right&quot;</span> <span class="k">else</span> <span class="n">paddings</span> <span class="o">+</span> <span class="n">x</span>
+                <span class="n">padded_batch</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">padded_x</span><span class="p">)</span>
+            <span class="n">encoded_batch</span><span class="p">[</span><span class="n">field</span><span class="p">]</span> <span class="o">=</span> <span class="n">padded_batch</span>
+
+        <span class="n">encoded_batch</span><span class="p">[</span><span class="s2">&quot;labels&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">labels</span>
+
+        <span class="n">encoded_batch</span> <span class="o">=</span> <span class="n">convert_batch_dict_dtype</span><span class="p">(</span><span class="n">encoded_batch</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">return_tensors</span><span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">encoded_batch</span></div>
+
+
+
+<div class="viewcode-block" id="TextGenerationDataCollator">
+<a class="viewcode-back" href="../../../source/hezar.data.data_collators.html#hezar.data.data_collators.TextGenerationDataCollator">[docs]</a>
+<span class="k">class</span> <span class="nc">TextGenerationDataCollator</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A data collator for text to text generation</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        tokenizer (Tokenizer): A Hezar tokenizer instance. (only its config is going to be used)</span>
+<span class="sd">        padding_type (str): Specifies padding strategy. Defaults to `longest`, but can also be `max_length` (in this case</span>
+<span class="sd">         `max_length` cannot be None)</span>
+<span class="sd">        padding_side (str): Specifies from which side of each tensor to add paddings. Defaults to `right`, but can also be</span>
+<span class="sd">         `left`.</span>
+<span class="sd">        max_length (int): If `padding_type` is set to `max_length` this parameter must be specified. Forces all tensors to</span>
+<span class="sd">         have this value as length.</span>
+<span class="sd">        max_target_length (int): Maximum target length for text generation.</span>
+<span class="sd">        return_tensors (str): Specifies the dtype of the returning tensors in the batch. Defaults to `pt(torch.Tensor)`, but</span>
+<span class="sd">         can also be `np` or `list`.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">tokenizer</span><span class="p">:</span> <span class="n">Tokenizer</span><span class="p">,</span>
+        <span class="n">padding_type</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;longest&quot;</span><span class="p">,</span>
+        <span class="n">padding_side</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;right&quot;</span><span class="p">,</span>
+        <span class="n">max_length</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">max_target_length</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">return_tensors</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;pt&quot;</span><span class="p">,</span>
+    <span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">tokenizer</span> <span class="o">=</span> <span class="n">tokenizer</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">padding_type</span> <span class="o">=</span> <span class="n">padding_type</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">padding_side</span> <span class="o">=</span> <span class="n">padding_side</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">max_length</span> <span class="o">=</span> <span class="n">max_length</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">max_target_length</span> <span class="o">=</span> <span class="n">max_target_length</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">return_tensors</span> <span class="o">=</span> <span class="n">return_tensors</span>
+
+        <span class="k">if</span> <span class="n">padding_type</span> <span class="o">==</span> <span class="s2">&quot;longest&quot;</span> <span class="ow">and</span> <span class="n">max_length</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">logger</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span>
+                <span class="s2">&quot;You passed `max_length` while also setting `padding_type` to `longest` which are &quot;</span>
+                <span class="s2">&quot;incompatible! Instead leave `max_length` as None or set `padding_type` to `max_length`! &quot;</span>
+                <span class="s2">&quot;Ignoring `max_length`&quot;</span>
+            <span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">max_length</span> <span class="o">=</span> <span class="kc">None</span>
+
+    <span class="k">def</span> <span class="fm">__call__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">encoded_batch</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Add padding to every item in the batch</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            encoded_batch (List[Dict]): A batch dictionary</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            Dict: The same batch dictionary but padded</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">encoded_batch</span> <span class="o">=</span> <span class="p">[</span><span class="n">convert_batch_dict_dtype</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="s2">&quot;list&quot;</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">encoded_batch</span><span class="p">]</span>
+        <span class="n">permuted_batch</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">encoded_batch</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+            <span class="n">stack</span> <span class="o">=</span> <span class="p">[</span><span class="n">e</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">encoded_batch</span> <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">item</span><span class="p">[</span><span class="n">key</span><span class="p">]]</span>
+            <span class="n">permuted_batch</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">=</span> <span class="n">stack</span>
+
+        <span class="n">padded_batch</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">tokenizer</span><span class="o">.</span><span class="n">pad_encoded_batch</span><span class="p">(</span>
+            <span class="n">permuted_batch</span><span class="p">,</span>
+            <span class="n">padding</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">padding_type</span><span class="p">,</span>
+            <span class="n">max_length</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">max_length</span><span class="p">,</span>
+            <span class="n">exclude_keys</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;labels&quot;</span><span class="p">],</span>
+            <span class="n">return_tensors</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">return_tensors</span><span class="p">,</span>
+        <span class="p">)</span>
+        <span class="n">padded_batch</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">tokenizer</span><span class="o">.</span><span class="n">pad_encoded_batch</span><span class="p">(</span>
+            <span class="n">padded_batch</span><span class="p">,</span>
+            <span class="n">padding</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">padding_type</span><span class="p">,</span>
+            <span class="n">max_length</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">max_target_length</span><span class="p">,</span>
+            <span class="n">include_keys</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;labels&quot;</span><span class="p">],</span>
+            <span class="n">return_tensors</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">return_tensors</span><span class="p">,</span>
+        <span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">padded_batch</span></div>
+
+
+
+<div class="viewcode-block" id="ImageCaptioningDataCollator">
+<a class="viewcode-back" href="../../../source/hezar.data.data_collators.html#hezar.data.data_collators.ImageCaptioningDataCollator">[docs]</a>
+<span class="k">class</span> <span class="nc">ImageCaptioningDataCollator</span><span class="p">:</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">tokenizer</span><span class="p">:</span> <span class="n">Tokenizer</span><span class="p">,</span>
+        <span class="n">padding_type</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;longest&quot;</span><span class="p">,</span>
+        <span class="n">padding_side</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;right&quot;</span><span class="p">,</span>
+        <span class="n">max_length</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">return_tensors</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;pt&quot;</span><span class="p">,</span>
+    <span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">tokenizer</span> <span class="o">=</span> <span class="n">tokenizer</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">padding_type</span> <span class="o">=</span> <span class="n">padding_type</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">padding_side</span> <span class="o">=</span> <span class="n">padding_side</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">max_length</span> <span class="o">=</span> <span class="n">max_length</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">return_tensors</span> <span class="o">=</span> <span class="n">return_tensors</span>
+
+        <span class="k">if</span> <span class="n">padding_type</span> <span class="o">==</span> <span class="s2">&quot;longest&quot;</span> <span class="ow">and</span> <span class="n">max_length</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">logger</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span>
+                <span class="s2">&quot;You passed `max_length` while also setting `padding_type` to `longest` which are &quot;</span>
+                <span class="s2">&quot;incompatible! Instead leave `max_length` as None or set `padding_type` to `max_length`! &quot;</span>
+                <span class="s2">&quot;Ignoring `max_length`&quot;</span>
+            <span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">max_length</span> <span class="o">=</span> <span class="kc">None</span>
+
+    <span class="k">def</span> <span class="fm">__call__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">encoded_batch</span><span class="p">):</span>
+        <span class="n">encoded_batch</span> <span class="o">=</span> <span class="p">[</span><span class="n">convert_batch_dict_dtype</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="s2">&quot;list&quot;</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">encoded_batch</span><span class="p">]</span>
+        <span class="n">permuted_batch</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">encoded_batch</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+            <span class="n">stack</span> <span class="o">=</span> <span class="p">[</span><span class="n">e</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">encoded_batch</span> <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">item</span><span class="p">[</span><span class="n">key</span><span class="p">]]</span>
+            <span class="n">permuted_batch</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">=</span> <span class="n">stack</span>
+
+        <span class="n">padded_batch</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">tokenizer</span><span class="o">.</span><span class="n">pad_encoded_batch</span><span class="p">(</span>
+            <span class="n">permuted_batch</span><span class="p">,</span>
+            <span class="n">padding</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">padding_type</span><span class="p">,</span>
+            <span class="n">max_length</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">max_length</span><span class="p">,</span>
+            <span class="n">exclude_keys</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;pixel_values&quot;</span><span class="p">],</span>
+            <span class="n">return_tensors</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">return_tensors</span><span class="p">,</span>
+        <span class="p">)</span>
+        <span class="n">padded_batch</span> <span class="o">=</span> <span class="n">convert_batch_dict_dtype</span><span class="p">(</span><span class="n">padded_batch</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="s2">&quot;pt&quot;</span><span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">padded_batch</span></div>
+
+
+
+<div class="viewcode-block" id="SequenceLabelingDataCollator">
+<a class="viewcode-back" href="../../../source/hezar.data.data_collators.html#hezar.data.data_collators.SequenceLabelingDataCollator">[docs]</a>
+<span class="k">class</span> <span class="nc">SequenceLabelingDataCollator</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A data collator for sequence labeling.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        tokenizer (Tokenizer): A Hezar tokenizer instance. (only its config is going to be used)</span>
+<span class="sd">        padding_type (str): Specifies padding strategy. Defaults to `longest`, but can also be `max_length` (in this case</span>
+<span class="sd">         `max_length` cannot be None)</span>
+<span class="sd">        padding_side (str): Specifies from which side of each tensor to add paddings. Defaults to `right`, but can also be</span>
+<span class="sd">         `left`.</span>
+<span class="sd">        label_pad_token_id (int): Token ID for padding labels.</span>
+<span class="sd">        max_length (int): If `padding_type` is set to `max_length` this parameter must be specified. Forces all tensors to</span>
+<span class="sd">         have this value as length.</span>
+<span class="sd">        return_tensors (str): Specifies the dtype of the returning tensors in the batch. Defaults to `pt(torch.Tensor)`, but</span>
+<span class="sd">         can also be `np` or `list`.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">tokenizer</span><span class="p">:</span> <span class="n">Tokenizer</span><span class="p">,</span>
+        <span class="n">padding_type</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;longest&quot;</span><span class="p">,</span>
+        <span class="n">padding_side</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;right&quot;</span><span class="p">,</span>
+        <span class="n">label_pad_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="o">-</span><span class="mi">100</span><span class="p">,</span>
+        <span class="n">max_length</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">return_tensors</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;pt&quot;</span><span class="p">,</span>
+    <span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">tokenizer</span> <span class="o">=</span> <span class="n">tokenizer</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">padding_type</span> <span class="o">=</span> <span class="n">padding_type</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">padding_side</span> <span class="o">=</span> <span class="n">padding_side</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">label_pad_token_id</span> <span class="o">=</span> <span class="n">label_pad_token_id</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">max_length</span> <span class="o">=</span> <span class="n">max_length</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">return_tensors</span> <span class="o">=</span> <span class="n">return_tensors</span>
+
+    <span class="k">def</span> <span class="fm">__call__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">encoded_batch</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Add padding to every item in the batch</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            encoded_batch (List[Dict]): A batch dictionary</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            Dict: The same batch dictionary but padded</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">label_name</span> <span class="o">=</span> <span class="s2">&quot;label&quot;</span> <span class="k">if</span> <span class="s2">&quot;label&quot;</span> <span class="ow">in</span> <span class="n">encoded_batch</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">()</span> <span class="k">else</span> <span class="s2">&quot;labels&quot;</span>
+        <span class="n">labels</span> <span class="o">=</span> <span class="p">[</span><span class="n">feature</span><span class="p">[</span><span class="n">label_name</span><span class="p">]</span> <span class="k">for</span> <span class="n">feature</span> <span class="ow">in</span> <span class="n">encoded_batch</span><span class="p">]</span> <span class="k">if</span> <span class="n">label_name</span> <span class="ow">in</span> <span class="n">encoded_batch</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">()</span> <span class="k">else</span> <span class="kc">None</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">tokenizer</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">padding_direction</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">padding_side</span>
+        <span class="n">batch</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">tokenizer</span><span class="o">.</span><span class="n">pad_encoded_batch</span><span class="p">(</span>
+            <span class="n">encoded_batch</span><span class="p">,</span>
+            <span class="n">padding</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">padding_type</span><span class="p">,</span>  <span class="c1"># noqa</span>
+            <span class="n">max_length</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">max_length</span><span class="p">,</span>
+            <span class="c1"># Conversion to tensors will fail if we have labels as they are not of the same length yet.</span>
+            <span class="n">return_tensors</span><span class="o">=</span><span class="s2">&quot;pt&quot;</span> <span class="k">if</span> <span class="n">labels</span> <span class="ow">is</span> <span class="kc">None</span> <span class="k">else</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="p">)</span>
+
+        <span class="k">if</span> <span class="n">labels</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">batch</span>
+
+        <span class="n">batch</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="s2">&quot;word_ids&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+        <span class="n">sequence_length</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">batch</span><span class="p">[</span><span class="s2">&quot;token_ids&quot;</span><span class="p">])</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">padding_side</span> <span class="o">==</span> <span class="s2">&quot;right&quot;</span><span class="p">:</span>
+            <span class="n">batch</span><span class="p">[</span><span class="n">label_name</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span>
+                <span class="nb">list</span><span class="p">(</span><span class="n">label</span><span class="p">)</span> <span class="o">+</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">label_pad_token_id</span><span class="p">]</span> <span class="o">*</span> <span class="p">(</span><span class="n">sequence_length</span> <span class="o">-</span> <span class="nb">len</span><span class="p">(</span><span class="n">label</span><span class="p">))</span> <span class="k">for</span> <span class="n">label</span> <span class="ow">in</span> <span class="n">labels</span>
+            <span class="p">]</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">batch</span><span class="p">[</span><span class="n">label_name</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span>
+                <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">label_pad_token_id</span><span class="p">]</span> <span class="o">*</span> <span class="p">(</span><span class="n">sequence_length</span> <span class="o">-</span> <span class="nb">len</span><span class="p">(</span><span class="n">label</span><span class="p">))</span> <span class="o">+</span> <span class="nb">list</span><span class="p">(</span><span class="n">label</span><span class="p">)</span> <span class="k">for</span> <span class="n">label</span> <span class="ow">in</span> <span class="n">labels</span>
+            <span class="p">]</span>
+
+        <span class="n">batch</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">torch</span><span class="o">.</span><span class="n">int64</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">batch</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+        <span class="k">return</span> <span class="n">batch</span></div>
+
+
+
+<div class="viewcode-block" id="CharLevelOCRDataCollator">
+<a class="viewcode-back" href="../../../source/hezar.data.data_collators.html#hezar.data.data_collators.CharLevelOCRDataCollator">[docs]</a>
+<span class="k">class</span> <span class="nc">CharLevelOCRDataCollator</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A data collator for character-level OCR.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        pad_token_id (int): Token ID for padding characters.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">pad_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">pad_token_id</span> <span class="o">=</span> <span class="n">pad_token_id</span>
+
+    <span class="k">def</span> <span class="fm">__call__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">input_batch</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Add padding to character-level OCR data.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            input_batch (Dict): Input batch containing pixel values and labels.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            Dict: Padded input batch.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">input_batch</span><span class="p">,</span> <span class="p">(</span><span class="nb">list</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">))</span> <span class="ow">and</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">input_batch</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="nb">dict</span><span class="p">):</span>
+            <span class="n">input_batch</span> <span class="o">=</span> <span class="p">{</span><span class="n">key</span><span class="p">:</span> <span class="p">[</span><span class="n">example</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="k">for</span> <span class="n">example</span> <span class="ow">in</span> <span class="n">input_batch</span><span class="p">]</span> <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">input_batch</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">()}</span>
+        <span class="n">input_batch</span><span class="p">[</span><span class="s2">&quot;pixel_values&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">stack</span><span class="p">(</span><span class="n">input_batch</span><span class="p">[</span><span class="s2">&quot;pixel_values&quot;</span><span class="p">],</span> <span class="mi">0</span><span class="p">)</span>
+
+        <span class="n">max_length</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">len</span><span class="p">,</span> <span class="n">input_batch</span><span class="p">[</span><span class="s2">&quot;labels&quot;</span><span class="p">]))</span>
+        <span class="n">all_labels</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">labels</span> <span class="ow">in</span> <span class="n">input_batch</span><span class="p">[</span><span class="s2">&quot;labels&quot;</span><span class="p">]:</span>
+            <span class="n">labels</span> <span class="o">=</span> <span class="n">labels</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="n">labels</span> <span class="o">+=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">pad_token_id</span><span class="p">]</span> <span class="o">*</span> <span class="p">(</span><span class="n">max_length</span> <span class="o">-</span> <span class="nb">len</span><span class="p">(</span><span class="n">labels</span><span class="p">))</span>
+            <span class="n">all_labels</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">labels</span><span class="p">)</span>
+        <span class="n">input_batch</span><span class="p">[</span><span class="s2">&quot;labels&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">all_labels</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">input_batch</span></div>
+
+</pre></div>
+        </article>
+      </div>
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+        
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+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.models.model.html">hezar.models.model module</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="../../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
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+</ul>
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+<li class="toctree-l1"><a class="reference internal" href="../../../../contributing.html">Contributing to Hezar</a></li>
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+
+</div>
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+
+      </div>
+      
+    </div>
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+        </div>
+        <article role="main">
+          <h1>Source code for hezar.data.datasets.dataset</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span>
+
+<span class="kn">import</span> <span class="nn">os</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Optional</span>
+
+<span class="kn">from</span> <span class="nn">torch.utils.data</span> <span class="kn">import</span> <span class="n">Dataset</span> <span class="k">as</span> <span class="n">TorchDataset</span>
+
+<span class="kn">from</span> <span class="nn">...builders</span> <span class="kn">import</span> <span class="n">build_dataset</span>
+<span class="kn">from</span> <span class="nn">...configs</span> <span class="kn">import</span> <span class="n">DatasetConfig</span>
+<span class="kn">from</span> <span class="nn">...constants</span> <span class="kn">import</span> <span class="p">(</span>
+    <span class="n">DEFAULT_DATASET_CONFIG_FILE</span><span class="p">,</span>
+    <span class="n">HEZAR_CACHE_DIR</span><span class="p">,</span>
+    <span class="n">Backends</span><span class="p">,</span>
+    <span class="n">RepoType</span><span class="p">,</span>
+    <span class="n">SplitType</span><span class="p">,</span>
+<span class="p">)</span>
+<span class="kn">from</span> <span class="nn">...utils</span> <span class="kn">import</span> <span class="n">verify_dependencies</span>
+
+
+<div class="viewcode-block" id="Dataset">
+<a class="viewcode-back" href="../../../../source/hezar.data.datasets.dataset.html#hezar.data.datasets.dataset.Dataset">[docs]</a>
+<span class="k">class</span> <span class="nc">Dataset</span><span class="p">(</span><span class="n">TorchDataset</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Base class for all datasets in Hezar.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        config: The configuration object for the dataset.</span>
+<span class="sd">        **kwargs: Additional keyword arguments.</span>
+
+<span class="sd">    Attributes:</span>
+<span class="sd">        required_backends (List[str | Backends]): List of required backends for the dataset.</span>
+<span class="sd">        config_filename (str): Default dataset config file name.</span>
+<span class="sd">        cache_dir (str): Default cache directory for the dataset.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">required_backends</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span> <span class="o">|</span> <span class="n">Backends</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">config_filename</span> <span class="o">=</span> <span class="n">DEFAULT_DATASET_CONFIG_FILE</span>
+    <span class="n">cache_dir</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">HEZAR_CACHE_DIR</span><span class="p">,</span> <span class="s2">&quot;datasets&quot;</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">DatasetConfig</span><span class="p">,</span> <span class="n">split</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="n">verify_dependencies</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">required_backends</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">config</span> <span class="o">=</span> <span class="n">config</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">data_collator</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">split</span> <span class="o">=</span> <span class="n">split</span>
+
+    <span class="k">def</span> <span class="fm">__str__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="n">dataset_name</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">path</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">name</span>
+        <span class="n">dataset_size</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span>
+        <span class="k">return</span> <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="vm">__class__</span><span class="o">.</span><span class="vm">__name__</span><span class="si">}</span><span class="s2">(path=</span><span class="si">{</span><span class="n">dataset_name</span><span class="si">}</span><span class="s2">[&#39;</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">split</span><span class="si">}</span><span class="s2">&#39;], size=</span><span class="si">{</span><span class="n">dataset_size</span><span class="si">}</span><span class="s2">)&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__len__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns the length of the dataset.</span>
+
+<span class="sd">        Raises:</span>
+<span class="sd">            NotImplementedError: This method must be implemented in derived classes.</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">raise</span> <span class="ne">NotImplementedError</span>
+
+    <span class="k">def</span> <span class="fm">__getitem__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">index</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Gets a specific item from the dataset.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            index: Index of the item to retrieve.</span>
+
+<span class="sd">        Raises:</span>
+<span class="sd">            NotImplementedError: This method must be implemented in derived classes.</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">raise</span> <span class="ne">NotImplementedError</span>
+
+<div class="viewcode-block" id="Dataset.load">
+<a class="viewcode-back" href="../../../../source/hezar.data.datasets.dataset.html#hezar.data.datasets.dataset.Dataset.load">[docs]</a>
+    <span class="nd">@classmethod</span>
+    <span class="k">def</span> <span class="nf">load</span><span class="p">(</span>
+        <span class="bp">cls</span><span class="p">,</span>
+        <span class="n">hub_path</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">os</span><span class="o">.</span><span class="n">PathLike</span><span class="p">,</span>
+        <span class="n">config_filename</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">split</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span> <span class="o">|</span> <span class="n">SplitType</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">cache_dir</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
+    <span class="p">)</span> <span class="o">-&gt;</span> <span class="s2">&quot;Dataset&quot;</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Load the dataset from a hub path.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            hub_path (str | os.PathLike): Path to dataset from hub or locally.</span>
+<span class="sd">            config_filename (Optional[str]): Dataset config file name.</span>
+<span class="sd">            split (Optional[str | SplitType]): Dataset split, defaults to &quot;train&quot;.</span>
+<span class="sd">            cache_dir (str): Path to cache directory</span>
+<span class="sd">            **kwargs: Config parameters as keyword arguments.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            Dataset: An instance of the loaded dataset.</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">split</span> <span class="o">=</span> <span class="n">split</span> <span class="ow">or</span> <span class="s2">&quot;train&quot;</span>
+        <span class="n">config_filename</span> <span class="o">=</span> <span class="n">config_filename</span> <span class="ow">or</span> <span class="bp">cls</span><span class="o">.</span><span class="n">config_filename</span>
+        <span class="k">if</span> <span class="n">cache_dir</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="bp">cls</span><span class="o">.</span><span class="n">cache_dir</span> <span class="o">=</span> <span class="n">cache_dir</span>
+        <span class="n">dataset_config</span> <span class="o">=</span> <span class="n">DatasetConfig</span><span class="o">.</span><span class="n">load</span><span class="p">(</span>
+            <span class="n">hub_path</span><span class="p">,</span>
+            <span class="n">filename</span><span class="o">=</span><span class="n">config_filename</span><span class="p">,</span>
+            <span class="n">repo_type</span><span class="o">=</span><span class="n">RepoType</span><span class="o">.</span><span class="n">DATASET</span><span class="p">,</span>
+            <span class="n">cache_dir</span><span class="o">=</span><span class="bp">cls</span><span class="o">.</span><span class="n">cache_dir</span><span class="p">,</span>
+        <span class="p">)</span>
+        <span class="n">dataset_config</span><span class="o">.</span><span class="n">path</span> <span class="o">=</span> <span class="n">hub_path</span>
+        <span class="n">dataset</span> <span class="o">=</span> <span class="n">build_dataset</span><span class="p">(</span><span class="n">dataset_config</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="n">config</span><span class="o">=</span><span class="n">dataset_config</span><span class="p">,</span> <span class="n">split</span><span class="o">=</span><span class="n">split</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">dataset</span></div>
+</div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
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diff --git a/_modules/hezar/data/datasets/image_captioning_dataset.html b/_modules/hezar/data/datasets/image_captioning_dataset.html
new file mode 100644
index 00000000..200b4114
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+<!doctype html>
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+          <h1>Source code for hezar.data.datasets.image_captioning_dataset</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span>
+
+<span class="kn">import</span> <span class="nn">torch</span>
+<span class="kn">from</span> <span class="nn">datasets</span> <span class="kn">import</span> <span class="n">load_dataset</span>
+
+<span class="kn">from</span> <span class="nn">...builders</span> <span class="kn">import</span> <span class="n">build_preprocessor</span>
+<span class="kn">from</span> <span class="nn">...configs</span> <span class="kn">import</span> <span class="n">DatasetConfig</span>
+<span class="kn">from</span> <span class="nn">...constants</span> <span class="kn">import</span> <span class="n">Backends</span><span class="p">,</span> <span class="n">TaskType</span>
+<span class="kn">from</span> <span class="nn">...preprocessors</span> <span class="kn">import</span> <span class="n">ImageProcessorConfig</span><span class="p">,</span> <span class="n">Tokenizer</span>
+<span class="kn">from</span> <span class="nn">...registry</span> <span class="kn">import</span> <span class="n">register_dataset</span>
+<span class="kn">from</span> <span class="nn">...utils</span> <span class="kn">import</span> <span class="n">Logger</span><span class="p">,</span> <span class="n">shift_tokens_right</span>
+<span class="kn">from</span> <span class="nn">..data_collators</span> <span class="kn">import</span> <span class="n">ImageCaptioningDataCollator</span>
+<span class="kn">from</span> <span class="nn">.dataset</span> <span class="kn">import</span> <span class="n">Dataset</span>
+
+
+<span class="n">logger</span> <span class="o">=</span> <span class="n">Logger</span><span class="p">(</span><span class="vm">__name__</span><span class="p">)</span>
+
+<span class="n">_required_backends</span> <span class="o">=</span> <span class="p">[</span><span class="n">Backends</span><span class="o">.</span><span class="n">SCIKIT</span><span class="p">]</span>
+
+
+<div class="viewcode-block" id="ImageCaptioningDatasetConfig">
+<a class="viewcode-back" href="../../../../source/hezar.data.datasets.image_captioning_dataset.html#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">ImageCaptioningDatasetConfig</span><span class="p">(</span><span class="n">DatasetConfig</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Configuration class for image captioning datasets.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        path (str): Path to the dataset.</span>
+<span class="sd">        tokenizer_path (str): Path to the tokenizer file.</span>
+<span class="sd">        text_column (str): Column name for text in the dataset.</span>
+<span class="sd">        images_paths_column (str): Column name for image paths in the dataset.</span>
+<span class="sd">        max_length (int): Maximum length of text.</span>
+<span class="sd">        test_split_size (float): Size of the test split.</span>
+<span class="sd">        image_processor_config (ImageProcessorConfig): Configuration for image processing.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;image_captioning&quot;</span>
+    <span class="n">task</span><span class="p">:</span> <span class="n">TaskType</span> <span class="o">=</span> <span class="n">TaskType</span><span class="o">.</span><span class="n">IMAGE2TEXT</span>
+    <span class="n">path</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">tokenizer_path</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">text_column</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;label&quot;</span>
+    <span class="n">images_paths_column</span> <span class="o">=</span> <span class="s2">&quot;image_path&quot;</span>
+    <span class="n">max_length</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">test_split_size</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.2</span>
+    <span class="n">image_processor_config</span><span class="p">:</span> <span class="n">ImageProcessorConfig</span> <span class="o">=</span> <span class="kc">None</span></div>
+
+
+
+<div class="viewcode-block" id="ImageCaptioningDataset">
+<a class="viewcode-back" href="../../../../source/hezar.data.datasets.image_captioning_dataset.html#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDataset">[docs]</a>
+<span class="nd">@register_dataset</span><span class="p">(</span><span class="s2">&quot;image_captioning&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">ImageCaptioningDatasetConfig</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">ImageCaptioningDataset</span><span class="p">(</span><span class="n">Dataset</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    General image captioning dataset class.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        config (ImageCaptioningDatasetConfig): The configuration object for the dataset.</span>
+<span class="sd">        split: Dataset split, defaults to None.</span>
+<span class="sd">        **kwargs: Additional keyword arguments.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">required_backends</span> <span class="o">=</span> <span class="n">_required_backends</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">ImageCaptioningDatasetConfig</span><span class="p">,</span> <span class="n">split</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="o">=</span><span class="n">config</span><span class="p">,</span> <span class="n">split</span><span class="o">=</span><span class="n">split</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">data</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_load</span><span class="p">(</span><span class="n">split</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">image_processor</span> <span class="o">=</span> <span class="n">build_preprocessor</span><span class="p">(</span><span class="s2">&quot;image_processor&quot;</span><span class="p">,</span> <span class="n">config</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">image_processor_config</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">tokenizer</span> <span class="o">=</span> <span class="n">Tokenizer</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">tokenizer_path</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">data_collator</span> <span class="o">=</span> <span class="n">ImageCaptioningDataCollator</span><span class="p">(</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">tokenizer</span><span class="p">,</span>
+            <span class="n">padding_type</span><span class="o">=</span><span class="s2">&quot;max_length&quot;</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">max_length</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="k">else</span> <span class="s2">&quot;longest&quot;</span><span class="p">,</span>
+            <span class="n">max_length</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">max_length</span>
+        <span class="p">)</span>
+
+    <span class="k">def</span> <span class="fm">__len__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns the length of the dataset.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            int: The length of the dataset.</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">data</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_load</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">split</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Load the dataset and clean up invalid samples.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            split: Dataset split, defaults to None.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            Dataset: The cleaned dataset.</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="n">load_dataset</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">path</span><span class="p">,</span> <span class="n">split</span><span class="o">=</span><span class="n">split</span><span class="p">,</span> <span class="n">cache_dir</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">cache_dir</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">data</span>
+
+    <span class="k">def</span> <span class="fm">__getitem__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">index</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Get a specific item from the dataset.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            index: Index of the item to retrieve.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            dict: The input data.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">path</span><span class="p">,</span> <span class="n">text</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">data</span><span class="p">[</span><span class="n">index</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="p">()</span>
+        <span class="n">pixel_values</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">image_processor</span><span class="p">(</span><span class="n">path</span><span class="p">,</span> <span class="n">return_tensors</span><span class="o">=</span><span class="s2">&quot;pt&quot;</span><span class="p">)[</span><span class="s2">&quot;pixel_values&quot;</span><span class="p">]</span>
+        <span class="n">tokenized_inputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">tokenizer</span><span class="p">(</span><span class="n">text</span><span class="p">,</span> <span class="n">padding</span><span class="o">=</span><span class="s2">&quot;max_length&quot;</span><span class="p">,</span> <span class="n">max_length</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">max_length</span><span class="p">)</span>
+        <span class="n">labels</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">tensor</span><span class="p">([</span><span class="n">tokenized_inputs</span><span class="p">[</span><span class="s2">&quot;token_ids&quot;</span><span class="p">]])</span>
+        <span class="n">attention_mask</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">tensor</span><span class="p">([</span><span class="n">tokenized_inputs</span><span class="p">[</span><span class="s2">&quot;attention_mask&quot;</span><span class="p">]])</span>
+        <span class="n">decoder_input_ids</span> <span class="o">=</span> <span class="n">shift_tokens_right</span><span class="p">(</span>
+            <span class="n">labels</span><span class="p">,</span>
+            <span class="n">pad_token_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">tokenizer</span><span class="o">.</span><span class="n">pad_token_id</span><span class="p">,</span>
+            <span class="n">decoder_start_token_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">tokenizer</span><span class="o">.</span><span class="n">bos_token_id</span><span class="p">,</span>
+        <span class="p">)</span>
+        <span class="n">inputs</span> <span class="o">=</span> <span class="p">{</span>
+            <span class="s2">&quot;pixel_values&quot;</span><span class="p">:</span> <span class="n">pixel_values</span><span class="p">,</span>
+            <span class="s2">&quot;labels&quot;</span><span class="p">:</span> <span class="n">labels</span><span class="p">,</span>
+            <span class="s2">&quot;decoder_input_ids&quot;</span><span class="p">:</span> <span class="n">decoder_input_ids</span><span class="p">,</span>
+            <span class="s2">&quot;decoder_attention_mask&quot;</span><span class="p">:</span> <span class="n">attention_mask</span><span class="p">,</span>
+        <span class="p">}</span>
+        <span class="k">return</span> <span class="n">inputs</span></div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
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+<li class="toctree-l6"><a class="reference internal" href="../../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
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+        <article role="main">
+          <h1>Source code for hezar.data.datasets.ocr_dataset</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span>
+
+<span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span><span class="p">,</span> <span class="n">field</span>
+<span class="kn">from</span> <span class="nn">enum</span> <span class="kn">import</span> <span class="n">Enum</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Dict</span>
+
+<span class="kn">import</span> <span class="nn">torch</span>
+<span class="kn">from</span> <span class="nn">datasets</span> <span class="kn">import</span> <span class="n">load_dataset</span>
+
+<span class="kn">from</span> <span class="nn">...builders</span> <span class="kn">import</span> <span class="n">build_preprocessor</span>
+<span class="kn">from</span> <span class="nn">...configs</span> <span class="kn">import</span> <span class="n">DatasetConfig</span>
+<span class="kn">from</span> <span class="nn">...constants</span> <span class="kn">import</span> <span class="n">Backends</span><span class="p">,</span> <span class="n">TaskType</span>
+<span class="kn">from</span> <span class="nn">...preprocessors</span> <span class="kn">import</span> <span class="n">ImageProcessorConfig</span><span class="p">,</span> <span class="n">Tokenizer</span>
+<span class="kn">from</span> <span class="nn">...registry</span> <span class="kn">import</span> <span class="n">register_dataset</span>
+<span class="kn">from</span> <span class="nn">...utils</span> <span class="kn">import</span> <span class="n">Logger</span><span class="p">,</span> <span class="n">is_text_valid</span><span class="p">,</span> <span class="n">reverse_string_digits</span>
+<span class="kn">from</span> <span class="nn">..data_collators</span> <span class="kn">import</span> <span class="n">CharLevelOCRDataCollator</span>
+<span class="kn">from</span> <span class="nn">.dataset</span> <span class="kn">import</span> <span class="n">Dataset</span>
+
+
+<span class="n">logger</span> <span class="o">=</span> <span class="n">Logger</span><span class="p">(</span><span class="vm">__name__</span><span class="p">)</span>
+
+<span class="n">_required_backends</span> <span class="o">=</span> <span class="p">[</span><span class="n">Backends</span><span class="o">.</span><span class="n">SCIKIT</span><span class="p">]</span>
+
+<span class="n">fa_characters</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="s2">&quot;&quot;</span><span class="p">,</span> <span class="s2">&quot;آ&quot;</span><span class="p">,</span> <span class="s2">&quot;ا&quot;</span><span class="p">,</span> <span class="s2">&quot;ب&quot;</span><span class="p">,</span> <span class="s2">&quot;پ&quot;</span><span class="p">,</span> <span class="s2">&quot;ت&quot;</span><span class="p">,</span> <span class="s2">&quot;ث&quot;</span><span class="p">,</span> <span class="s2">&quot;ج&quot;</span><span class="p">,</span> <span class="s2">&quot;چ&quot;</span><span class="p">,</span> <span class="s2">&quot;ح&quot;</span><span class="p">,</span> <span class="s2">&quot;خ&quot;</span><span class="p">,</span> <span class="s2">&quot;د&quot;</span><span class="p">,</span> <span class="s2">&quot;ذ&quot;</span><span class="p">,</span> <span class="s2">&quot;ر&quot;</span><span class="p">,</span> <span class="s2">&quot;ز&quot;</span><span class="p">,</span> <span class="s2">&quot;ژ&quot;</span><span class="p">,</span> <span class="s2">&quot;س&quot;</span><span class="p">,</span> <span class="s2">&quot;ش&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;ص&quot;</span><span class="p">,</span> <span class="s2">&quot;ض&quot;</span><span class="p">,</span> <span class="s2">&quot;ط&quot;</span><span class="p">,</span> <span class="s2">&quot;ظ&quot;</span><span class="p">,</span> <span class="s2">&quot;ع&quot;</span><span class="p">,</span> <span class="s2">&quot;غ&quot;</span><span class="p">,</span> <span class="s2">&quot;ف&quot;</span><span class="p">,</span> <span class="s2">&quot;ق&quot;</span><span class="p">,</span> <span class="s2">&quot;ک&quot;</span><span class="p">,</span> <span class="s2">&quot;گ&quot;</span><span class="p">,</span> <span class="s2">&quot;ل&quot;</span><span class="p">,</span> <span class="s2">&quot;م&quot;</span><span class="p">,</span> <span class="s2">&quot;ن&quot;</span><span class="p">,</span> <span class="s2">&quot;و&quot;</span><span class="p">,</span> <span class="s2">&quot;ه&quot;</span><span class="p">,</span> <span class="s2">&quot;ی&quot;</span><span class="p">,</span> <span class="s2">&quot; &quot;</span>
+<span class="p">]</span>
+<span class="n">fa_numbers</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;۱&quot;</span><span class="p">,</span> <span class="s2">&quot;۲&quot;</span><span class="p">,</span> <span class="s2">&quot;۳&quot;</span><span class="p">,</span> <span class="s2">&quot;۴&quot;</span><span class="p">,</span> <span class="s2">&quot;۵&quot;</span><span class="p">,</span> <span class="s2">&quot;۶&quot;</span><span class="p">,</span> <span class="s2">&quot;۷&quot;</span><span class="p">,</span> <span class="s2">&quot;۸&quot;</span><span class="p">,</span> <span class="s2">&quot;۹&quot;</span><span class="p">,</span> <span class="s2">&quot;۰&quot;</span><span class="p">]</span>
+<span class="n">fa_special_characters</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;ء&quot;</span><span class="p">,</span> <span class="s2">&quot;ؤ&quot;</span><span class="p">,</span> <span class="s2">&quot;ئ&quot;</span><span class="p">,</span> <span class="s2">&quot;أ&quot;</span><span class="p">,</span> <span class="s2">&quot;ّ&quot;</span><span class="p">]</span>
+<span class="n">fa_symbols</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;/&quot;</span><span class="p">,</span> <span class="s2">&quot;(&quot;</span><span class="p">,</span> <span class="s2">&quot;)&quot;</span><span class="p">,</span> <span class="s2">&quot;+&quot;</span><span class="p">,</span> <span class="s2">&quot;-&quot;</span><span class="p">,</span> <span class="s2">&quot;:&quot;</span><span class="p">,</span> <span class="s2">&quot;،&quot;</span><span class="p">,</span> <span class="s2">&quot;!&quot;</span><span class="p">,</span> <span class="s2">&quot;.&quot;</span><span class="p">,</span> <span class="s2">&quot;؛&quot;</span><span class="p">,</span> <span class="s2">&quot;=&quot;</span><span class="p">,</span> <span class="s2">&quot;%&quot;</span><span class="p">,</span> <span class="s2">&quot;؟&quot;</span><span class="p">]</span>
+<span class="n">en_numbers</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;1&quot;</span><span class="p">,</span> <span class="s2">&quot;2&quot;</span><span class="p">,</span> <span class="s2">&quot;3&quot;</span><span class="p">,</span> <span class="s2">&quot;4&quot;</span><span class="p">,</span> <span class="s2">&quot;5&quot;</span><span class="p">,</span> <span class="s2">&quot;6&quot;</span><span class="p">,</span> <span class="s2">&quot;7&quot;</span><span class="p">,</span> <span class="s2">&quot;8&quot;</span><span class="p">,</span> <span class="s2">&quot;9&quot;</span><span class="p">,</span> <span class="s2">&quot;0&quot;</span><span class="p">]</span>
+<span class="n">all_characters</span> <span class="o">=</span> <span class="n">fa_characters</span> <span class="o">+</span> <span class="n">fa_numbers</span> <span class="o">+</span> <span class="n">fa_special_characters</span> <span class="o">+</span> <span class="n">fa_symbols</span> <span class="o">+</span> <span class="n">en_numbers</span>
+
+<span class="n">ID2LABEL</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="nb">enumerate</span><span class="p">(</span><span class="n">all_characters</span><span class="p">))</span>
+
+
+<div class="viewcode-block" id="TextSplitType">
+<a class="viewcode-back" href="../../../../source/hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.TextSplitType">[docs]</a>
+<span class="k">class</span> <span class="nc">TextSplitType</span><span class="p">(</span><span class="nb">str</span><span class="p">,</span> <span class="n">Enum</span><span class="p">):</span>
+    <span class="n">CHAR_SPLIT</span> <span class="o">=</span> <span class="s2">&quot;char_split&quot;</span>  <span class="c1"># mostly for char level ocr models</span>
+    <span class="n">TOKENIZE</span> <span class="o">=</span> <span class="s2">&quot;tokenize&quot;</span>  <span class="c1"># mostly for transformer-based ocr models</span></div>
+
+
+
+<div class="viewcode-block" id="OCRDatasetConfig">
+<a class="viewcode-back" href="../../../../source/hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.OCRDatasetConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">OCRDatasetConfig</span><span class="p">(</span><span class="n">DatasetConfig</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Configuration class for OCR datasets.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        path (str): Path to the dataset.</span>
+<span class="sd">        text_split_type (TextSplitType): Type of text splitting (CHAR_SPLIT or TOKENIZE).</span>
+<span class="sd">        tokenizer_path (str): Path to the tokenizer file.</span>
+<span class="sd">        id2label (Dict[int, str]): Mapping of label IDs to characters.</span>
+<span class="sd">        text_column (str): Column name for text in the dataset.</span>
+<span class="sd">        images_paths_column (str): Column name for image paths in the dataset.</span>
+<span class="sd">        max_length (int): Maximum length of text.</span>
+<span class="sd">        invalid_characters (list): List of invalid characters.</span>
+<span class="sd">        reverse_digits (bool): Whether to reverse the digits in text.</span>
+<span class="sd">        image_processor_config (ImageProcessorConfig): Configuration for image processing.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;ocr&quot;</span>
+    <span class="n">task</span><span class="p">:</span> <span class="n">TaskType</span> <span class="o">=</span> <span class="n">TaskType</span><span class="o">.</span><span class="n">IMAGE2TEXT</span>
+    <span class="n">path</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">text_split_type</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">TextSplitType</span> <span class="o">=</span> <span class="n">TextSplitType</span><span class="o">.</span><span class="n">TOKENIZE</span>
+    <span class="n">tokenizer_path</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span>  <span class="c1"># if left to None, text_split_type must be `char_split`</span>
+    <span class="n">id2label</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="n">field</span><span class="p">(</span><span class="n">default_factory</span><span class="o">=</span><span class="k">lambda</span><span class="p">:</span> <span class="n">ID2LABEL</span><span class="p">)</span>
+    <span class="n">text_column</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;label&quot;</span>
+    <span class="n">images_paths_column</span> <span class="o">=</span> <span class="s2">&quot;image_path&quot;</span>
+    <span class="n">max_length</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">invalid_characters</span><span class="p">:</span> <span class="nb">list</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">reverse_text</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">reverse_digits</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">image_processor_config</span><span class="p">:</span> <span class="n">ImageProcessorConfig</span> <span class="o">=</span> <span class="kc">None</span></div>
+
+
+
+<div class="viewcode-block" id="OCRDataset">
+<a class="viewcode-back" href="../../../../source/hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.OCRDataset">[docs]</a>
+<span class="nd">@register_dataset</span><span class="p">(</span><span class="s2">&quot;ocr&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">OCRDatasetConfig</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">OCRDataset</span><span class="p">(</span><span class="n">Dataset</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    General OCR dataset class.</span>
+
+<span class="sd">    OCR dataset supports two types of image to text dataset. One is for tokenizer-based models in which the labels are</span>
+<span class="sd">    tokens and the other is char-level models in which the labels are separated by character and the converted to ids.</span>
+<span class="sd">    This behavior is specified by the `text_split_type` in config which can be either `tokenize` or `char_split`.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">required_backends</span> <span class="o">=</span> <span class="n">_required_backends</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">OCRDatasetConfig</span><span class="p">,</span> <span class="n">split</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Initializes a new OCRDataset instance.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            config (OCRDatasetConfig): The configuration object for the dataset.</span>
+<span class="sd">            split: Dataset split, defaults to None.</span>
+<span class="sd">            **kwargs: Additional keyword arguments.</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="o">=</span><span class="n">config</span><span class="p">,</span> <span class="n">split</span><span class="o">=</span><span class="n">split</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">data</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_load</span><span class="p">(</span><span class="n">split</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">image_processor</span> <span class="o">=</span> <span class="n">build_preprocessor</span><span class="p">(</span><span class="s2">&quot;image_processor&quot;</span><span class="p">,</span> <span class="n">config</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">image_processor_config</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">text_split_type</span> <span class="o">==</span> <span class="n">TextSplitType</span><span class="o">.</span><span class="n">TOKENIZE</span><span class="p">:</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">tokenizer_path</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">tokenizer</span> <span class="o">=</span> <span class="n">Tokenizer</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">tokenizer_path</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">data_collator</span> <span class="o">=</span> <span class="kc">None</span>  <span class="c1"># TODO resolve this in the future.</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;No `tokenizer_path` given although `text_split_type` is set to `tokenize`!&quot;</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">tokenizer</span> <span class="o">=</span> <span class="kc">None</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">data_collator</span> <span class="o">=</span> <span class="n">CharLevelOCRDataCollator</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="fm">__len__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns the length of the dataset.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            int: The length of the dataset.</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">data</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_load</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">split</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Load the dataset and clean up invalid samples.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            split: Dataset split, defaults to None.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            Dataset: The cleaned dataset.</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="n">load_dataset</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">path</span><span class="p">,</span> <span class="n">split</span><span class="o">=</span><span class="n">split</span><span class="p">,</span> <span class="n">cache_dir</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">cache_dir</span><span class="p">)</span>
+        <span class="c1"># Cleanup dataset</span>
+        <span class="n">valid_indices</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">invalid_indices</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">sample</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="nb">iter</span><span class="p">(</span><span class="n">data</span><span class="p">))):</span>
+            <span class="n">path</span><span class="p">,</span> <span class="n">text</span> <span class="o">=</span> <span class="n">sample</span><span class="o">.</span><span class="n">values</span><span class="p">()</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">text</span><span class="p">)</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">max_length</span> <span class="ow">and</span> <span class="n">is_text_valid</span><span class="p">(</span><span class="n">text</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">id2label</span><span class="o">.</span><span class="n">values</span><span class="p">()):</span>
+                <span class="n">valid_indices</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">invalid_indices</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">invalid_indices</span><span class="p">):</span>
+            <span class="n">logger</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span>
+                <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="nb">len</span><span class="p">(</span><span class="n">invalid_indices</span><span class="p">)</span><span class="si">}</span><span class="s2"> invalid samples found in the dataset! &quot;</span>
+                <span class="sa">f</span><span class="s2">&quot;Inspect them using the `invalid_data` attribute&quot;</span>
+            <span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">invalid_data</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="n">invalid_indices</span><span class="p">)</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="n">valid_indices</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">data</span>
+
+    <span class="k">def</span> <span class="nf">_text_to_tensor</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">text</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Convert text to tensor based on the configured text_split_type.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            text (str): The raw text.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            torch.Tensor: The output tensor.</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1"># Tokenize text inputs if text_split_type is set to `tokenize`</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">text_split_type</span> <span class="o">==</span> <span class="n">TextSplitType</span><span class="o">.</span><span class="n">TOKENIZE</span><span class="p">:</span>
+            <span class="n">token_ids</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">tokenizer</span><span class="p">(</span><span class="n">text</span><span class="p">,</span> <span class="n">padding</span><span class="o">=</span><span class="s2">&quot;max_length&quot;</span><span class="p">,</span> <span class="n">max_length</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">max_length</span><span class="p">)[</span><span class="s2">&quot;token_ids&quot;</span><span class="p">]</span>
+            <span class="c1"># Make sure to ignore pad tokens by the loss function</span>
+            <span class="n">token_ids</span> <span class="o">=</span> <span class="p">[</span><span class="n">token_id</span> <span class="k">if</span> <span class="n">token_id</span> <span class="o">!=</span> <span class="bp">self</span><span class="o">.</span><span class="n">tokenizer</span><span class="o">.</span><span class="n">pad_token_id</span> <span class="k">else</span> <span class="o">-</span><span class="mi">100</span> <span class="k">for</span> <span class="n">token_id</span> <span class="ow">in</span> <span class="n">token_ids</span><span class="p">]</span>
+            <span class="n">labels</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">token_ids</span><span class="p">)</span>
+        <span class="c1"># If split text is not tokenizer-based</span>
+        <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">text_split_type</span> <span class="o">==</span> <span class="n">TextSplitType</span><span class="o">.</span><span class="n">CHAR_SPLIT</span><span class="p">:</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">reverse_digits</span><span class="p">:</span>
+                <span class="n">text</span> <span class="o">=</span> <span class="n">reverse_string_digits</span><span class="p">(</span><span class="n">text</span><span class="p">)</span>
+            <span class="n">label2id</span> <span class="o">=</span> <span class="p">{</span><span class="n">v</span><span class="p">:</span> <span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">id2label</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+            <span class="n">labels</span> <span class="o">=</span> <span class="p">[</span><span class="n">label2id</span><span class="p">[</span><span class="n">x</span><span class="p">]</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">text</span><span class="p">]</span>
+            <span class="n">labels</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">LongTensor</span><span class="p">(</span><span class="n">labels</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Invalid `text_split_type=</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">text_split_type</span><span class="si">}</span><span class="s2">`&quot;</span><span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">labels</span>
+
+    <span class="k">def</span> <span class="fm">__getitem__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">index</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Get a specific item from the dataset.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            index: Index of the item to retrieve.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            dict: The input data.</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">path</span><span class="p">,</span> <span class="n">text</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">data</span><span class="p">[</span><span class="n">index</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="p">()</span>
+        <span class="n">pixel_values</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">image_processor</span><span class="p">(</span><span class="n">path</span><span class="p">,</span> <span class="n">return_tensors</span><span class="o">=</span><span class="s2">&quot;pt&quot;</span><span class="p">)[</span><span class="s2">&quot;pixel_values&quot;</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
+        <span class="n">labels</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_text_to_tensor</span><span class="p">(</span><span class="n">text</span><span class="p">)</span>
+        <span class="n">inputs</span> <span class="o">=</span> <span class="p">{</span>
+            <span class="s2">&quot;pixel_values&quot;</span><span class="p">:</span> <span class="n">pixel_values</span><span class="p">,</span>
+            <span class="s2">&quot;labels&quot;</span><span class="p">:</span> <span class="n">labels</span><span class="p">,</span>
+        <span class="p">}</span>
+        <span class="k">return</span> <span class="n">inputs</span></div>
+
+</pre></div>
+        </article>
+      </div>
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+        
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.models.model.html">hezar.models.model module</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="../../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
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+          <h1>Source code for hezar.data.datasets.sequence_labeling_dataset</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span>
+
+<span class="kn">from</span> <span class="nn">datasets</span> <span class="kn">import</span> <span class="n">load_dataset</span>
+
+<span class="kn">from</span> <span class="nn">...configs</span> <span class="kn">import</span> <span class="n">DatasetConfig</span>
+<span class="kn">from</span> <span class="nn">...constants</span> <span class="kn">import</span> <span class="n">TaskType</span>
+<span class="kn">from</span> <span class="nn">...preprocessors</span> <span class="kn">import</span> <span class="n">Tokenizer</span>
+<span class="kn">from</span> <span class="nn">...registry</span> <span class="kn">import</span> <span class="n">register_dataset</span>
+<span class="kn">from</span> <span class="nn">...utils</span> <span class="kn">import</span> <span class="n">Logger</span>
+<span class="kn">from</span> <span class="nn">..data_collators</span> <span class="kn">import</span> <span class="n">SequenceLabelingDataCollator</span>
+<span class="kn">from</span> <span class="nn">.dataset</span> <span class="kn">import</span> <span class="n">Dataset</span>
+
+
+<span class="n">logger</span> <span class="o">=</span> <span class="n">Logger</span><span class="p">(</span><span class="vm">__name__</span><span class="p">)</span>
+
+
+<div class="viewcode-block" id="SequenceLabelingDatasetConfig">
+<a class="viewcode-back" href="../../../../source/hezar.data.datasets.sequence_labeling_dataset.html#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">SequenceLabelingDatasetConfig</span><span class="p">(</span><span class="n">DatasetConfig</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Configuration class for sequence labeling datasets.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        path (str): Path to the dataset.</span>
+<span class="sd">        tokenizer_path (str): Path to the tokenizer file.</span>
+<span class="sd">        tags_field (str): Field name for tags in the dataset.</span>
+<span class="sd">        tokens_field (str): Field name for tokens in the dataset.</span>
+<span class="sd">        max_length (int): Maximum length of tokens.</span>
+<span class="sd">        ignore_index (int): Index to ignore in the loss function.</span>
+<span class="sd">        label_all_tokens (bool): Whether to label all tokens or just the first token in a word.</span>
+<span class="sd">        is_iob_schema (bool): Whether the dataset follows the IOB schema.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;sequence_labeling&quot;</span>
+    <span class="n">task</span><span class="p">:</span> <span class="n">TaskType</span> <span class="o">=</span> <span class="n">TaskType</span><span class="o">.</span><span class="n">SEQUENCE_LABELING</span>
+    <span class="n">path</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">tokenizer_path</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">tags_field</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">tokens_field</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">max_length</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">ignore_index</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="o">-</span><span class="mi">100</span>
+    <span class="n">label_all_tokens</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">is_iob_schema</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span>  <span class="c1"># Usually set to True for NER &amp; Chunker and set to False for POS</span></div>
+
+
+
+<div class="viewcode-block" id="SequenceLabelingDataset">
+<a class="viewcode-back" href="../../../../source/hezar.data.datasets.sequence_labeling_dataset.html#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDataset">[docs]</a>
+<span class="nd">@register_dataset</span><span class="p">(</span><span class="s2">&quot;sequence_labeling&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">SequenceLabelingDatasetConfig</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">SequenceLabelingDataset</span><span class="p">(</span><span class="n">Dataset</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A sequence labeling dataset class.</span>
+<span class="sd">    As of now this class is intended for datasets existing on the Hub!</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        config (SequenceLabelingDatasetConfig): Dataset config object.</span>
+<span class="sd">        split: Which split to use.</span>
+<span class="sd">        **kwargs: Extra config parameters to assign to the original config.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">SequenceLabelingDatasetConfig</span><span class="p">,</span> <span class="n">split</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Initializes a new SequenceLabelingDataset instance.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            config (SequenceLabelingDatasetConfig): The configuration object for the dataset.</span>
+<span class="sd">            split: Dataset split, defaults to None.</span>
+<span class="sd">            **kwargs: Additional keyword arguments.</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="p">,</span> <span class="n">split</span><span class="o">=</span><span class="n">split</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">dataset</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_load</span><span class="p">(</span><span class="n">split</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_extract_labels</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">tokenizer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_build_tokenizer</span><span class="p">()</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">tokenizer</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">data_collator</span> <span class="o">=</span> <span class="n">SequenceLabelingDataCollator</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">tokenizer</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_load</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">split</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Load the dataset.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            split: Dataset split.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            The whole dataset.</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1"># TODO: In case we want to make this class work on other types like csv, json, etc. we have to do it here.</span>
+        <span class="n">dataset</span> <span class="o">=</span> <span class="n">load_dataset</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">path</span><span class="p">,</span> <span class="n">split</span><span class="o">=</span><span class="n">split</span><span class="p">,</span> <span class="n">cache_dir</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">cache_dir</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">dataset</span>
+
+    <span class="k">def</span> <span class="nf">_build_tokenizer</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Build the tokenizer.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            Tokenizer: The tokenizer.</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">tokenizer_path</span><span class="p">:</span>
+            <span class="n">tokenizer</span> <span class="o">=</span> <span class="n">Tokenizer</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">tokenizer_path</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">logger</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span>
+                <span class="s2">&quot;This dataset requires a tokenizer to work. Provide it in config as `tokenizer_path` &quot;</span>
+                <span class="s2">&quot;or set it manually as `dataset.tokenizer = your_tokenizer` after building the dataset.&quot;</span>
+            <span class="p">)</span>
+            <span class="n">tokenizer</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="k">return</span> <span class="n">tokenizer</span>
+
+    <span class="k">def</span> <span class="nf">_extract_labels</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Extract label names, ids and build dictionaries.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">tags_list</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">dataset</span><span class="o">.</span><span class="n">features</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">tags_field</span><span class="p">]</span><span class="o">.</span><span class="n">feature</span><span class="o">.</span><span class="n">names</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">id2label</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">id2label</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="nb">str</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">dict</span><span class="p">(</span><span class="nb">enumerate</span><span class="p">(</span><span class="n">tags_list</span><span class="p">))</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">label2id</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">label2id</span> <span class="o">=</span> <span class="p">{</span><span class="n">v</span><span class="p">:</span> <span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">id2label</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">num_labels</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">num_labels</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">tags_list</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="fm">__len__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns the length of the dataset.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            int: The length of the dataset.</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">dataset</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_tokenize_and_align</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tokens</span><span class="p">,</span> <span class="n">labels</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Tokenize and align tokens and labels.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            tokens: List of tokens.</span>
+<span class="sd">            labels: List of labels.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            dict: Tokenized and aligned inputs.</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">tokenized_inputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">tokenizer</span><span class="p">(</span>
+            <span class="n">tokens</span><span class="p">,</span>
+            <span class="n">is_split_into_words</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+            <span class="n">return_word_ids</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+            <span class="n">padding</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+            <span class="n">truncation</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+        <span class="p">)</span>
+        <span class="n">word_ids</span> <span class="o">=</span> <span class="n">tokenized_inputs</span><span class="p">[</span><span class="s2">&quot;word_ids&quot;</span><span class="p">]</span>
+
+        <span class="n">previous_word_idx</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="n">label_ids</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">word_idx</span> <span class="ow">in</span> <span class="n">word_ids</span><span class="p">:</span>
+            <span class="c1"># Special tokens have a word id that is None. We set the label to -100, so they are automatically</span>
+            <span class="c1"># ignored in the loss function.</span>
+            <span class="k">if</span> <span class="n">word_idx</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="n">label_ids</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">ignore_index</span><span class="p">)</span>
+            <span class="c1"># We set the label for the first token of each word.</span>
+            <span class="k">elif</span> <span class="n">word_idx</span> <span class="o">!=</span> <span class="n">previous_word_idx</span><span class="p">:</span>
+                <span class="n">label_ids</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">labels</span><span class="p">[</span><span class="n">word_idx</span><span class="p">])</span>
+            <span class="c1"># For the other tokens in a word, we set the label to either the current label or -100, depending on</span>
+            <span class="c1"># the label_all_tokens flag.</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">label_ids</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">labels</span><span class="p">[</span><span class="n">word_idx</span><span class="p">]</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">label_all_tokens</span> <span class="k">else</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">ignore_index</span><span class="p">)</span>
+            <span class="n">previous_word_idx</span> <span class="o">=</span> <span class="n">word_idx</span>
+
+        <span class="n">tokenized_inputs</span><span class="p">[</span><span class="s2">&quot;labels&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">label_ids</span>
+        <span class="k">return</span> <span class="n">tokenized_inputs</span>
+
+    <span class="k">def</span> <span class="fm">__getitem__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">index</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Tokenize inputs and return a dict containing ids, masks, labels, etc.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            index: Sample index.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            dict: The input data.</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">tokens</span><span class="p">,</span> <span class="n">tags</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">dataset</span><span class="p">[</span><span class="n">index</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="p">()</span>
+        <span class="n">inputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tokenize_and_align</span><span class="p">(</span><span class="n">tokens</span><span class="p">,</span> <span class="n">tags</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">inputs</span></div>
+
+</pre></div>
+        </article>
+      </div>
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+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
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+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+</ul>
+</li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="../../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
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+        <article role="main">
+          <h1>Source code for hezar.data.datasets.text_classification_dataset</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span>
+
+<span class="kn">import</span> <span class="nn">torch</span>
+<span class="kn">from</span> <span class="nn">datasets</span> <span class="kn">import</span> <span class="n">load_dataset</span>
+
+<span class="kn">from</span> <span class="nn">...configs</span> <span class="kn">import</span> <span class="n">DatasetConfig</span>
+<span class="kn">from</span> <span class="nn">...constants</span> <span class="kn">import</span> <span class="n">TaskType</span>
+<span class="kn">from</span> <span class="nn">...preprocessors</span> <span class="kn">import</span> <span class="n">Tokenizer</span>
+<span class="kn">from</span> <span class="nn">...registry</span> <span class="kn">import</span> <span class="n">register_dataset</span>
+<span class="kn">from</span> <span class="nn">...utils</span> <span class="kn">import</span> <span class="n">Logger</span>
+<span class="kn">from</span> <span class="nn">..data_collators</span> <span class="kn">import</span> <span class="n">TextPaddingDataCollator</span>
+<span class="kn">from</span> <span class="nn">.dataset</span> <span class="kn">import</span> <span class="n">Dataset</span>
+
+
+<span class="n">logger</span> <span class="o">=</span> <span class="n">Logger</span><span class="p">(</span><span class="vm">__name__</span><span class="p">)</span>
+
+
+<div class="viewcode-block" id="TextClassificationDatasetConfig">
+<a class="viewcode-back" href="../../../../source/hezar.data.datasets.text_classification_dataset.html#hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">TextClassificationDatasetConfig</span><span class="p">(</span><span class="n">DatasetConfig</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Configuration class for text classification datasets.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        path (str): Path to the dataset.</span>
+<span class="sd">        tokenizer_path (str): Path to the tokenizer file.</span>
+<span class="sd">        label_field (str): Field name for labels in the dataset.</span>
+<span class="sd">        text_field (str): Field name for text in the dataset.</span>
+<span class="sd">        max_length (int): Maximum length of text.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;text_classification&quot;</span>
+    <span class="n">task</span><span class="p">:</span> <span class="n">TaskType</span> <span class="o">=</span> <span class="n">TaskType</span><span class="o">.</span><span class="n">TEXT_CLASSIFICATION</span>
+    <span class="n">path</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">tokenizer_path</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">label_field</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">text_field</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">max_length</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span></div>
+
+
+
+<div class="viewcode-block" id="TextClassificationDataset">
+<a class="viewcode-back" href="../../../../source/hezar.data.datasets.text_classification_dataset.html#hezar.data.datasets.text_classification_dataset.TextClassificationDataset">[docs]</a>
+<span class="nd">@register_dataset</span><span class="p">(</span><span class="s2">&quot;text_classification&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">TextClassificationDatasetConfig</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">TextClassificationDataset</span><span class="p">(</span><span class="n">Dataset</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A text classification dataset class.</span>
+<span class="sd">    As of now this class is intended for datasets existing on the Hub!</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        config (TextClassificationDatasetConfig): Dataset config object.</span>
+<span class="sd">        split: Which split to use.</span>
+<span class="sd">        **kwargs: Extra config parameters to assign to the original config.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">TextClassificationDatasetConfig</span><span class="p">,</span> <span class="n">split</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Initializes a new TextClassificationDataset instance.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            config (TextClassificationDatasetConfig): The configuration object for the dataset.</span>
+<span class="sd">            split: Dataset split, defaults to None.</span>
+<span class="sd">            **kwargs: Additional keyword arguments.</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="p">,</span> <span class="n">split</span><span class="o">=</span><span class="n">split</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">dataset</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_load</span><span class="p">(</span><span class="n">split</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_extract_labels</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">tokenizer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_build_tokenizer</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">data_collator</span> <span class="o">=</span> <span class="n">TextPaddingDataCollator</span><span class="p">(</span>
+            <span class="n">tokenizer</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">tokenizer</span><span class="p">,</span>
+            <span class="n">max_length</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">max_length</span><span class="p">,</span>
+        <span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_load</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">split</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Load the dataset.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            split: Dataset split.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            The whole dataset.</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1"># TODO: In case we want to make this class work on other types like csv, json, etc. we have to do it here.</span>
+        <span class="n">dataset</span> <span class="o">=</span> <span class="n">load_dataset</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">path</span><span class="p">,</span> <span class="n">split</span><span class="o">=</span><span class="n">split</span><span class="p">,</span> <span class="n">cache_dir</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">cache_dir</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">dataset</span>
+
+    <span class="k">def</span> <span class="nf">_build_tokenizer</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Build the tokenizer.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            Tokenizer: The tokenizer.</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">tokenizer_path</span><span class="p">:</span>
+            <span class="n">tokenizer</span> <span class="o">=</span> <span class="n">Tokenizer</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">tokenizer_path</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">logger</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span>
+                <span class="s2">&quot;This dataset requires a tokenizer to work. Provide it in config as `tokenizer_path` &quot;</span>
+                <span class="s2">&quot;or set it manually as `dataset.tokenizer = your_tokenizer` after building the dataset.&quot;</span>
+            <span class="p">)</span>
+            <span class="n">tokenizer</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="k">return</span> <span class="n">tokenizer</span>
+
+    <span class="k">def</span> <span class="nf">_extract_labels</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Extract label names, ids and build dictionaries.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">labels_list</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">dataset</span><span class="o">.</span><span class="n">features</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">label_field</span><span class="p">]</span><span class="o">.</span><span class="n">names</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">id2label</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">id2label</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="nb">str</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">dict</span><span class="p">(</span><span class="nb">enumerate</span><span class="p">(</span><span class="n">labels_list</span><span class="p">))</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">label2id</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">label2id</span> <span class="o">=</span> <span class="p">{</span><span class="n">v</span><span class="p">:</span> <span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">id2label</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">num_labels</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">num_labels</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">labels_list</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="fm">__len__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns the length of the dataset.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            int: The length of the dataset.</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">dataset</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="fm">__getitem__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">index</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Tokenize inputs and return a dict containing ids, masks, labels, etc.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            index: Sample index.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            dict: The input data.</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">text</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">dataset</span><span class="p">[</span><span class="n">index</span><span class="p">][</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">text_field</span><span class="p">]</span>
+        <span class="n">label</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">dataset</span><span class="p">[</span><span class="n">index</span><span class="p">][</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">label_field</span><span class="p">]</span>
+        <span class="n">inputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">tokenizer</span><span class="p">(</span>
+            <span class="n">text</span><span class="p">,</span>
+            <span class="n">return_tensors</span><span class="o">=</span><span class="s2">&quot;pt&quot;</span><span class="p">,</span>
+            <span class="n">truncation_strategy</span><span class="o">=</span><span class="s2">&quot;longest_first&quot;</span><span class="p">,</span>
+            <span class="n">padding</span><span class="o">=</span><span class="s2">&quot;longest&quot;</span><span class="p">,</span>
+            <span class="n">return_attention_mask</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+        <span class="p">)</span>
+        <span class="n">label_idx</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">tensor</span><span class="p">([</span><span class="n">label</span><span class="p">],</span> <span class="n">dtype</span><span class="o">=</span><span class="n">torch</span><span class="o">.</span><span class="n">long</span><span class="p">)</span>  <span class="c1"># noqa</span>
+        <span class="n">inputs</span><span class="p">[</span><span class="s2">&quot;labels&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">label_idx</span>
+
+        <span class="k">return</span> <span class="n">inputs</span></div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.models.model.html">hezar.models.model module</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="../../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
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+          <h1>Source code for hezar.data.datasets.text_summarization_dataset</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span>
+
+<span class="kn">from</span> <span class="nn">datasets</span> <span class="kn">import</span> <span class="n">load_dataset</span>
+
+<span class="kn">from</span> <span class="nn">...configs</span> <span class="kn">import</span> <span class="n">DatasetConfig</span>
+<span class="kn">from</span> <span class="nn">...constants</span> <span class="kn">import</span> <span class="n">TaskType</span>
+<span class="kn">from</span> <span class="nn">...preprocessors</span> <span class="kn">import</span> <span class="n">Tokenizer</span>
+<span class="kn">from</span> <span class="nn">...registry</span> <span class="kn">import</span> <span class="n">register_dataset</span>
+<span class="kn">from</span> <span class="nn">...utils</span> <span class="kn">import</span> <span class="n">Logger</span>
+<span class="kn">from</span> <span class="nn">..data_collators</span> <span class="kn">import</span> <span class="n">TextGenerationDataCollator</span>
+<span class="kn">from</span> <span class="nn">.dataset</span> <span class="kn">import</span> <span class="n">Dataset</span>
+
+
+<span class="n">logger</span> <span class="o">=</span> <span class="n">Logger</span><span class="p">(</span><span class="vm">__name__</span><span class="p">)</span>
+
+
+<div class="viewcode-block" id="TextSummarizationDatasetConfig">
+<a class="viewcode-back" href="../../../../source/hezar.data.datasets.text_summarization_dataset.html#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">TextSummarizationDatasetConfig</span><span class="p">(</span><span class="n">DatasetConfig</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Configuration class for text summarization datasets.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        path (str): Path to the dataset.</span>
+<span class="sd">        tokenizer_path (str): Path to the tokenizer file.</span>
+<span class="sd">        prefix (str): Prefix for conditional generation.</span>
+<span class="sd">        text_field (str): Field name for text in the dataset.</span>
+<span class="sd">        summary_field (str): Field name for summary in the dataset.</span>
+<span class="sd">        title_field (str): Field name for title in the dataset.</span>
+<span class="sd">        max_length (int): Maximum length of text.</span>
+<span class="sd">        max_target_length (int): Maximum length of the target summary.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;text_summarization&quot;</span>
+    <span class="n">task</span><span class="p">:</span> <span class="n">TaskType</span> <span class="o">=</span> <span class="n">TaskType</span><span class="o">.</span><span class="n">TEXT_GENERATION</span>
+    <span class="n">path</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">tokenizer_path</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">prefix</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">text_field</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">summary_field</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">title_field</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">max_length</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">max_target_length</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span></div>
+
+
+
+<div class="viewcode-block" id="TextSummarizationDataset">
+<a class="viewcode-back" href="../../../../source/hezar.data.datasets.text_summarization_dataset.html#hezar.data.datasets.text_summarization_dataset.TextSummarizationDataset">[docs]</a>
+<span class="nd">@register_dataset</span><span class="p">(</span><span class="s2">&quot;text_summarization&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">TextSummarizationDatasetConfig</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">TextSummarizationDataset</span><span class="p">(</span><span class="n">Dataset</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A text summarization dataset class.</span>
+<span class="sd">    As of now this class is intended for datasets existing on the Hub!</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        config (TextSummarizationDatasetConfig): Dataset config object.</span>
+<span class="sd">        split: Which split to use.</span>
+<span class="sd">        **kwargs: Extra config parameters to assign to the original config.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">TextSummarizationDatasetConfig</span><span class="p">,</span> <span class="n">split</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Initializes a new TextSummarizationDataset instance.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            config (TextSummarizationDatasetConfig): The configuration object for the dataset.</span>
+<span class="sd">            split: Dataset split, defaults to None.</span>
+<span class="sd">            **kwargs: Additional keyword arguments.</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="p">,</span> <span class="n">split</span><span class="o">=</span><span class="n">split</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">dataset</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_load</span><span class="p">(</span><span class="n">split</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">tokenizer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_build_tokenizer</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">data_collator</span> <span class="o">=</span> <span class="n">TextGenerationDataCollator</span><span class="p">(</span>
+            <span class="n">tokenizer</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">tokenizer</span><span class="p">,</span>
+            <span class="n">max_length</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">max_length</span><span class="p">,</span>
+            <span class="n">max_target_length</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">max_target_length</span><span class="p">,</span>
+            <span class="n">padding_type</span><span class="o">=</span><span class="s2">&quot;max_length&quot;</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">max_length</span> <span class="k">else</span> <span class="s2">&quot;longest&quot;</span><span class="p">,</span>
+        <span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_load</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">split</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Load the dataset.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            split: Dataset split.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            The whole dataset.</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1"># TODO: In case we want to make this class work on other types like csv, json, etc. we have to do it here.</span>
+        <span class="n">dataset</span> <span class="o">=</span> <span class="n">load_dataset</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">path</span><span class="p">,</span> <span class="n">split</span><span class="o">=</span><span class="n">split</span><span class="p">,</span> <span class="n">cache_dir</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">cache_dir</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">dataset</span>
+
+    <span class="k">def</span> <span class="nf">_build_tokenizer</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Build the tokenizer.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            Tokenizer: The tokenizer.</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">tokenizer_path</span><span class="p">:</span>
+            <span class="n">tokenizer</span> <span class="o">=</span> <span class="n">Tokenizer</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">tokenizer_path</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">logger</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span>
+                <span class="s2">&quot;This dataset requires a tokenizer to work. Provide it in config as `tokenizer_path` &quot;</span>
+                <span class="s2">&quot;or set it manually as `dataset.tokenizer = your_tokenizer` after building the dataset.&quot;</span>
+            <span class="p">)</span>
+            <span class="n">tokenizer</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="k">return</span> <span class="n">tokenizer</span>
+
+    <span class="k">def</span> <span class="fm">__len__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns the length of the dataset.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            int: The length of the dataset.</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">dataset</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="fm">__getitem__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">index</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Tokenize inputs and return a dict containing ids, masks, labels, etc.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            index: Sample index.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            dict: The input data.</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">text</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">dataset</span><span class="p">[</span><span class="n">index</span><span class="p">][</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">text_field</span><span class="p">]</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">prefix</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">text</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">prefix</span> <span class="o">+</span> <span class="n">text</span>  <span class="c1"># for conditional generation we might need a static prefix</span>
+        <span class="n">summary</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">dataset</span><span class="p">[</span><span class="n">index</span><span class="p">][</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">summary_field</span><span class="p">]</span>
+
+        <span class="n">inputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">tokenizer</span><span class="p">(</span>
+            <span class="n">text</span><span class="p">,</span>
+            <span class="n">return_tensors</span><span class="o">=</span><span class="s2">&quot;pt&quot;</span><span class="p">,</span>
+            <span class="n">max_length</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">max_length</span><span class="p">,</span>
+            <span class="n">padding</span><span class="o">=</span><span class="s2">&quot;max_length&quot;</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">max_length</span> <span class="k">else</span> <span class="s2">&quot;longest&quot;</span><span class="p">,</span>
+            <span class="n">return_attention_mask</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+        <span class="p">)</span>
+        <span class="n">labels</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">tokenizer</span><span class="p">(</span>
+            <span class="n">summary</span><span class="p">,</span>
+            <span class="n">return_tensors</span><span class="o">=</span><span class="s2">&quot;pt&quot;</span><span class="p">,</span>
+            <span class="n">max_length</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">max_length</span><span class="p">,</span>
+            <span class="n">padding</span><span class="o">=</span><span class="s2">&quot;max_length&quot;</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">max_target_length</span> <span class="k">else</span> <span class="s2">&quot;longest&quot;</span><span class="p">,</span>
+            <span class="n">return_attention_mask</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+        <span class="p">)</span>
+
+        <span class="n">inputs</span><span class="p">[</span><span class="s2">&quot;labels&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">labels</span><span class="p">[</span><span class="s2">&quot;token_ids&quot;</span><span class="p">]</span>
+
+        <span class="k">return</span> <span class="n">inputs</span></div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
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+          <label class="toc-overlay-icon toc-content-icon no-toc" for="__toc">
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+        </div>
+        <article role="main">
+          <h1>Source code for hezar.embeddings.embedding</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span>
+
+<span class="kn">import</span> <span class="nn">os</span>
+<span class="kn">import</span> <span class="nn">tempfile</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">List</span>
+
+<span class="kn">from</span> <span class="nn">huggingface_hub</span> <span class="kn">import</span> <span class="n">HfApi</span><span class="p">,</span> <span class="n">hf_hub_download</span>
+
+<span class="kn">from</span> <span class="nn">..builders</span> <span class="kn">import</span> <span class="n">build_embedding</span>
+<span class="kn">from</span> <span class="nn">..configs</span> <span class="kn">import</span> <span class="n">EmbeddingConfig</span>
+<span class="kn">from</span> <span class="nn">..constants</span> <span class="kn">import</span> <span class="p">(</span>
+    <span class="n">DEFAULT_EMBEDDING_CONFIG_FILE</span><span class="p">,</span>
+    <span class="n">DEFAULT_EMBEDDING_FILE</span><span class="p">,</span>
+    <span class="n">DEFAULT_EMBEDDING_SUBFOLDER</span><span class="p">,</span>
+    <span class="n">HEZAR_CACHE_DIR</span><span class="p">,</span>
+    <span class="n">Backends</span><span class="p">,</span>
+<span class="p">)</span>
+<span class="kn">from</span> <span class="nn">..utils</span> <span class="kn">import</span> <span class="n">Logger</span><span class="p">,</span> <span class="n">get_lib_version</span><span class="p">,</span> <span class="n">verify_dependencies</span>
+
+
+<span class="n">logger</span> <span class="o">=</span> <span class="n">Logger</span><span class="p">(</span><span class="vm">__name__</span><span class="p">)</span>
+
+<span class="c1"># The below code is a workaround. Gensim&#39;s models have this limitation that the models can only be loaded using the same</span>
+<span class="c1"># gensim &amp; numpy version they were saved with.</span>
+<span class="n">REQUIRED_GENSIM_VERSION</span> <span class="o">=</span> <span class="s2">&quot;4.3.2&quot;</span>
+<span class="n">REQUIRED_NUMPY_VERSION</span> <span class="o">=</span> <span class="s2">&quot;1.24&quot;</span>
+
+
+<span class="c1"># Check if the right combo of gensim/numpy versions are installed</span>
+<span class="k">def</span> <span class="nf">_verify_gensim_installation</span><span class="p">():</span>
+    <span class="k">if</span> <span class="p">(</span>
+        <span class="ow">not</span> <span class="n">get_lib_version</span><span class="p">(</span><span class="s2">&quot;numpy&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="n">REQUIRED_NUMPY_VERSION</span><span class="p">)</span>
+        <span class="ow">or</span> <span class="ow">not</span> <span class="n">get_lib_version</span><span class="p">(</span><span class="s2">&quot;gensim&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="n">REQUIRED_GENSIM_VERSION</span><span class="p">)</span>
+    <span class="p">):</span>
+        <span class="k">raise</span> <span class="ne">ImportError</span><span class="p">(</span>
+            <span class="sa">f</span><span class="s2">&quot;The embeddings module in this version of Hezar, requires a combo of numpy&gt;=</span><span class="si">{</span><span class="n">REQUIRED_NUMPY_VERSION</span><span class="si">}</span><span class="s2"> and &quot;</span>
+            <span class="sa">f</span><span class="s2">&quot;gensim==</span><span class="si">{</span><span class="n">REQUIRED_GENSIM_VERSION</span><span class="si">}</span><span class="s2">. Please install them by running: </span><span class="se">\n</span><span class="s2">&quot;</span>
+            <span class="sa">f</span><span class="s2">&quot;`pip install numpy~=</span><span class="si">{</span><span class="n">REQUIRED_NUMPY_VERSION</span><span class="si">}</span><span class="s2"> gensim==</span><span class="si">{</span><span class="n">REQUIRED_GENSIM_VERSION</span><span class="si">}</span><span class="s2">`</span><span class="se">\n</span><span class="s2">&quot;</span>
+            <span class="sa">f</span><span class="s2">&quot;and make sure to restart your runtime if you&#39;re on a notebook environment!</span><span class="se">\n</span><span class="s2">&quot;</span>
+            <span class="sa">f</span><span class="s2">&quot;You can also set `bypass_version_check=True` in the embedding&#39;s config so that this error is not raised.&quot;</span>
+        <span class="p">)</span>
+
+
+<div class="viewcode-block" id="Embedding">
+<a class="viewcode-back" href="../../../source/hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding">[docs]</a>
+<span class="k">class</span> <span class="nc">Embedding</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Base class for all embeddings.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        config: An EmbeddingConfig object to construct the embedding.</span>
+<span class="sd">        embedding_file (str): Path to the embedding file.</span>
+<span class="sd">        vectors_file (str): Path to the vectors file.</span>
+<span class="sd">        **kwargs: Extra embedding config parameters passed as keyword arguments.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">required_backends</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span> <span class="o">|</span> <span class="n">Backends</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="n">filename</span> <span class="o">=</span> <span class="n">DEFAULT_EMBEDDING_FILE</span>
+    <span class="n">vectors_filename</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">filename</span><span class="si">}</span><span class="s2">.wv.vectors.npy&quot;</span>
+    <span class="n">config_filename</span> <span class="o">=</span> <span class="n">DEFAULT_EMBEDDING_CONFIG_FILE</span>
+    <span class="n">subfolder</span> <span class="o">=</span> <span class="n">DEFAULT_EMBEDDING_SUBFOLDER</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">EmbeddingConfig</span><span class="p">,</span> <span class="n">embedding_file</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> <span class="n">vectors_file</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="n">verify_dependencies</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">required_backends</span><span class="p">)</span>  <span class="c1"># Check if all the required dependencies are installed</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">config</span> <span class="o">=</span> <span class="n">config</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">bypass_version_check</span><span class="p">:</span>
+            <span class="n">_verify_gensim_installation</span><span class="p">()</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">config</span> <span class="o">=</span> <span class="n">config</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">model</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">from_file</span><span class="p">(</span><span class="n">embedding_file</span><span class="p">,</span> <span class="n">vectors_file</span><span class="p">)</span> <span class="k">if</span> <span class="n">embedding_file</span> <span class="k">else</span> <span class="bp">self</span><span class="o">.</span><span class="n">build</span><span class="p">()</span>
+
+<div class="viewcode-block" id="Embedding.build">
+<a class="viewcode-back" href="../../../source/hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.build">[docs]</a>
+    <span class="k">def</span> <span class="nf">build</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Build the embedding model.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">raise</span> <span class="ne">NotImplementedError</span></div>
+
+
+<div class="viewcode-block" id="Embedding.from_file">
+<a class="viewcode-back" href="../../../source/hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.from_file">[docs]</a>
+    <span class="k">def</span> <span class="nf">from_file</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">embedding_path</span><span class="p">,</span> <span class="n">vectors_path</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Load the embedding model from file.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            embedding_path (str): Path to the embedding file.</span>
+<span class="sd">            vectors_path (str): Path to the vectors file.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">raise</span> <span class="ne">NotImplementedError</span></div>
+
+
+    <span class="k">def</span> <span class="fm">__call__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputs</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Get vectors for input words.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            inputs (str | List[str]): Input word(s).</span>
+<span class="sd">            **kwargs: Additional keyword arguments.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            List: List of word vectors.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="n">inputs</span> <span class="o">=</span> <span class="p">[</span><span class="n">inputs</span><span class="p">]</span>
+        <span class="n">vectors</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">word_vectors</span><span class="p">[</span><span class="n">w</span><span class="p">]</span> <span class="k">for</span> <span class="n">w</span> <span class="ow">in</span> <span class="n">inputs</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">vectors</span>
+
+<div class="viewcode-block" id="Embedding.train">
+<a class="viewcode-back" href="../../../source/hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.train">[docs]</a>
+    <span class="k">def</span> <span class="nf">train</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dataset</span><span class="p">,</span> <span class="n">epochs</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Train the embedding model on a dataset.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            dataset: The training dataset.</span>
+<span class="sd">            epochs: Number of training epochs.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">raise</span> <span class="ne">NotImplementedError</span></div>
+
+
+<div class="viewcode-block" id="Embedding.word2index">
+<a class="viewcode-back" href="../../../source/hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.word2index">[docs]</a>
+    <span class="k">def</span> <span class="nf">word2index</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">word</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Get the index of a word in the vocabulary.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            word (str): Input word.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            int: Index of the word.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">vocab</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">word</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="Embedding.index2word">
+<a class="viewcode-back" href="../../../source/hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.index2word">[docs]</a>
+    <span class="k">def</span> <span class="nf">index2word</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">index</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Get the word corresponding to a given index.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            index (int): Input index.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            str: Word corresponding to the index.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">keyed_vocab</span> <span class="o">=</span> <span class="p">{</span><span class="n">v</span><span class="p">:</span> <span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">vocab</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+        <span class="k">return</span> <span class="n">keyed_vocab</span><span class="p">[</span><span class="n">index</span><span class="p">]</span></div>
+
+
+<div class="viewcode-block" id="Embedding.similarity">
+<a class="viewcode-back" href="../../../source/hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.similarity">[docs]</a>
+    <span class="k">def</span> <span class="nf">similarity</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">word1</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">word2</span><span class="p">:</span> <span class="nb">str</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Get the similarity between two words.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            word1 (str): First word.</span>
+<span class="sd">            word2 (str): Second word.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">raise</span> <span class="ne">NotImplementedError</span></div>
+
+
+<div class="viewcode-block" id="Embedding.doesnt_match">
+<a class="viewcode-back" href="../../../source/hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.doesnt_match">[docs]</a>
+    <span class="k">def</span> <span class="nf">doesnt_match</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">words</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Get the word that doesn&#39;t match the others in a list.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            words (List[str]): List of words.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">raise</span> <span class="ne">NotImplementedError</span></div>
+
+
+<div class="viewcode-block" id="Embedding.most_similar">
+<a class="viewcode-back" href="../../../source/hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.most_similar">[docs]</a>
+    <span class="k">def</span> <span class="nf">most_similar</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">word</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">top_n</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">5</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Get the most similar words to a given word.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            word (str): Input word.</span>
+<span class="sd">            top_n (int): Number of similar words to retrieve.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">raise</span> <span class="ne">NotImplementedError</span></div>
+
+
+<div class="viewcode-block" id="Embedding.get_normed_vectors">
+<a class="viewcode-back" href="../../../source/hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.get_normed_vectors">[docs]</a>
+    <span class="k">def</span> <span class="nf">get_normed_vectors</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Get normalized word vectors.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">raise</span> <span class="ne">NotImplementedError</span></div>
+
+
+<div class="viewcode-block" id="Embedding.load">
+<a class="viewcode-back" href="../../../source/hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.load">[docs]</a>
+    <span class="nd">@classmethod</span>
+    <span class="k">def</span> <span class="nf">load</span><span class="p">(</span>
+        <span class="bp">cls</span><span class="p">,</span>
+        <span class="n">hub_or_local_path</span><span class="p">,</span>
+        <span class="n">config_filename</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">embedding_file</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">vectors_file</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">subfolder</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">cache_dir</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
+    <span class="p">)</span> <span class="o">-&gt;</span> <span class="s2">&quot;Embedding&quot;</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Load an embedding model from a local or Hugging Face Hub path.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            hub_or_local_path: Path to the local directory or the Hugging Face Hub repository.</span>
+<span class="sd">            config_filename (str): Configuration file name.</span>
+<span class="sd">            embedding_file (str): Embedding file name.</span>
+<span class="sd">            vectors_file (str): Vectors file name.</span>
+<span class="sd">            subfolder (str): Subfolder within the repository.</span>
+<span class="sd">            cache_dir (str): Path to cache directory</span>
+<span class="sd">            **kwargs: Additional keyword arguments.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            Embedding: Loaded Embedding object.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">config_filename</span> <span class="o">=</span> <span class="n">config_filename</span> <span class="ow">or</span> <span class="bp">cls</span><span class="o">.</span><span class="n">config_filename</span>
+        <span class="n">embedding_file</span> <span class="o">=</span> <span class="n">embedding_file</span> <span class="ow">or</span> <span class="bp">cls</span><span class="o">.</span><span class="n">filename</span>
+        <span class="n">vectors_file</span> <span class="o">=</span> <span class="n">vectors_file</span> <span class="ow">or</span> <span class="bp">cls</span><span class="o">.</span><span class="n">vectors_filename</span>
+        <span class="n">subfolder</span> <span class="o">=</span> <span class="n">subfolder</span> <span class="ow">or</span> <span class="bp">cls</span><span class="o">.</span><span class="n">subfolder</span>
+        <span class="n">cache_dir</span> <span class="o">=</span> <span class="n">cache_dir</span> <span class="ow">or</span> <span class="n">HEZAR_CACHE_DIR</span>
+
+        <span class="n">config</span> <span class="o">=</span> <span class="n">EmbeddingConfig</span><span class="o">.</span><span class="n">load</span><span class="p">(</span>
+            <span class="n">hub_or_local_path</span><span class="p">,</span>
+            <span class="n">filename</span><span class="o">=</span><span class="n">config_filename</span><span class="p">,</span>
+            <span class="n">subfolder</span><span class="o">=</span><span class="n">subfolder</span><span class="p">,</span>
+            <span class="n">cache_dir</span><span class="o">=</span><span class="n">cache_dir</span><span class="p">,</span>
+        <span class="p">)</span>
+
+        <span class="k">if</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">isdir</span><span class="p">(</span><span class="n">hub_or_local_path</span><span class="p">):</span>
+            <span class="n">embedding_path</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">hub_or_local_path</span><span class="p">,</span> <span class="n">subfolder</span><span class="p">,</span> <span class="n">embedding_file</span><span class="p">)</span>
+            <span class="n">vectors_path</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">hub_or_local_path</span><span class="p">,</span> <span class="n">subfolder</span><span class="p">,</span> <span class="n">vectors_file</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">embedding_path</span> <span class="o">=</span> <span class="n">hf_hub_download</span><span class="p">(</span>
+                <span class="n">hub_or_local_path</span><span class="p">,</span>
+                <span class="n">filename</span><span class="o">=</span><span class="n">embedding_file</span><span class="p">,</span>
+                <span class="n">subfolder</span><span class="o">=</span><span class="n">subfolder</span><span class="p">,</span>
+                <span class="n">cache_dir</span><span class="o">=</span><span class="n">cache_dir</span><span class="p">,</span>
+                <span class="n">resume_download</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+            <span class="p">)</span>
+            <span class="n">vectors_path</span> <span class="o">=</span> <span class="n">hf_hub_download</span><span class="p">(</span>
+                <span class="n">hub_or_local_path</span><span class="p">,</span>
+                <span class="n">filename</span><span class="o">=</span><span class="n">vectors_file</span><span class="p">,</span>
+                <span class="n">subfolder</span><span class="o">=</span><span class="n">subfolder</span><span class="p">,</span>
+                <span class="n">cache_dir</span><span class="o">=</span><span class="n">cache_dir</span><span class="p">,</span>
+                <span class="n">resume_download</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+            <span class="p">)</span>
+
+        <span class="n">embedding</span> <span class="o">=</span> <span class="n">build_embedding</span><span class="p">(</span>
+            <span class="n">config</span><span class="o">.</span><span class="n">name</span><span class="p">,</span>
+            <span class="n">config</span><span class="o">=</span><span class="n">config</span><span class="p">,</span>
+            <span class="n">embedding_file</span><span class="o">=</span><span class="n">embedding_path</span><span class="p">,</span>
+            <span class="n">vectors_file</span><span class="o">=</span><span class="n">vectors_path</span><span class="p">,</span>
+            <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
+        <span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">embedding</span></div>
+
+
+<div class="viewcode-block" id="Embedding.save">
+<a class="viewcode-back" href="../../../source/hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">path</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">os</span><span class="o">.</span><span class="n">PathLike</span><span class="p">,</span>
+        <span class="n">filename</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">subfolder</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">save_config</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
+        <span class="n">config_filename</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+    <span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Save the embedding model to a specified path.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            path (str | os.PathLike): Path to save the embedding model.</span>
+<span class="sd">            filename (str): Name of the embedding file.</span>
+<span class="sd">            subfolder (str): Subfolder within the path.</span>
+<span class="sd">            save_config (bool): Whether to save the configuration.</span>
+<span class="sd">            config_filename (str): Configuration file name.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">raise</span> <span class="ne">NotImplementedError</span></div>
+
+
+<div class="viewcode-block" id="Embedding.push_to_hub">
+<a class="viewcode-back" href="../../../source/hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.push_to_hub">[docs]</a>
+    <span class="k">def</span> <span class="nf">push_to_hub</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">repo_id</span><span class="p">,</span>
+        <span class="n">commit_message</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">subfolder</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">filename</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">vectors_filename</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">config_filename</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">private</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+    <span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Push the embedding model to the Hugging Face Hub.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            repo_id: ID of the Hugging Face Hub repository.</span>
+<span class="sd">            commit_message (str): Commit message.</span>
+<span class="sd">            subfolder (str): Subfolder within the repository.</span>
+<span class="sd">            filename (str): Name of the embedding file.</span>
+<span class="sd">            vectors_filename (str): Name of the vectors file.</span>
+<span class="sd">            config_filename (str): Configuration file name.</span>
+<span class="sd">            private (bool): Whether the repository is private.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">subfolder</span> <span class="o">=</span> <span class="n">subfolder</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">subfolder</span>
+        <span class="n">filename</span> <span class="o">=</span> <span class="n">filename</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">filename</span>
+        <span class="n">vectors_filename</span> <span class="o">=</span> <span class="n">vectors_filename</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">vectors_filename</span>
+        <span class="n">config_filename</span> <span class="o">=</span> <span class="n">config_filename</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config_filename</span>
+
+        <span class="n">api</span> <span class="o">=</span> <span class="n">HfApi</span><span class="p">()</span>
+        <span class="c1"># create remote repo</span>
+        <span class="n">api</span><span class="o">.</span><span class="n">create_repo</span><span class="p">(</span><span class="n">repo_id</span><span class="p">,</span> <span class="n">exist_ok</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+        <span class="c1"># save to tmp and prepare for push</span>
+        <span class="n">cache_path</span> <span class="o">=</span> <span class="n">tempfile</span><span class="o">.</span><span class="n">mkdtemp</span><span class="p">()</span>
+        <span class="c1"># save embedding model file</span>
+        <span class="n">embedding_save_dir</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">cache_path</span><span class="p">)</span>
+        <span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="n">embedding_save_dir</span><span class="p">,</span> <span class="n">exist_ok</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="n">commit_message</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">commit_message</span> <span class="o">=</span> <span class="s2">&quot;Hezar: Upload embedding and config&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">embedding_save_dir</span><span class="p">,</span> <span class="n">filename</span><span class="p">,</span> <span class="n">subfolder</span><span class="o">=</span><span class="n">subfolder</span><span class="p">,</span> <span class="n">save_config</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">push_to_hub</span><span class="p">(</span>
+            <span class="n">repo_id</span><span class="p">,</span>
+            <span class="n">config_filename</span><span class="p">,</span>
+            <span class="n">subfolder</span><span class="o">=</span><span class="n">subfolder</span><span class="p">,</span>
+            <span class="n">repo_type</span><span class="o">=</span><span class="s2">&quot;model&quot;</span><span class="p">,</span>
+            <span class="n">private</span><span class="o">=</span><span class="n">private</span><span class="p">,</span>
+            <span class="n">commit_message</span><span class="o">=</span><span class="n">commit_message</span><span class="p">,</span>
+        <span class="p">)</span>
+
+        <span class="n">api</span><span class="o">.</span><span class="n">upload_file</span><span class="p">(</span>
+            <span class="n">repo_id</span><span class="o">=</span><span class="n">repo_id</span><span class="p">,</span>
+            <span class="n">path_or_fileobj</span><span class="o">=</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">embedding_save_dir</span><span class="p">,</span> <span class="n">subfolder</span><span class="p">,</span> <span class="n">filename</span><span class="p">),</span>
+            <span class="n">repo_type</span><span class="o">=</span><span class="s2">&quot;model&quot;</span><span class="p">,</span>
+            <span class="n">path_in_repo</span><span class="o">=</span><span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">subfolder</span><span class="si">}</span><span class="s2">/</span><span class="si">{</span><span class="n">filename</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">,</span>
+            <span class="n">commit_message</span><span class="o">=</span><span class="n">commit_message</span><span class="p">,</span>
+        <span class="p">)</span>
+        <span class="n">logger</span><span class="o">.</span><span class="n">log_upload_success</span><span class="p">(</span>
+            <span class="n">name</span><span class="o">=</span><span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="vm">__class__</span><span class="o">.</span><span class="vm">__name__</span><span class="si">}</span><span class="s2">(name=</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">name</span><span class="si">}</span><span class="s2">)&quot;</span><span class="p">,</span>
+            <span class="n">target_path</span><span class="o">=</span><span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">repo_id</span><span class="p">,</span><span class="w"> </span><span class="n">subfolder</span><span class="p">,</span><span class="w"> </span><span class="n">filename</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">,</span>
+        <span class="p">)</span>
+
+        <span class="n">api</span><span class="o">.</span><span class="n">upload_file</span><span class="p">(</span>
+            <span class="n">repo_id</span><span class="o">=</span><span class="n">repo_id</span><span class="p">,</span>
+            <span class="n">path_or_fileobj</span><span class="o">=</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">embedding_save_dir</span><span class="p">,</span> <span class="n">subfolder</span><span class="p">,</span> <span class="n">vectors_filename</span><span class="p">),</span>
+            <span class="n">repo_type</span><span class="o">=</span><span class="s2">&quot;model&quot;</span><span class="p">,</span>
+            <span class="n">path_in_repo</span><span class="o">=</span><span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">subfolder</span><span class="si">}</span><span class="s2">/</span><span class="si">{</span><span class="n">vectors_filename</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">,</span>
+            <span class="n">commit_message</span><span class="o">=</span><span class="n">commit_message</span><span class="p">,</span>
+        <span class="p">)</span>
+        <span class="n">logger</span><span class="o">.</span><span class="n">log_upload_success</span><span class="p">(</span>
+            <span class="n">name</span><span class="o">=</span><span class="sa">f</span><span class="s2">&quot;`</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="vm">__class__</span><span class="o">.</span><span class="vm">__name__</span><span class="si">}</span><span class="s2">(name=</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">name</span><span class="si">}</span><span class="s2">)`&quot;</span><span class="p">,</span>
+            <span class="n">target_path</span><span class="o">=</span><span class="sa">f</span><span class="s2">&quot;`</span><span class="si">{</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">repo_id</span><span class="p">,</span><span class="w"> </span><span class="n">subfolder</span><span class="p">,</span><span class="w"> </span><span class="n">vectors_filename</span><span class="p">)</span><span class="si">}</span><span class="s2">`&quot;</span><span class="p">,</span>
+        <span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="Embedding.torch_embedding">
+<a class="viewcode-back" href="../../../source/hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.torch_embedding">[docs]</a>
+    <span class="k">def</span> <span class="nf">torch_embedding</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Convert the embedding model to a PyTorch Embedding layer.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            torch.nn.Embedding: PyTorch Embedding layer.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="kn">import</span> <span class="nn">torch</span>
+
+        <span class="n">weights</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">FloatTensor</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">vectors</span><span class="p">)</span>
+        <span class="n">embedding_layer</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">nn</span><span class="o">.</span><span class="n">Embedding</span><span class="o">.</span><span class="n">from_pretrained</span><span class="p">(</span><span class="n">weights</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">embedding_layer</span></div>
+
+
+    <span class="nd">@property</span>
+    <span class="k">def</span> <span class="nf">word_vectors</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Get key:value pairs of word:vector.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">raise</span> <span class="ne">NotImplementedError</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span> <span class="nf">vectors</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Get the all vectors array/tensor.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">raise</span> <span class="ne">NotImplementedError</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span> <span class="nf">vocab</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">int</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Get the vocabulary.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">raise</span> <span class="ne">NotImplementedError</span></div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          
+          
+        </div>
+        <div class="bottom-of-page">
+          <div class="left-details">
+            <div class="copyright">
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+            </div>
+            Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
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diff --git a/_modules/hezar/embeddings/fasttext.html b/_modules/hezar/embeddings/fasttext.html
new file mode 100644
index 00000000..344de326
--- /dev/null
+++ b/_modules/hezar/embeddings/fasttext.html
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
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+        <article role="main">
+          <h1>Source code for hezar.embeddings.fasttext</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span>
+
+<span class="kn">import</span> <span class="nn">os</span>
+<span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Literal</span>
+
+<span class="kn">from</span> <span class="nn">..constants</span> <span class="kn">import</span> <span class="n">Backends</span>
+<span class="kn">from</span> <span class="nn">..registry</span> <span class="kn">import</span> <span class="n">register_embedding</span>
+<span class="kn">from</span> <span class="nn">..utils</span> <span class="kn">import</span> <span class="n">is_backend_available</span>
+<span class="kn">from</span> <span class="nn">.embedding</span> <span class="kn">import</span> <span class="n">Embedding</span><span class="p">,</span> <span class="n">EmbeddingConfig</span>
+
+
+<span class="k">if</span> <span class="n">is_backend_available</span><span class="p">(</span><span class="n">Backends</span><span class="o">.</span><span class="n">GENSIM</span><span class="p">):</span>
+    <span class="kn">from</span> <span class="nn">gensim.models</span> <span class="kn">import</span> <span class="n">fasttext</span>
+
+<span class="n">_required_backends</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="n">Backends</span><span class="o">.</span><span class="n">GENSIM</span><span class="p">,</span>
+<span class="p">]</span>
+
+
+<div class="viewcode-block" id="FastTextConfig">
+<a class="viewcode-back" href="../../../source/hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastTextConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">FastTextConfig</span><span class="p">(</span><span class="n">EmbeddingConfig</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Configuration class for FastText embeddings.</span>
+
+<span class="sd">    Attributes:</span>
+<span class="sd">        name (str): Name of the embedding.</span>
+<span class="sd">        dataset_path (str): Path to the dataset.</span>
+<span class="sd">        vector_size (int): Size of the word vectors.</span>
+<span class="sd">        window (int): Window size for context words.</span>
+<span class="sd">        alpha (float): Learning rate.</span>
+<span class="sd">        min_count (int): Ignores all words with a total frequency lower than this.</span>
+<span class="sd">        seed (int): Seed for random number generation.</span>
+<span class="sd">        workers (int): Number of workers for training.</span>
+<span class="sd">        min_alpha (float): Minimum learning rate.</span>
+<span class="sd">        train_algorithm (Literal[&quot;skipgram&quot;, &quot;cbow&quot;]): Training algorithm, either &#39;skipgram&#39; or &#39;cbow&#39;.</span>
+<span class="sd">        cbow_mean (int): Constant for CBOW. Default is 1.</span>
+<span class="sd">        epochs (int): Number of training epochs. Default is 5.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;fasttext&quot;</span>
+    <span class="n">dataset_path</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">vector_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">300</span>
+    <span class="n">window</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">5</span>
+    <span class="n">alpha</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.025</span>
+    <span class="n">min_count</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="n">seed</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="n">workers</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">3</span>
+    <span class="n">min_alpha</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.0001</span>
+    <span class="n">train_algorithm</span><span class="p">:</span> <span class="n">Literal</span><span class="p">[</span><span class="s2">&quot;skipgram&quot;</span><span class="p">,</span> <span class="s2">&quot;cbow&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="s2">&quot;skipgram&quot;</span>
+    <span class="n">cbow_mean</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="n">epochs</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">5</span></div>
+
+
+
+<div class="viewcode-block" id="FastText">
+<a class="viewcode-back" href="../../../source/hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastText">[docs]</a>
+<span class="nd">@register_embedding</span><span class="p">(</span><span class="s2">&quot;fasttext&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">FastTextConfig</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">FastText</span><span class="p">(</span><span class="n">Embedding</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    FastText embedding class.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        config (FastTextConfig): Configuration object.</span>
+<span class="sd">        embedding_file (str): Path to the embedding file.</span>
+<span class="sd">        vectors_file (str): Path to the vectors file.</span>
+<span class="sd">        **kwargs: Additional config parameters given as keyword arguments.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">required_backends</span> <span class="o">=</span> <span class="n">_required_backends</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">FastTextConfig</span><span class="p">,</span> <span class="n">embedding_file</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> <span class="n">vectors_file</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="p">,</span> <span class="n">embedding_file</span><span class="o">=</span><span class="n">embedding_file</span><span class="p">,</span> <span class="n">vectors_file</span><span class="o">=</span><span class="n">vectors_file</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+
+<div class="viewcode-block" id="FastText.build">
+<a class="viewcode-back" href="../../../source/hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastText.build">[docs]</a>
+    <span class="k">def</span> <span class="nf">build</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Build the FastText embedding model.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            fasttext.FastText: FastText embedding model.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">embedding_model</span> <span class="o">=</span> <span class="n">fasttext</span><span class="o">.</span><span class="n">FastText</span><span class="p">(</span>
+            <span class="n">vector_size</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">vector_size</span><span class="p">,</span>
+            <span class="n">window</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">window</span><span class="p">,</span>
+            <span class="n">sg</span><span class="o">=</span><span class="mi">1</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">train_algorithm</span> <span class="o">==</span> <span class="s2">&quot;skipgram&quot;</span> <span class="k">else</span> <span class="mi">0</span><span class="p">,</span>
+            <span class="n">workers</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">workers</span><span class="p">,</span>
+            <span class="n">alpha</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">alpha</span><span class="p">,</span>
+            <span class="n">min_alpha</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">min_alpha</span><span class="p">,</span>
+            <span class="n">min_count</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">min_count</span><span class="p">,</span>
+        <span class="p">)</span>
+        <span class="k">return</span> <span class="n">embedding_model</span></div>
+
+
+<div class="viewcode-block" id="FastText.from_file">
+<a class="viewcode-back" href="../../../source/hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastText.from_file">[docs]</a>
+    <span class="k">def</span> <span class="nf">from_file</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">embedding_path</span><span class="p">,</span> <span class="n">vectors_path</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Load the FastText embedding model from file.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            embedding_path (str): Path to the embedding file.</span>
+<span class="sd">            vectors_path (str): Path to the vectors file.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            fasttext.FastText: Loaded FastText embedding model.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">isfile</span><span class="p">(</span><span class="n">vectors_path</span><span class="p">):</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                <span class="sa">f</span><span class="s2">&quot;Could not load or find vectors file at `</span><span class="si">{</span><span class="n">vectors_path</span><span class="si">}</span><span class="s2">`! &quot;</span>
+                <span class="sa">f</span><span class="s2">&quot;Please make sure it&#39;s been downloaded properly!&quot;</span>
+            <span class="p">)</span>
+
+        <span class="n">embedding_model</span> <span class="o">=</span> <span class="n">fasttext</span><span class="o">.</span><span class="n">FastText</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">embedding_path</span><span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">embedding_model</span></div>
+
+
+<div class="viewcode-block" id="FastText.train">
+<a class="viewcode-back" href="../../../source/hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastText.train">[docs]</a>
+    <span class="k">def</span> <span class="nf">train</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">dataset</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span>
+        <span class="n">epochs</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">5</span><span class="p">,</span>
+    <span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Train the FastText embedding model.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            dataset (List[str]): List of sentences for training.</span>
+<span class="sd">            epochs (int): Number of training epochs.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">build_vocab</span><span class="p">(</span><span class="n">dataset</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">train</span><span class="p">(</span>
+            <span class="n">dataset</span><span class="p">,</span>
+            <span class="n">epochs</span><span class="o">=</span><span class="n">epochs</span><span class="p">,</span>
+            <span class="n">total_examples</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">corpus_count</span><span class="p">,</span>
+            <span class="n">total_words</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">corpus_total_words</span><span class="p">,</span>
+        <span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="FastText.save">
+<a class="viewcode-back" href="../../../source/hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastText.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">path</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">os</span><span class="o">.</span><span class="n">PathLike</span><span class="p">,</span>
+        <span class="n">filename</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">subfolder</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">save_config</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
+        <span class="n">config_filename</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+    <span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Save the FastText embedding model to a specified path.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            path (str | os.PathLike): Path to save the embedding model.</span>
+<span class="sd">            filename (str): Name of the embedding file.</span>
+<span class="sd">            subfolder (str): Subfolder within the path.</span>
+<span class="sd">            save_config (bool): Whether to save the configuration.</span>
+<span class="sd">            config_filename (str): Configuration file name.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">filename</span> <span class="o">=</span> <span class="n">filename</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">filename</span>
+        <span class="n">config_filename</span> <span class="o">=</span> <span class="n">config_filename</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config_filename</span>
+        <span class="n">subfolder</span> <span class="o">=</span> <span class="n">subfolder</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">subfolder</span>
+
+        <span class="n">save_dir</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">path</span><span class="p">,</span> <span class="n">subfolder</span><span class="p">)</span>
+        <span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="n">save_dir</span><span class="p">,</span> <span class="n">exist_ok</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">path</span><span class="p">,</span> <span class="n">config_filename</span><span class="p">,</span> <span class="n">subfolder</span><span class="o">=</span><span class="n">subfolder</span><span class="p">)</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">save_dir</span><span class="p">,</span> <span class="n">filename</span><span class="p">))</span></div>
+
+
+<div class="viewcode-block" id="FastText.similarity">
+<a class="viewcode-back" href="../../../source/hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastText.similarity">[docs]</a>
+    <span class="k">def</span> <span class="nf">similarity</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">word1</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">word2</span><span class="p">:</span> <span class="nb">str</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Get the similarity between two words.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            word1 (str): First word.</span>
+<span class="sd">            word2 (str): Second word.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            float: Similarity score.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">word1</span><span class="p">,</span> <span class="nb">str</span><span class="p">)</span> <span class="ow">or</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">word2</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                <span class="sa">f</span><span class="s2">&quot;`Embedding.similarity()` takes two string objects!</span><span class="se">\n</span><span class="s2">&quot;</span>
+                <span class="sa">f</span><span class="s2">&quot;`word1`: </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">word1</span><span class="p">)</span><span class="si">}</span><span class="s2">, `word2`: </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">word2</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
+            <span class="p">)</span>
+        <span class="n">similarity</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">word_vectors</span><span class="o">.</span><span class="n">similarity</span><span class="p">(</span><span class="n">word1</span><span class="p">,</span> <span class="n">word2</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">similarity</span></div>
+
+
+<div class="viewcode-block" id="FastText.doesnt_match">
+<a class="viewcode-back" href="../../../source/hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastText.doesnt_match">[docs]</a>
+    <span class="k">def</span> <span class="nf">doesnt_match</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">words</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Get the word that doesn&#39;t match the others in a list.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            words (List[str]): List of words.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            str: Word that doesn&#39;t match.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">doesnt_match</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">word_vectors</span><span class="o">.</span><span class="n">doesnt_match</span><span class="p">(</span><span class="n">words</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">doesnt_match</span></div>
+
+
+<div class="viewcode-block" id="FastText.most_similar">
+<a class="viewcode-back" href="../../../source/hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastText.most_similar">[docs]</a>
+    <span class="k">def</span> <span class="nf">most_similar</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">word</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">top_n</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">5</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Get the most similar words to a given word.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            word (str): Input word.</span>
+<span class="sd">            top_n (int): Number of similar words to retrieve.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            List[Dict[str, str | float]]: List of dictionaries containing &#39;word&#39; and &#39;score&#39;.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">word</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;`word` must be `str`, got `</span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">word</span><span class="p">)</span><span class="si">}</span><span class="s2">`!&quot;</span><span class="p">)</span>
+        <span class="n">most_similar</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">word_vectors</span><span class="o">.</span><span class="n">most_similar</span><span class="p">(</span><span class="n">word</span><span class="p">,</span> <span class="n">topn</span><span class="o">=</span><span class="n">top_n</span><span class="p">)</span>
+        <span class="n">most_similar</span> <span class="o">=</span> <span class="p">[{</span><span class="s2">&quot;word&quot;</span><span class="p">:</span> <span class="n">word</span><span class="p">,</span> <span class="s2">&quot;score&quot;</span><span class="p">:</span> <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">score</span><span class="si">:</span><span class="s2">.4f</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">}</span> <span class="k">for</span> <span class="n">word</span><span class="p">,</span> <span class="n">score</span> <span class="ow">in</span> <span class="n">most_similar</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">most_similar</span></div>
+
+
+<div class="viewcode-block" id="FastText.get_normed_vectors">
+<a class="viewcode-back" href="../../../source/hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastText.get_normed_vectors">[docs]</a>
+    <span class="k">def</span> <span class="nf">get_normed_vectors</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Get normalized word vectors.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">normed_vectors</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">word_vectors</span><span class="o">.</span><span class="n">get_normed_vectors</span><span class="p">()</span>
+        <span class="k">return</span> <span class="n">normed_vectors</span></div>
+
+
+    <span class="nd">@property</span>
+    <span class="k">def</span> <span class="nf">word_vectors</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Get word vectors.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">wv</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span> <span class="nf">vectors</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Get all vectors.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">wv</span><span class="o">.</span><span class="n">vectors</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span> <span class="nf">vocab</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Get vocabulary.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">wv</span><span class="o">.</span><span class="n">key_to_index</span></div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
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diff --git a/_modules/hezar/embeddings/word2vec.html b/_modules/hezar/embeddings/word2vec.html
new file mode 100644
index 00000000..833e1895
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+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../../../">
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+
+    <link rel="shortcut icon" href="../../../_static/hezar_logo.svg"/><!-- Generated with Sphinx 7.2.6 and Furo 2023.09.10 -->
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+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
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+        <article role="main">
+          <h1>Source code for hezar.embeddings.word2vec</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span>
+
+<span class="kn">import</span> <span class="nn">os</span>
+<span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Literal</span>
+
+<span class="kn">from</span> <span class="nn">..constants</span> <span class="kn">import</span> <span class="n">Backends</span>
+<span class="kn">from</span> <span class="nn">..registry</span> <span class="kn">import</span> <span class="n">register_embedding</span>
+<span class="kn">from</span> <span class="nn">..utils</span> <span class="kn">import</span> <span class="n">is_backend_available</span>
+<span class="kn">from</span> <span class="nn">.embedding</span> <span class="kn">import</span> <span class="n">Embedding</span><span class="p">,</span> <span class="n">EmbeddingConfig</span>
+
+
+<span class="k">if</span> <span class="n">is_backend_available</span><span class="p">(</span><span class="n">Backends</span><span class="o">.</span><span class="n">GENSIM</span><span class="p">):</span>
+    <span class="kn">from</span> <span class="nn">gensim.models</span> <span class="kn">import</span> <span class="n">word2vec</span>
+
+<span class="n">_required_backends</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="n">Backends</span><span class="o">.</span><span class="n">GENSIM</span><span class="p">,</span>
+<span class="p">]</span>
+
+
+<div class="viewcode-block" id="Word2VecConfig">
+<a class="viewcode-back" href="../../../source/hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2VecConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">Word2VecConfig</span><span class="p">(</span><span class="n">EmbeddingConfig</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Configuration class for Word2Vec embeddings.</span>
+
+<span class="sd">    Attributes:</span>
+<span class="sd">        name (str): Name of the embedding.</span>
+<span class="sd">        dataset_path (str): Path to the dataset.</span>
+<span class="sd">        vector_size (int): Size of the word vectors.</span>
+<span class="sd">        window (int): Window size for context words.</span>
+<span class="sd">        alpha (float): Learning rate.</span>
+<span class="sd">        min_count (int): Ignores all words with a total frequency lower than this.</span>
+<span class="sd">        seed (int): Seed for random number generation.</span>
+<span class="sd">        workers (int): Number of workers for training.</span>
+<span class="sd">        min_alpha (float): Minimum learning rate.</span>
+<span class="sd">        cbow_mean (int): Constant for CBOW. Default is 1.</span>
+<span class="sd">        epochs (int): Number of training epochs. Default is 5.</span>
+<span class="sd">        train_algorithm (Literal[&quot;skipgram&quot;, &quot;cbow&quot;]): Training algorithm, either &#39;skipgram&#39; or &#39;cbow&#39;.</span>
+<span class="sd">        save_format (Literal[&quot;binary&quot;, &quot;text&quot;]): Format for saving the model, either &#39;binary&#39; or &#39;text&#39;.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;word2vec&quot;</span>
+    <span class="n">dataset_path</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">vector_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">300</span>
+    <span class="n">window</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">5</span>
+    <span class="n">alpha</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.025</span>
+    <span class="n">min_count</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="n">seed</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="n">workers</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">3</span>
+    <span class="n">min_alpha</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.0001</span>
+    <span class="n">cbow_mean</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="n">epochs</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">5</span>
+    <span class="n">train_algorithm</span><span class="p">:</span> <span class="n">Literal</span><span class="p">[</span><span class="s2">&quot;skipgram&quot;</span><span class="p">,</span> <span class="s2">&quot;cbow&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="s2">&quot;skipgram&quot;</span>
+    <span class="n">save_format</span><span class="p">:</span> <span class="n">Literal</span><span class="p">[</span><span class="s2">&quot;binary&quot;</span><span class="p">,</span> <span class="s2">&quot;text&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="s2">&quot;binary&quot;</span></div>
+
+
+
+<div class="viewcode-block" id="Word2Vec">
+<a class="viewcode-back" href="../../../source/hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2Vec">[docs]</a>
+<span class="nd">@register_embedding</span><span class="p">(</span><span class="s2">&quot;word2vec&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">Word2VecConfig</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">Word2Vec</span><span class="p">(</span><span class="n">Embedding</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Word2Vec embedding class.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        config (Word2VecConfig): Configuration object.</span>
+<span class="sd">        embedding_file (str): Path to the embedding file.</span>
+<span class="sd">        vectors_file (str): Path to the vectors file.</span>
+<span class="sd">        **kwargs: Additional config parameters given as keyword arguments.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">required_backends</span> <span class="o">=</span> <span class="n">_required_backends</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">Word2VecConfig</span><span class="p">,</span> <span class="n">embedding_file</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> <span class="n">vectors_file</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="p">,</span> <span class="n">embedding_file</span><span class="o">=</span><span class="n">embedding_file</span><span class="p">,</span> <span class="n">vectors_file</span><span class="o">=</span><span class="n">vectors_file</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+
+<div class="viewcode-block" id="Word2Vec.build">
+<a class="viewcode-back" href="../../../source/hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2Vec.build">[docs]</a>
+    <span class="k">def</span> <span class="nf">build</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Build the Word2Vec embedding model.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            gensim.models.Word2Vec: Word2Vec embedding model.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">embedding_model</span> <span class="o">=</span> <span class="n">word2vec</span><span class="o">.</span><span class="n">Word2Vec</span><span class="p">(</span>
+            <span class="n">vector_size</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">vector_size</span><span class="p">,</span>
+            <span class="n">window</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">window</span><span class="p">,</span>
+            <span class="n">sg</span><span class="o">=</span><span class="mi">1</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">train_algorithm</span> <span class="o">==</span> <span class="s2">&quot;skipgram&quot;</span> <span class="k">else</span> <span class="mi">0</span><span class="p">,</span>
+            <span class="n">workers</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">workers</span><span class="p">,</span>
+            <span class="n">alpha</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">alpha</span><span class="p">,</span>
+            <span class="n">min_alpha</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">min_alpha</span><span class="p">,</span>
+            <span class="n">min_count</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">min_count</span><span class="p">,</span>
+        <span class="p">)</span>
+        <span class="k">return</span> <span class="n">embedding_model</span></div>
+
+
+<div class="viewcode-block" id="Word2Vec.from_file">
+<a class="viewcode-back" href="../../../source/hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2Vec.from_file">[docs]</a>
+    <span class="k">def</span> <span class="nf">from_file</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">embedding_path</span><span class="p">,</span> <span class="n">vectors_path</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Load the Word2Vec embedding model from file.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            embedding_path (str): Path to the embedding file.</span>
+<span class="sd">            vectors_path (str): Path to the vectors file.</span>
+
+<span class="sd">        Raises:</span>
+<span class="sd">            ValueError: If vectors file is not found.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            gensim.models.Word2Vec: Loaded Word2Vec embedding model.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">isfile</span><span class="p">(</span><span class="n">vectors_path</span><span class="p">):</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                <span class="sa">f</span><span class="s2">&quot;Could not load or find vectors file at `</span><span class="si">{</span><span class="n">vectors_path</span><span class="si">}</span><span class="s2">`! &quot;</span>
+                <span class="sa">f</span><span class="s2">&quot;Please make sure it&#39;s been downloaded properly!&quot;</span>
+            <span class="p">)</span>
+
+        <span class="n">embedding_model</span> <span class="o">=</span> <span class="n">word2vec</span><span class="o">.</span><span class="n">Word2Vec</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">embedding_path</span><span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">embedding_model</span></div>
+
+
+<div class="viewcode-block" id="Word2Vec.train">
+<a class="viewcode-back" href="../../../source/hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2Vec.train">[docs]</a>
+    <span class="k">def</span> <span class="nf">train</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">dataset</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span>
+        <span class="n">epochs</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">5</span><span class="p">,</span>
+    <span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Train the Word2Vec embedding model.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            dataset (List[str]): List of sentences for training.</span>
+<span class="sd">            epochs (int): Number of training epochs.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">build_vocab</span><span class="p">(</span><span class="n">dataset</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">train</span><span class="p">(</span>
+            <span class="n">dataset</span><span class="p">,</span>
+            <span class="n">epochs</span><span class="o">=</span><span class="n">epochs</span><span class="p">,</span>
+            <span class="n">total_examples</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">corpus_count</span><span class="p">,</span>
+            <span class="n">total_words</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">corpus_total_words</span><span class="p">,</span>
+        <span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="Word2Vec.save">
+<a class="viewcode-back" href="../../../source/hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2Vec.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">path</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">os</span><span class="o">.</span><span class="n">PathLike</span><span class="p">,</span>
+        <span class="n">filename</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">subfolder</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">save_config</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
+        <span class="n">config_filename</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+    <span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Save the Word2Vec embedding model to a specified path.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            path (str | os.PathLike): Path to save the embedding model.</span>
+<span class="sd">            filename (str): Name of the embedding file.</span>
+<span class="sd">            subfolder (str): Subfolder within the path.</span>
+<span class="sd">            save_config (bool): Whether to save the configuration.</span>
+<span class="sd">            config_filename (str): Configuration file name.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">filename</span> <span class="o">=</span> <span class="n">filename</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">filename</span>
+        <span class="n">config_filename</span> <span class="o">=</span> <span class="n">config_filename</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config_filename</span>
+        <span class="n">subfolder</span> <span class="o">=</span> <span class="n">subfolder</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">subfolder</span>
+
+        <span class="n">save_dir</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">path</span><span class="p">,</span> <span class="n">subfolder</span><span class="p">)</span>
+        <span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="n">save_dir</span><span class="p">,</span> <span class="n">exist_ok</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">path</span><span class="p">,</span> <span class="n">config_filename</span><span class="p">,</span> <span class="n">subfolder</span><span class="o">=</span><span class="n">subfolder</span><span class="p">)</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">save_dir</span><span class="p">,</span> <span class="n">filename</span><span class="p">))</span></div>
+
+
+<div class="viewcode-block" id="Word2Vec.similarity">
+<a class="viewcode-back" href="../../../source/hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2Vec.similarity">[docs]</a>
+    <span class="k">def</span> <span class="nf">similarity</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">word1</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">word2</span><span class="p">:</span> <span class="nb">str</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Get the similarity between two words.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            word1 (str): First word.</span>
+<span class="sd">            word2 (str): Second word.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            float: Similarity score.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">word1</span><span class="p">,</span> <span class="nb">str</span><span class="p">)</span> <span class="ow">or</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">word2</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                <span class="sa">f</span><span class="s2">&quot;`Embedding.similarity()` takes two string objects!</span><span class="se">\n</span><span class="s2">&quot;</span>
+                <span class="sa">f</span><span class="s2">&quot;`word1`: </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">word1</span><span class="p">)</span><span class="si">}</span><span class="s2">, `word2`: </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">word2</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
+            <span class="p">)</span>
+        <span class="n">similarity</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">word_vectors</span><span class="o">.</span><span class="n">similarity</span><span class="p">(</span><span class="n">word1</span><span class="p">,</span> <span class="n">word2</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">similarity</span></div>
+
+
+<div class="viewcode-block" id="Word2Vec.doesnt_match">
+<a class="viewcode-back" href="../../../source/hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2Vec.doesnt_match">[docs]</a>
+    <span class="k">def</span> <span class="nf">doesnt_match</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">words</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Get the word that doesn&#39;t match the others in a list.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            words (List[str]): List of words.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            str: Word that doesn&#39;t match.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">doesnt_match</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">word_vectors</span><span class="o">.</span><span class="n">doesnt_match</span><span class="p">(</span><span class="n">words</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">doesnt_match</span></div>
+
+
+<div class="viewcode-block" id="Word2Vec.most_similar">
+<a class="viewcode-back" href="../../../source/hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2Vec.most_similar">[docs]</a>
+    <span class="k">def</span> <span class="nf">most_similar</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">word</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">top_n</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">5</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Get the most similar words to a given word.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            word (str): Input word.</span>
+<span class="sd">            top_n (int): Number of similar words to retrieve.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            List[Dict[str, str | float]]: List of dictionaries containing &#39;word&#39; and &#39;score&#39;.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">word</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;`word` must be `str`, got `</span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">word</span><span class="p">)</span><span class="si">}</span><span class="s2">`!&quot;</span><span class="p">)</span>
+        <span class="n">most_similar</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">word_vectors</span><span class="o">.</span><span class="n">most_similar</span><span class="p">(</span><span class="n">word</span><span class="p">,</span> <span class="n">topn</span><span class="o">=</span><span class="n">top_n</span><span class="p">)</span>
+        <span class="n">most_similar</span> <span class="o">=</span> <span class="p">[{</span><span class="s2">&quot;word&quot;</span><span class="p">:</span> <span class="n">word</span><span class="p">,</span> <span class="s2">&quot;score&quot;</span><span class="p">:</span> <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">score</span><span class="si">:</span><span class="s2">.4f</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">}</span> <span class="k">for</span> <span class="n">word</span><span class="p">,</span> <span class="n">score</span> <span class="ow">in</span> <span class="n">most_similar</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">most_similar</span></div>
+
+
+<div class="viewcode-block" id="Word2Vec.get_normed_vectors">
+<a class="viewcode-back" href="../../../source/hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2Vec.get_normed_vectors">[docs]</a>
+    <span class="k">def</span> <span class="nf">get_normed_vectors</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Get normalized word vectors.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            Any: Normed word vectors.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">normed_vectors</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">word_vectors</span><span class="o">.</span><span class="n">get_normed_vectors</span><span class="p">()</span>
+        <span class="k">return</span> <span class="n">normed_vectors</span></div>
+
+
+    <span class="nd">@property</span>
+    <span class="k">def</span> <span class="nf">word_vectors</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Get word vectors.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            gensim.models.keyedvectors.KeyedVectors: Word vectors.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">wv</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span> <span class="nf">vectors</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Get all vectors.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            numpy.ndarray: All vectors.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">wv</span><span class="o">.</span><span class="n">vectors</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span> <span class="nf">vocab</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Get vocabulary.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            Dict[str, int]: Vocabulary.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">wv</span><span class="o">.</span><span class="n">key_to_index</span></div>
+
+</pre></div>
+        </article>
+      </div>
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+        
+        <div class="related-pages">
+          
+          
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diff --git a/_modules/hezar/metrics/accuracy.html b/_modules/hezar/metrics/accuracy.html
new file mode 100644
index 00000000..7317e88f
--- /dev/null
+++ b/_modules/hezar/metrics/accuracy.html
@@ -0,0 +1,580 @@
+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../../../">
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
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+        <article role="main">
+          <h1>Source code for hezar.metrics.accuracy</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Iterable</span>
+
+<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">accuracy_score</span>
+
+<span class="kn">from</span> <span class="nn">..configs</span> <span class="kn">import</span> <span class="n">MetricConfig</span>
+<span class="kn">from</span> <span class="nn">..constants</span> <span class="kn">import</span> <span class="n">Backends</span><span class="p">,</span> <span class="n">MetricType</span>
+<span class="kn">from</span> <span class="nn">..registry</span> <span class="kn">import</span> <span class="n">register_metric</span>
+<span class="kn">from</span> <span class="nn">.metric</span> <span class="kn">import</span> <span class="n">Metric</span>
+
+
+<span class="n">_required_backends</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="n">Backends</span><span class="o">.</span><span class="n">SCIKIT</span><span class="p">,</span>
+<span class="p">]</span>
+
+
+<div class="viewcode-block" id="AccuracyConfig">
+<a class="viewcode-back" href="../../../source/hezar.metrics.accuracy.html#hezar.metrics.accuracy.AccuracyConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">AccuracyConfig</span><span class="p">(</span><span class="n">MetricConfig</span><span class="p">):</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="n">MetricType</span><span class="o">.</span><span class="n">ACCURACY</span>
+    <span class="n">objective</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;maximize&quot;</span>
+    <span class="n">normalize</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">sample_weight</span><span class="p">:</span> <span class="n">Iterable</span><span class="p">[</span><span class="nb">float</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">output_keys</span><span class="p">:</span> <span class="nb">tuple</span> <span class="o">=</span> <span class="p">(</span><span class="s2">&quot;accuracy&quot;</span><span class="p">,)</span></div>
+
+
+
+<div class="viewcode-block" id="Accuracy">
+<a class="viewcode-back" href="../../../source/hezar.metrics.accuracy.html#hezar.metrics.accuracy.Accuracy">[docs]</a>
+<span class="nd">@register_metric</span><span class="p">(</span><span class="s2">&quot;accuracy&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">AccuracyConfig</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">Accuracy</span><span class="p">(</span><span class="n">Metric</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Accuracy metric for numeric arrays backed by Scikit-learn&#39;s `accuracy_score`.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        config (AccuracyConfig): Metric config object</span>
+<span class="sd">        **kwargs: Extra config parameters passed as kwargs to update the `config`</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">required_backends</span> <span class="o">=</span> <span class="n">_required_backends</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">AccuracyConfig</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+
+<div class="viewcode-block" id="Accuracy.compute">
+<a class="viewcode-back" href="../../../source/hezar.metrics.accuracy.html#hezar.metrics.accuracy.Accuracy.compute">[docs]</a>
+    <span class="k">def</span> <span class="nf">compute</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">predictions</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">targets</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">normalize</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">sample_weight</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">n_decimals</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_keys</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+    <span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Compute the accuracy score for the given predictions against targets.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            predictions: A list of prediction labels</span>
+<span class="sd">            targets: A list of ground truth labels</span>
+<span class="sd">            normalize: Whether to normalize the inputs or not</span>
+<span class="sd">            sample_weight: Sample weight</span>
+<span class="sd">            n_decimals: Floating point decimals for the final score</span>
+<span class="sd">            output_keys: Filter the output keys</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            A dictionary of the metric results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">normalize</span> <span class="o">=</span> <span class="n">normalize</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">normalize</span>
+        <span class="n">sample_weight</span> <span class="o">=</span> <span class="n">sample_weight</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">sample_weight</span>
+        <span class="n">n_decimals</span> <span class="o">=</span> <span class="n">n_decimals</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">n_decimals</span>
+        <span class="n">output_keys</span> <span class="o">=</span> <span class="n">output_keys</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">output_keys</span>
+
+        <span class="n">score</span> <span class="o">=</span> <span class="n">accuracy_score</span><span class="p">(</span>
+            <span class="n">targets</span><span class="p">,</span>
+            <span class="n">predictions</span><span class="p">,</span>
+            <span class="n">normalize</span><span class="o">=</span><span class="n">normalize</span><span class="p">,</span>
+            <span class="n">sample_weight</span><span class="o">=</span><span class="n">sample_weight</span><span class="p">,</span>
+        <span class="p">)</span>
+
+        <span class="n">results</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;accuracy&quot;</span><span class="p">:</span> <span class="nb">round</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">score</span><span class="p">),</span> <span class="n">n_decimals</span><span class="p">)}</span>
+
+        <span class="k">if</span> <span class="n">output_keys</span><span class="p">:</span>
+            <span class="n">results</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">results</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">output_keys</span><span class="p">}</span>
+
+        <span class="k">return</span> <span class="n">results</span></div>
+</div>
+
+</pre></div>
+        </article>
+      </div>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="../../../source/hezar.builders.html">hezar.builders module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../source/hezar.configs.html">hezar.configs module</a></li>
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+<li class="toctree-l1"><a class="reference internal" href="../../../contributing.html">Contributing to Hezar</a></li>
+</ul>
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+</div>
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+
+      </div>
+      
+    </div>
+  </aside>
+  <div class="main">
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+        </div>
+        <article role="main">
+          <h1>Source code for hezar.metrics.bleu</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span>
+
+<span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Iterable</span>
+
+<span class="kn">from</span> <span class="nn">..configs</span> <span class="kn">import</span> <span class="n">MetricConfig</span>
+<span class="kn">from</span> <span class="nn">..constants</span> <span class="kn">import</span> <span class="n">Backends</span><span class="p">,</span> <span class="n">MetricType</span>
+<span class="kn">from</span> <span class="nn">..registry</span> <span class="kn">import</span> <span class="n">register_metric</span>
+<span class="kn">from</span> <span class="nn">..utils</span> <span class="kn">import</span> <span class="n">is_backend_available</span>
+<span class="kn">from</span> <span class="nn">.metric</span> <span class="kn">import</span> <span class="n">Metric</span>
+
+
+<span class="k">if</span> <span class="n">is_backend_available</span><span class="p">(</span><span class="n">Backends</span><span class="o">.</span><span class="n">NLTK</span><span class="p">):</span>
+    <span class="kn">from</span> <span class="nn">nltk.translate.bleu_score</span> <span class="kn">import</span> <span class="n">corpus_bleu</span>
+
+<span class="n">_required_backends</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="n">Backends</span><span class="o">.</span><span class="n">NLTK</span><span class="p">,</span>
+<span class="p">]</span>
+
+
+<div class="viewcode-block" id="BLEUConfig">
+<a class="viewcode-back" href="../../../source/hezar.metrics.bleu.html#hezar.metrics.bleu.BLEUConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">BLEUConfig</span><span class="p">(</span><span class="n">MetricConfig</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Configuration class for BLEU metric.</span>
+
+<span class="sd">    args:</span>
+<span class="sd">        name (MetricType): The type of metric, BLEU in this case.</span>
+<span class="sd">        output_keys (tuple): Keys to filter the metric results for output.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="n">MetricType</span><span class="o">.</span><span class="n">BLEU</span>
+    <span class="n">objective</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;maximize&quot;</span>
+    <span class="n">output_keys</span><span class="p">:</span> <span class="nb">tuple</span> <span class="o">=</span> <span class="p">(</span><span class="s2">&quot;bleu&quot;</span><span class="p">,)</span></div>
+
+
+
+<div class="viewcode-block" id="BLEU">
+<a class="viewcode-back" href="../../../source/hezar.metrics.bleu.html#hezar.metrics.bleu.BLEU">[docs]</a>
+<span class="nd">@register_metric</span><span class="p">(</span><span class="s2">&quot;bleu&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">BLEUConfig</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">BLEU</span><span class="p">(</span><span class="n">Metric</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    BLEU metric for evaluating text generation models like translation, summarization, etc.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">required_backends</span> <span class="o">=</span> <span class="n">_required_backends</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">BLEUConfig</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="o">=</span><span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+
+<div class="viewcode-block" id="BLEU.compute">
+<a class="viewcode-back" href="../../../source/hezar.metrics.bleu.html#hezar.metrics.bleu.BLEU.compute">[docs]</a>
+    <span class="k">def</span> <span class="nf">compute</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">predictions</span><span class="p">:</span> <span class="n">Iterable</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">|</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">targets</span><span class="p">:</span> <span class="n">Iterable</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">|</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">weights</span><span class="o">=</span><span class="p">(</span><span class="mf">0.25</span><span class="p">,</span> <span class="mf">0.25</span><span class="p">,</span> <span class="mf">0.25</span><span class="p">,</span> <span class="mf">0.25</span><span class="p">),</span>
+        <span class="n">n_decimals</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_keys</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
+    <span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Computes the BLEU score for the given predictions against targets.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            predictions (Iterable[str] | str): Predicted sentences or tokens.</span>
+<span class="sd">            targets (Iterable[str] | str): Ground truth sentences or tokens.</span>
+<span class="sd">            weights (tuple): Weights for n-gram precision, default is (0.25, 0.25, 0.25, 0.25).</span>
+<span class="sd">            n_decimals (int): Number of decimals for the final score.</span>
+<span class="sd">            output_keys (tuple): Filter the output keys.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            dict: A dictionary of the metric results, with keys specified by `output_keys`.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">n_decimals</span> <span class="o">=</span> <span class="n">n_decimals</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">n_decimals</span>
+        <span class="n">output_keys</span> <span class="o">=</span> <span class="n">output_keys</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">output_keys</span>
+
+        <span class="n">predictions</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">split</span><span class="p">()</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="nb">str</span><span class="p">)</span> <span class="k">else</span> <span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">predictions</span><span class="p">]</span>
+        <span class="n">targets</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">split</span><span class="p">()</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="nb">str</span><span class="p">)</span> <span class="k">else</span> <span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">targets</span><span class="p">]</span>
+
+        <span class="n">score</span> <span class="o">=</span> <span class="n">corpus_bleu</span><span class="p">(</span><span class="n">targets</span><span class="p">,</span> <span class="n">predictions</span><span class="p">,</span> <span class="n">weights</span><span class="o">=</span><span class="n">weights</span><span class="p">)</span>
+
+        <span class="n">results</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;bleu&quot;</span><span class="p">:</span> <span class="nb">round</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">score</span><span class="p">),</span> <span class="n">n_decimals</span><span class="p">)}</span>
+
+        <span class="k">if</span> <span class="n">output_keys</span><span class="p">:</span>
+            <span class="n">results</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">results</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">output_keys</span><span class="p">}</span>
+
+        <span class="k">return</span> <span class="n">results</span></div>
+</div>
+
+</pre></div>
+        </article>
+      </div>
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+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.metrics.f1.html">hezar.metrics.f1 module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.metrics.metric.html">hezar.metrics.metric module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.metrics.precision.html">hezar.metrics.precision module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.metrics.recall.html">hezar.metrics.recall module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.metrics.rouge.html">hezar.metrics.rouge module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.metrics.seqeval.html">hezar.metrics.seqeval module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.metrics.wer.html">hezar.metrics.wer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.models.html">hezar.models package</a><input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" role="switch" type="checkbox"/><label for="toctree-checkbox-10"><div class="visually-hidden">Toggle navigation of hezar.models package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.backbone.bert.html">hezar.models.backbone.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" role="switch" type="checkbox"/><label for="toctree-checkbox-12"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.backbone.bert.bert.html">hezar.models.backbone.bert.bert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.backbone.bert.bert_config.html">hezar.models.backbone.bert.bert_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.backbone.distilbert.distilbert.html">hezar.models.backbone.distilbert.distilbert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+          <h1>Source code for hezar.metrics.cer</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span>
+
+<span class="kn">from</span> <span class="nn">..configs</span> <span class="kn">import</span> <span class="n">MetricConfig</span>
+<span class="kn">from</span> <span class="nn">..constants</span> <span class="kn">import</span> <span class="n">Backends</span><span class="p">,</span> <span class="n">MetricType</span>
+<span class="kn">from</span> <span class="nn">..registry</span> <span class="kn">import</span> <span class="n">register_metric</span>
+<span class="kn">from</span> <span class="nn">..utils</span> <span class="kn">import</span> <span class="n">is_backend_available</span>
+<span class="kn">from</span> <span class="nn">.metric</span> <span class="kn">import</span> <span class="n">Metric</span>
+
+
+<span class="k">if</span> <span class="n">is_backend_available</span><span class="p">(</span><span class="n">Backends</span><span class="o">.</span><span class="n">JIWER</span><span class="p">):</span>
+    <span class="kn">import</span> <span class="nn">jiwer</span>
+    <span class="kn">import</span> <span class="nn">jiwer.transforms</span> <span class="k">as</span> <span class="nn">tr</span>
+
+<span class="n">_DESCRIPTION</span> <span class="o">=</span> <span class="s2">&quot;Character Error Rate (CER) using `jiwer`. Commonly used for Speech Recognition and OCR systems&quot;</span>
+
+<span class="n">_required_backends</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="n">Backends</span><span class="o">.</span><span class="n">JIWER</span><span class="p">,</span>
+<span class="p">]</span>
+
+
+<div class="viewcode-block" id="CERConfig">
+<a class="viewcode-back" href="../../../source/hezar.metrics.cer.html#hezar.metrics.cer.CERConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">CERConfig</span><span class="p">(</span><span class="n">MetricConfig</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Configuration class for CER (Character Error Rate) metric.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        name (MetricType): The type of metric, CER in this case.</span>
+<span class="sd">        sentence_delimiter (str): Delimiter for separating sentences in texts.</span>
+<span class="sd">        concatenate_texts (bool): Flag to concatenate texts before computing CER.</span>
+<span class="sd">        output_keys (tuple): Keys to filter the metric results for output.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="n">MetricType</span><span class="o">.</span><span class="n">CER</span>
+    <span class="n">objective</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;minimize&quot;</span>
+    <span class="n">sentence_delimiter</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+    <span class="n">concatenate_texts</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span>
+    <span class="n">output_keys</span><span class="p">:</span> <span class="nb">tuple</span> <span class="o">=</span> <span class="p">(</span><span class="s2">&quot;cer&quot;</span><span class="p">,)</span></div>
+
+
+
+<div class="viewcode-block" id="CER">
+<a class="viewcode-back" href="../../../source/hezar.metrics.cer.html#hezar.metrics.cer.CER">[docs]</a>
+<span class="nd">@register_metric</span><span class="p">(</span><span class="s2">&quot;cer&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">CERConfig</span><span class="p">,</span> <span class="n">description</span><span class="o">=</span><span class="n">_DESCRIPTION</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">CER</span><span class="p">(</span><span class="n">Metric</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    CER metric for evaluating Character Error Rate using `jiwer`.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        config (CERConfig): Metric configuration object.</span>
+<span class="sd">        **kwargs: Extra configuration parameters passed as kwargs to update the `config`.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">required_backends</span> <span class="o">=</span> <span class="n">_required_backends</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">CERConfig</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="o">=</span><span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">transform</span> <span class="o">=</span> <span class="n">tr</span><span class="o">.</span><span class="n">Compose</span><span class="p">(</span>
+            <span class="p">[</span>
+                <span class="n">tr</span><span class="o">.</span><span class="n">RemoveMultipleSpaces</span><span class="p">(),</span>
+                <span class="n">tr</span><span class="o">.</span><span class="n">Strip</span><span class="p">(),</span>
+                <span class="n">tr</span><span class="o">.</span><span class="n">ReduceToSingleSentence</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">sentence_delimiter</span><span class="p">),</span>
+                <span class="n">tr</span><span class="o">.</span><span class="n">ReduceToListOfListOfChars</span><span class="p">(),</span>
+            <span class="p">]</span>
+        <span class="p">)</span>
+
+<div class="viewcode-block" id="CER.compute">
+<a class="viewcode-back" href="../../../source/hezar.metrics.cer.html#hezar.metrics.cer.CER.compute">[docs]</a>
+    <span class="k">def</span> <span class="nf">compute</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">predictions</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">targets</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">concatenate_texts</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">n_decimals</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_keys</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
+    <span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Computes the Character Error Rate (CER) for the given predictions against targets.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            predictions: Predicted texts.</span>
+<span class="sd">            targets: Ground truth texts.</span>
+<span class="sd">            concatenate_texts (bool): Flag to concatenate texts before computing CER.</span>
+<span class="sd">            n_decimals (int): Number of decimals for the final score.</span>
+<span class="sd">            output_keys (tuple): Filter the output keys.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            dict: A dictionary of the metric results, with keys specified by `output_keys`.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">concatenate_texts</span> <span class="o">=</span> <span class="n">concatenate_texts</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">concatenate_texts</span>
+        <span class="n">n_decimals</span> <span class="o">=</span> <span class="n">n_decimals</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">n_decimals</span>
+
+        <span class="k">if</span> <span class="n">concatenate_texts</span><span class="p">:</span>
+            <span class="n">score</span> <span class="o">=</span> <span class="n">jiwer</span><span class="o">.</span><span class="n">process_words</span><span class="p">(</span>
+                <span class="n">targets</span><span class="p">,</span>
+                <span class="n">predictions</span><span class="p">,</span>
+                <span class="n">reference_transform</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">transform</span><span class="p">,</span>
+                <span class="n">hypothesis_transform</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">transform</span><span class="p">,</span>
+            <span class="p">)</span><span class="o">.</span><span class="n">wer</span>
+
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">incorrect</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="n">total</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="k">for</span> <span class="n">prediction</span><span class="p">,</span> <span class="n">reference</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">predictions</span><span class="p">,</span> <span class="n">targets</span><span class="p">):</span>
+                <span class="n">measures</span> <span class="o">=</span> <span class="n">jiwer</span><span class="o">.</span><span class="n">process_words</span><span class="p">(</span>
+                    <span class="n">reference</span><span class="p">,</span>
+                    <span class="n">prediction</span><span class="p">,</span>
+                    <span class="n">reference_transform</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">transform</span><span class="p">,</span>
+                    <span class="n">hypothesis_transform</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">transform</span><span class="p">,</span>
+                <span class="p">)</span>
+                <span class="n">incorrect</span> <span class="o">+=</span> <span class="n">measures</span><span class="o">.</span><span class="n">substitutions</span> <span class="o">+</span> <span class="n">measures</span><span class="o">.</span><span class="n">deletions</span> <span class="o">+</span> <span class="n">measures</span><span class="o">.</span><span class="n">insertions</span>
+                <span class="n">total</span> <span class="o">+=</span> <span class="n">measures</span><span class="o">.</span><span class="n">substitutions</span> <span class="o">+</span> <span class="n">measures</span><span class="o">.</span><span class="n">deletions</span> <span class="o">+</span> <span class="n">measures</span><span class="o">.</span><span class="n">hits</span>
+
+            <span class="n">score</span> <span class="o">=</span> <span class="n">incorrect</span> <span class="o">/</span> <span class="n">total</span>
+
+        <span class="n">results</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;cer&quot;</span><span class="p">:</span> <span class="nb">round</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">score</span><span class="p">),</span> <span class="n">n_decimals</span><span class="p">)}</span>
+
+        <span class="k">if</span> <span class="n">output_keys</span><span class="p">:</span>
+            <span class="n">results</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">results</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">output_keys</span><span class="p">}</span>
+
+        <span class="k">return</span> <span class="n">results</span></div>
+</div>
+
+</pre></div>
+        </article>
+      </div>
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+        
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
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+        <article role="main">
+          <h1>Source code for hezar.metrics.f1</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Iterable</span>
+
+<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">f1_score</span>
+
+<span class="kn">from</span> <span class="nn">..configs</span> <span class="kn">import</span> <span class="n">MetricConfig</span>
+<span class="kn">from</span> <span class="nn">..constants</span> <span class="kn">import</span> <span class="n">Backends</span><span class="p">,</span> <span class="n">MetricType</span>
+<span class="kn">from</span> <span class="nn">..registry</span> <span class="kn">import</span> <span class="n">register_metric</span>
+<span class="kn">from</span> <span class="nn">.metric</span> <span class="kn">import</span> <span class="n">Metric</span>
+
+
+<span class="n">_required_backends</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="n">Backends</span><span class="o">.</span><span class="n">SCIKIT</span><span class="p">,</span>
+<span class="p">]</span>
+
+
+<div class="viewcode-block" id="F1Config">
+<a class="viewcode-back" href="../../../source/hezar.metrics.f1.html#hezar.metrics.f1.F1Config">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">F1Config</span><span class="p">(</span><span class="n">MetricConfig</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Configuration class for F1 metric.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        name (MetricType): The type of metric, F1 in this case.</span>
+<span class="sd">        pos_label (int): Label of the positive class.</span>
+<span class="sd">        average (str): Type of averaging for the F1 score.</span>
+<span class="sd">        sample_weight (Iterable[float]): Sample weights for the F1 score.</span>
+<span class="sd">        output_keys (tuple): Keys to filter the metric results for output.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="n">MetricType</span><span class="o">.</span><span class="n">F1</span>
+    <span class="n">objective</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;maximize&quot;</span>
+    <span class="n">pos_label</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="n">average</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;macro&quot;</span>
+    <span class="n">sample_weight</span><span class="p">:</span> <span class="n">Iterable</span><span class="p">[</span><span class="nb">float</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">output_keys</span><span class="p">:</span> <span class="nb">tuple</span> <span class="o">=</span> <span class="p">(</span><span class="s2">&quot;f1&quot;</span><span class="p">,)</span></div>
+
+
+
+<div class="viewcode-block" id="F1">
+<a class="viewcode-back" href="../../../source/hezar.metrics.f1.html#hezar.metrics.f1.F1">[docs]</a>
+<span class="nd">@register_metric</span><span class="p">(</span><span class="s2">&quot;f1&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">F1Config</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">F1</span><span class="p">(</span><span class="n">Metric</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    F1 metric for evaluating classification performance using sklearn&#39;s `f1_score`.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        config (F1Config): Metric configuration object.</span>
+<span class="sd">        **kwargs: Extra configuration parameters passed as kwargs to update the `config`.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">required_backends</span> <span class="o">=</span> <span class="n">_required_backends</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">F1Config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+
+<div class="viewcode-block" id="F1.compute">
+<a class="viewcode-back" href="../../../source/hezar.metrics.f1.html#hezar.metrics.f1.F1.compute">[docs]</a>
+    <span class="k">def</span> <span class="nf">compute</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">predictions</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">targets</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">labels</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">pos_label</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
+        <span class="n">average</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">sample_weight</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">zero_division</span><span class="o">=</span><span class="s2">&quot;warn&quot;</span><span class="p">,</span>
+        <span class="n">n_decimals</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_keys</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+    <span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Computes the F1 score for the given predictions against targets.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            predictions: Predicted labels.</span>
+<span class="sd">            targets: Ground truth labels.</span>
+<span class="sd">            labels: List of labels to include in the calculation.</span>
+<span class="sd">            pos_label (int): Label of the positive class.</span>
+<span class="sd">            average (str): Type of averaging for the F1 score.</span>
+<span class="sd">            sample_weight (Iterable[float]): Sample weights for the F1 score.</span>
+<span class="sd">            zero_division (str): Strategy to use for zero-division, default is &quot;warn&quot;.</span>
+<span class="sd">            n_decimals (int): Number of decimals for the final score.</span>
+<span class="sd">            output_keys (tuple): Filter the output keys.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            dict: A dictionary of the metric results, with keys specified by `output_keys`.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">pos_label</span> <span class="o">=</span> <span class="n">pos_label</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">pos_label</span>
+        <span class="n">average</span> <span class="o">=</span> <span class="n">average</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">average</span>
+        <span class="n">sample_weight</span> <span class="o">=</span> <span class="n">sample_weight</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">sample_weight</span>
+        <span class="n">n_decimals</span> <span class="o">=</span> <span class="n">n_decimals</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">n_decimals</span>
+        <span class="n">output_keys</span> <span class="o">=</span> <span class="n">output_keys</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">output_keys</span>
+
+        <span class="n">score</span> <span class="o">=</span> <span class="n">f1_score</span><span class="p">(</span>
+            <span class="n">targets</span><span class="p">,</span>
+            <span class="n">predictions</span><span class="p">,</span>
+            <span class="n">labels</span><span class="o">=</span><span class="n">labels</span><span class="p">,</span>
+            <span class="n">pos_label</span><span class="o">=</span><span class="n">pos_label</span><span class="p">,</span>
+            <span class="n">average</span><span class="o">=</span><span class="n">average</span><span class="p">,</span>
+            <span class="n">sample_weight</span><span class="o">=</span><span class="n">sample_weight</span><span class="p">,</span>
+            <span class="n">zero_division</span><span class="o">=</span><span class="n">zero_division</span><span class="p">,</span>
+        <span class="p">)</span>
+
+        <span class="n">score</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">score</span><span class="p">)</span> <span class="k">if</span> <span class="n">score</span><span class="o">.</span><span class="n">size</span> <span class="o">==</span> <span class="mi">1</span> <span class="k">else</span> <span class="n">score</span>
+
+        <span class="n">results</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;f1&quot;</span><span class="p">:</span> <span class="nb">round</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">score</span><span class="p">),</span> <span class="n">n_decimals</span><span class="p">)}</span>
+
+        <span class="k">if</span> <span class="n">output_keys</span><span class="p">:</span>
+            <span class="n">results</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">results</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">output_keys</span><span class="p">}</span>
+
+        <span class="k">return</span> <span class="n">results</span></div>
+</div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          
+          
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+        <div class="bottom-of-page">
+          <div class="left-details">
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diff --git a/_modules/hezar/metrics/metric.html b/_modules/hezar/metrics/metric.html
new file mode 100644
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+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../../../">
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+
+    <link rel="shortcut icon" href="../../../_static/hezar_logo.svg"/><!-- Generated with Sphinx 7.2.6 and Furo 2023.09.10 -->
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
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+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="../../../source/hezar.builders.html">hezar.builders module</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../../../source/hezar.registry.html">hezar.registry module</a></li>
+</ul>
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+<li class="toctree-l1"><a class="reference internal" href="../../../contributing.html">Contributing to Hezar</a></li>
+</ul>
+
+</div>
+</div>
+
+      </div>
+      
+    </div>
+  </aside>
+  <div class="main">
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+        <article role="main">
+          <h1>Source code for hezar.metrics.metric</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span>
+
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">List</span>
+
+<span class="kn">from</span> <span class="nn">..configs</span> <span class="kn">import</span> <span class="n">MetricConfig</span>
+<span class="kn">from</span> <span class="nn">..constants</span> <span class="kn">import</span> <span class="n">Backends</span>
+<span class="kn">from</span> <span class="nn">..utils</span> <span class="kn">import</span> <span class="n">verify_dependencies</span>
+
+
+<div class="viewcode-block" id="Metric">
+<a class="viewcode-back" href="../../../source/hezar.metrics.metric.html#hezar.metrics.metric.Metric">[docs]</a>
+<span class="k">class</span> <span class="nc">Metric</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    The base metric class for all metrics in Hezar.</span>
+
+<span class="sd">    Metrics are simple wrappers for casual ready-to-use metrics like in scikit-learn, etc. and it&#39;s strongly recommended</span>
+<span class="sd">    not to reinvent the wheel. If a metric is already implemented by some package, use it! The only reason to implement</span>
+<span class="sd">    such a module, is to make sure the metrics are treated the same all over the framework.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">required_backends</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span> <span class="o">|</span> <span class="n">Backends</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">MetricConfig</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="c1"># Check if all the required dependencies are installed</span>
+        <span class="n">verify_dependencies</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">required_backends</span><span class="p">)</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">config</span> <span class="o">=</span> <span class="n">config</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">kwargs</span><span class="p">)</span>
+
+<div class="viewcode-block" id="Metric.compute">
+<a class="viewcode-back" href="../../../source/hezar.metrics.metric.html#hezar.metrics.metric.Metric.compute">[docs]</a>
+    <span class="k">def</span> <span class="nf">compute</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">predictions</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">targets</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Compute metric value for the given predictions against the targets</span>
+<span class="sd">        Args:</span>
+<span class="sd">            predictions: Prediction values</span>
+<span class="sd">            targets: Ground truth values</span>
+<span class="sd">            **kwargs: Extra arguments depending on the metric</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            A dictionary of the results and scores</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">raise</span> <span class="ne">NotImplementedError</span></div>
+</div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          
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diff --git a/_modules/hezar/metrics/precision.html b/_modules/hezar/metrics/precision.html
new file mode 100644
index 00000000..5ff03313
--- /dev/null
+++ b/_modules/hezar/metrics/precision.html
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+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../../../">
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+
+    <link rel="shortcut icon" href="../../../_static/hezar_logo.svg"/><!-- Generated with Sphinx 7.2.6 and Furo 2023.09.10 -->
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
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+        <article role="main">
+          <h1>Source code for hezar.metrics.precision</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span>
+
+<span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Iterable</span>
+
+<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">precision_score</span>
+
+<span class="kn">from</span> <span class="nn">..configs</span> <span class="kn">import</span> <span class="n">MetricConfig</span>
+<span class="kn">from</span> <span class="nn">..constants</span> <span class="kn">import</span> <span class="n">Backends</span><span class="p">,</span> <span class="n">MetricType</span>
+<span class="kn">from</span> <span class="nn">..registry</span> <span class="kn">import</span> <span class="n">register_metric</span>
+<span class="kn">from</span> <span class="nn">.metric</span> <span class="kn">import</span> <span class="n">Metric</span>
+
+
+<span class="n">_required_backends</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="n">Backends</span><span class="o">.</span><span class="n">SCIKIT</span><span class="p">,</span>
+<span class="p">]</span>
+
+
+<div class="viewcode-block" id="PrecisionConfig">
+<a class="viewcode-back" href="../../../source/hezar.metrics.precision.html#hezar.metrics.precision.PrecisionConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">PrecisionConfig</span><span class="p">(</span><span class="n">MetricConfig</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Configuration class for Precision metric.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        name (MetricType): The type of metric, Precision in this case.</span>
+<span class="sd">        pos_label (int): Label of the positive class.</span>
+<span class="sd">        average (str): Type of averaging for the precision score.</span>
+<span class="sd">        sample_weight (Iterable[float]): Sample weights for the precision score.</span>
+<span class="sd">        zero_division (str | float): Strategy for zero-division, default is 0.0.</span>
+<span class="sd">        output_keys (tuple): Keys to filter the metric results for output.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="n">MetricType</span><span class="o">.</span><span class="n">PRECISION</span>
+    <span class="n">objective</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;maximize&quot;</span>
+    <span class="n">pos_label</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="n">average</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;macro&quot;</span>
+    <span class="n">sample_weight</span><span class="p">:</span> <span class="n">Iterable</span><span class="p">[</span><span class="nb">float</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">zero_division</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.0</span>
+    <span class="n">output_keys</span><span class="p">:</span> <span class="nb">tuple</span> <span class="o">=</span> <span class="p">(</span><span class="s2">&quot;precision&quot;</span><span class="p">,)</span></div>
+
+
+
+<div class="viewcode-block" id="Precision">
+<a class="viewcode-back" href="../../../source/hezar.metrics.precision.html#hezar.metrics.precision.Precision">[docs]</a>
+<span class="nd">@register_metric</span><span class="p">(</span><span class="s2">&quot;precision&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">PrecisionConfig</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">Precision</span><span class="p">(</span><span class="n">Metric</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Precision metric for evaluating classification performance using sklearn&#39;s `precision_score`.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        config (PrecisionConfig): Metric configuration object.</span>
+<span class="sd">        **kwargs: Extra configuration parameters passed as kwargs to update the `config`.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">required_backends</span> <span class="o">=</span> <span class="n">_required_backends</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">PrecisionConfig</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+
+<div class="viewcode-block" id="Precision.compute">
+<a class="viewcode-back" href="../../../source/hezar.metrics.precision.html#hezar.metrics.precision.Precision.compute">[docs]</a>
+    <span class="k">def</span> <span class="nf">compute</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">predictions</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">targets</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">labels</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">pos_label</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
+        <span class="n">average</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">sample_weight</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">zero_division</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">n_decimals</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_keys</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+    <span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Computes the Precision score for the given predictions against targets.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            predictions: Predicted labels.</span>
+<span class="sd">            targets: Ground truth labels.</span>
+<span class="sd">            labels: List of labels to include in the calculation.</span>
+<span class="sd">            pos_label (int): Label of the positive class.</span>
+<span class="sd">            average (str): Type of averaging for the precision score.</span>
+<span class="sd">            sample_weight (Iterable[float]): Sample weights for the precision score.</span>
+<span class="sd">            zero_division (str | float): Strategy for zero-division, default is 0.0.</span>
+<span class="sd">            n_decimals (int): Number of decimals for the final score.</span>
+<span class="sd">            output_keys (tuple): Filter the output keys.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            dict: A dictionary of the metric results, with keys specified by `output_keys`.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">pos_label</span> <span class="o">=</span> <span class="n">pos_label</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">pos_label</span>
+        <span class="n">average</span> <span class="o">=</span> <span class="n">average</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">average</span>
+        <span class="n">sample_weight</span> <span class="o">=</span> <span class="n">sample_weight</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">sample_weight</span>
+        <span class="n">zero_division</span> <span class="o">=</span> <span class="n">zero_division</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">zero_division</span>
+        <span class="n">n_decimals</span> <span class="o">=</span> <span class="n">n_decimals</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">n_decimals</span>
+        <span class="n">output_keys</span> <span class="o">=</span> <span class="n">output_keys</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">output_keys</span>
+
+        <span class="n">score</span> <span class="o">=</span> <span class="n">precision_score</span><span class="p">(</span>
+            <span class="n">targets</span><span class="p">,</span>
+            <span class="n">predictions</span><span class="p">,</span>
+            <span class="n">labels</span><span class="o">=</span><span class="n">labels</span><span class="p">,</span>
+            <span class="n">pos_label</span><span class="o">=</span><span class="n">pos_label</span><span class="p">,</span>
+            <span class="n">average</span><span class="o">=</span><span class="n">average</span><span class="p">,</span>
+            <span class="n">sample_weight</span><span class="o">=</span><span class="n">sample_weight</span><span class="p">,</span>
+            <span class="n">zero_division</span><span class="o">=</span><span class="n">zero_division</span><span class="p">,</span>
+        <span class="p">)</span>
+
+        <span class="n">score</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">score</span><span class="p">)</span> <span class="k">if</span> <span class="n">score</span><span class="o">.</span><span class="n">size</span> <span class="o">==</span> <span class="mi">1</span> <span class="k">else</span> <span class="n">score</span>
+
+        <span class="n">results</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;precision&quot;</span><span class="p">:</span> <span class="nb">round</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">score</span><span class="p">),</span> <span class="n">n_decimals</span><span class="p">)}</span>
+
+        <span class="k">if</span> <span class="n">output_keys</span><span class="p">:</span>
+            <span class="n">results</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">results</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">output_keys</span><span class="p">}</span>
+
+        <span class="k">return</span> <span class="n">results</span></div>
+</div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
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+<!doctype html>
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+        <article role="main">
+          <h1>Source code for hezar.metrics.recall</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span>
+
+<span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Iterable</span>
+
+<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">recall_score</span>
+
+<span class="kn">from</span> <span class="nn">..configs</span> <span class="kn">import</span> <span class="n">MetricConfig</span>
+<span class="kn">from</span> <span class="nn">..constants</span> <span class="kn">import</span> <span class="n">Backends</span><span class="p">,</span> <span class="n">MetricType</span>
+<span class="kn">from</span> <span class="nn">..registry</span> <span class="kn">import</span> <span class="n">register_metric</span>
+<span class="kn">from</span> <span class="nn">.metric</span> <span class="kn">import</span> <span class="n">Metric</span>
+
+
+<span class="n">_required_backends</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="n">Backends</span><span class="o">.</span><span class="n">SCIKIT</span><span class="p">,</span>
+<span class="p">]</span>
+
+
+<div class="viewcode-block" id="RecallConfig">
+<a class="viewcode-back" href="../../../source/hezar.metrics.recall.html#hezar.metrics.recall.RecallConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">RecallConfig</span><span class="p">(</span><span class="n">MetricConfig</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Configuration class for Recall metric.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        name (MetricType): The type of metric, Recall in this case.</span>
+<span class="sd">        pos_label (int): Label of the positive class.</span>
+<span class="sd">        average (str): Type of averaging for the recall score.</span>
+<span class="sd">        sample_weight (Iterable[float]): Sample weights for the recall score.</span>
+<span class="sd">        zero_division (str | float): Strategy for zero-division, default is 0.0.</span>
+<span class="sd">        output_keys (tuple): Keys to filter the metric results for output.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="n">MetricType</span><span class="o">.</span><span class="n">RECALL</span>
+    <span class="n">objective</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;maximize&quot;</span>
+    <span class="n">pos_label</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="n">average</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;macro&quot;</span>
+    <span class="n">sample_weight</span><span class="p">:</span> <span class="n">Iterable</span><span class="p">[</span><span class="nb">float</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">zero_division</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.0</span>
+    <span class="n">output_keys</span><span class="p">:</span> <span class="nb">tuple</span> <span class="o">=</span> <span class="p">(</span><span class="s2">&quot;recall&quot;</span><span class="p">,)</span></div>
+
+
+
+<div class="viewcode-block" id="Recall">
+<a class="viewcode-back" href="../../../source/hezar.metrics.recall.html#hezar.metrics.recall.Recall">[docs]</a>
+<span class="nd">@register_metric</span><span class="p">(</span><span class="s2">&quot;recall&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">RecallConfig</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">Recall</span><span class="p">(</span><span class="n">Metric</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Recall metric for evaluating classification performance using sklearn&#39;s `recall_score`.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        config (RecallConfig): Metric configuration object.</span>
+<span class="sd">        **kwargs: Extra configuration parameters passed as kwargs to update the `config`.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">required_backends</span> <span class="o">=</span> <span class="n">_required_backends</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">RecallConfig</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+
+<div class="viewcode-block" id="Recall.compute">
+<a class="viewcode-back" href="../../../source/hezar.metrics.recall.html#hezar.metrics.recall.Recall.compute">[docs]</a>
+    <span class="k">def</span> <span class="nf">compute</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">predictions</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">targets</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">labels</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">pos_label</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">average</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">sample_weight</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">zero_division</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">n_decimals</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_keys</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+    <span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Computes the Recall score for the given predictions against targets.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            predictions: Predicted labels.</span>
+<span class="sd">            targets: Ground truth labels.</span>
+<span class="sd">            labels: List of labels to include in the calculation.</span>
+<span class="sd">            pos_label (int): Label of the positive class.</span>
+<span class="sd">            average (str): Type of averaging for the recall score.</span>
+<span class="sd">            sample_weight (Iterable[float]): Sample weights for the recall score.</span>
+<span class="sd">            zero_division (str | float): Strategy for zero-division, default is 0.0.</span>
+<span class="sd">            n_decimals (int): Number of decimals for the final score.</span>
+<span class="sd">            output_keys (tuple): Filter the output keys.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            dict: A dictionary of the metric results, with keys specified by `output_keys`.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">pos_label</span> <span class="o">=</span> <span class="n">pos_label</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">pos_label</span>
+        <span class="n">average</span> <span class="o">=</span> <span class="n">average</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">average</span>
+        <span class="n">sample_weight</span> <span class="o">=</span> <span class="n">sample_weight</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">sample_weight</span>
+        <span class="n">zero_division</span> <span class="o">=</span> <span class="n">zero_division</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">zero_division</span>
+        <span class="n">n_decimals</span> <span class="o">=</span> <span class="n">n_decimals</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">n_decimals</span>
+        <span class="n">output_keys</span> <span class="o">=</span> <span class="n">output_keys</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">output_keys</span>
+
+        <span class="n">score</span> <span class="o">=</span> <span class="n">recall_score</span><span class="p">(</span>
+            <span class="n">targets</span><span class="p">,</span>
+            <span class="n">predictions</span><span class="p">,</span>
+            <span class="n">labels</span><span class="o">=</span><span class="n">labels</span><span class="p">,</span>
+            <span class="n">pos_label</span><span class="o">=</span><span class="n">pos_label</span><span class="p">,</span>
+            <span class="n">average</span><span class="o">=</span><span class="n">average</span><span class="p">,</span>
+            <span class="n">sample_weight</span><span class="o">=</span><span class="n">sample_weight</span><span class="p">,</span>
+            <span class="n">zero_division</span><span class="o">=</span><span class="n">zero_division</span><span class="p">,</span>
+        <span class="p">)</span>
+
+        <span class="n">score</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">score</span><span class="p">)</span> <span class="k">if</span> <span class="n">score</span><span class="o">.</span><span class="n">size</span> <span class="o">==</span> <span class="mi">1</span> <span class="k">else</span> <span class="n">score</span>
+
+        <span class="n">results</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;recall&quot;</span><span class="p">:</span> <span class="nb">round</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">score</span><span class="p">),</span> <span class="n">n_decimals</span><span class="p">)}</span>
+
+        <span class="k">if</span> <span class="n">output_keys</span><span class="p">:</span>
+            <span class="n">results</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">results</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">output_keys</span><span class="p">}</span>
+
+        <span class="k">return</span> <span class="n">results</span></div>
+</div>
+
+</pre></div>
+        </article>
+      </div>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
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+        <article role="main">
+          <h1>Source code for hezar.metrics.rouge</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span>
+
+<span class="kn">from</span> <span class="nn">..configs</span> <span class="kn">import</span> <span class="n">MetricConfig</span>
+<span class="kn">from</span> <span class="nn">..constants</span> <span class="kn">import</span> <span class="n">Backends</span><span class="p">,</span> <span class="n">MetricType</span>
+<span class="kn">from</span> <span class="nn">..registry</span> <span class="kn">import</span> <span class="n">register_metric</span>
+<span class="kn">from</span> <span class="nn">..utils</span> <span class="kn">import</span> <span class="n">is_backend_available</span>
+<span class="kn">from</span> <span class="nn">.metric</span> <span class="kn">import</span> <span class="n">Metric</span>
+
+
+<span class="k">if</span> <span class="n">is_backend_available</span><span class="p">(</span><span class="n">Backends</span><span class="o">.</span><span class="n">ROUGE</span><span class="p">):</span>
+    <span class="kn">from</span> <span class="nn">rouge_score</span> <span class="kn">import</span> <span class="n">rouge_scorer</span><span class="p">,</span> <span class="n">scoring</span>
+
+<span class="n">_DESCRIPTION</span> <span class="o">=</span> <span class="s2">&quot;Rouge estimation. Commonly used for Text Summarization&quot;</span>
+
+<span class="n">_required_backends</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="n">Backends</span><span class="o">.</span><span class="n">ROUGE</span><span class="p">,</span>
+<span class="p">]</span>
+
+
+<div class="viewcode-block" id="ROUGEConfig">
+<a class="viewcode-back" href="../../../source/hezar.metrics.rouge.html#hezar.metrics.rouge.ROUGEConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">ROUGEConfig</span><span class="p">(</span><span class="n">MetricConfig</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Configuration class for ROUGE metric.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        name (MetricType): The type of metric, ROUGE in this case.</span>
+<span class="sd">        use_stemmer (bool): Flag to enable stemming when computing ROUGE.</span>
+<span class="sd">        use_aggregator (bool): Flag to enable score aggregation for multiple references.</span>
+<span class="sd">        multi_ref (bool): Flag to indicate if multiple references are present.</span>
+<span class="sd">        output_keys (tuple): Keys to filter the metric results for output.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="n">MetricType</span><span class="o">.</span><span class="n">ROUGE</span>
+    <span class="n">objective</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;maximize&quot;</span>
+    <span class="n">use_stemmer</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span>
+    <span class="n">use_aggregator</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">multi_ref</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">output_keys</span><span class="p">:</span> <span class="nb">tuple</span> <span class="o">=</span> <span class="p">(</span><span class="s2">&quot;rouge1&quot;</span><span class="p">,</span> <span class="s2">&quot;rouge2&quot;</span><span class="p">,</span> <span class="s2">&quot;rougeL&quot;</span><span class="p">,</span> <span class="s2">&quot;rougeLsum&quot;</span><span class="p">,)</span></div>
+
+
+
+<div class="viewcode-block" id="ROUGE">
+<a class="viewcode-back" href="../../../source/hezar.metrics.rouge.html#hezar.metrics.rouge.ROUGE">[docs]</a>
+<span class="nd">@register_metric</span><span class="p">(</span><span class="s2">&quot;rouge&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">ROUGEConfig</span><span class="p">,</span> <span class="n">description</span><span class="o">=</span><span class="n">_DESCRIPTION</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">ROUGE</span><span class="p">(</span><span class="n">Metric</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    ROUGE metric for evaluating text summarization using `rouge_score`.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        config (ROUGEConfig): Metric configuration object.</span>
+<span class="sd">        **kwargs: Extra configuration parameters passed as kwargs to update the `config`.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">required_backends</span> <span class="o">=</span> <span class="n">_required_backends</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">ROUGEConfig</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="o">=</span><span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="n">rouge_types</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;rouge1&quot;</span><span class="p">,</span> <span class="s2">&quot;rouge2&quot;</span><span class="p">,</span> <span class="s2">&quot;rougeL&quot;</span><span class="p">,</span> <span class="s2">&quot;rougeLsum&quot;</span><span class="p">]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">scorer</span> <span class="o">=</span> <span class="n">rouge_scorer</span><span class="o">.</span><span class="n">RougeScorer</span><span class="p">(</span>
+            <span class="n">rouge_types</span><span class="o">=</span><span class="n">rouge_types</span><span class="p">,</span>
+            <span class="n">use_stemmer</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">use_stemmer</span><span class="p">,</span>
+        <span class="p">)</span>
+
+<div class="viewcode-block" id="ROUGE.compute">
+<a class="viewcode-back" href="../../../source/hezar.metrics.rouge.html#hezar.metrics.rouge.ROUGE.compute">[docs]</a>
+    <span class="k">def</span> <span class="nf">compute</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">predictions</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">targets</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">use_aggregator</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">n_decimals</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_keys</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
+    <span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Computes the ROUGE scores for the given predictions against targets.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            predictions: Predicted summaries.</span>
+<span class="sd">            targets: Ground truth summaries.</span>
+<span class="sd">            use_aggregator (bool): Flag to enable score aggregation for multiple references.</span>
+<span class="sd">            n_decimals (int): Number of decimals for the final score.</span>
+<span class="sd">            output_keys (tuple): Filter the output keys.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            dict: A dictionary of the metric results, with keys specified by `output_keys`.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">aggregator</span> <span class="o">=</span> <span class="n">scoring</span><span class="o">.</span><span class="n">BootstrapAggregator</span><span class="p">()</span>
+
+        <span class="k">for</span> <span class="n">ref</span><span class="p">,</span> <span class="n">pred</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">targets</span><span class="p">,</span> <span class="n">predictions</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">multi_ref</span><span class="p">:</span>
+                <span class="n">score</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">scorer</span><span class="o">.</span><span class="n">score_multi</span><span class="p">(</span><span class="n">ref</span><span class="p">,</span> <span class="n">pred</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">score</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">scorer</span><span class="o">.</span><span class="n">score</span><span class="p">(</span><span class="n">ref</span><span class="p">,</span> <span class="n">pred</span><span class="p">)</span>
+
+            <span class="n">aggregator</span><span class="o">.</span><span class="n">add_scores</span><span class="p">(</span><span class="n">score</span><span class="p">)</span>
+
+        <span class="n">results</span> <span class="o">=</span> <span class="n">aggregator</span><span class="o">.</span><span class="n">aggregate</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">results</span><span class="p">:</span>
+            <span class="n">results</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">=</span> <span class="n">results</span><span class="p">[</span><span class="n">key</span><span class="p">]</span><span class="o">.</span><span class="n">mid</span><span class="o">.</span><span class="n">fmeasure</span>
+
+        <span class="k">if</span> <span class="n">output_keys</span><span class="p">:</span>
+            <span class="n">results</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="nb">round</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="mi">4</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">results</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">output_keys</span><span class="p">}</span>
+
+        <span class="k">return</span> <span class="n">results</span></div>
+</div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          
+          
+        </div>
+        <div class="bottom-of-page">
+          <div class="left-details">
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+            </div>
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+            
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+            
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+    <aside class="toc-drawer no-toc">
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diff --git a/_modules/hezar/metrics/seqeval.html b/_modules/hezar/metrics/seqeval.html
new file mode 100644
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+++ b/_modules/hezar/metrics/seqeval.html
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+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../../../">
+  <head><meta charset="utf-8"/>
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+
+    <link rel="shortcut icon" href="../../../_static/hezar_logo.svg"/><!-- Generated with Sphinx 7.2.6 and Furo 2023.09.10 -->
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+</ul>
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+</ul>
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+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
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+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
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+        <article role="main">
+          <h1>Source code for hezar.metrics.seqeval</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span>
+
+<span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Optional</span>
+
+<span class="kn">from</span> <span class="nn">..configs</span> <span class="kn">import</span> <span class="n">MetricConfig</span>
+<span class="kn">from</span> <span class="nn">..constants</span> <span class="kn">import</span> <span class="n">Backends</span><span class="p">,</span> <span class="n">MetricType</span>
+<span class="kn">from</span> <span class="nn">..registry</span> <span class="kn">import</span> <span class="n">register_metric</span>
+<span class="kn">from</span> <span class="nn">..utils</span> <span class="kn">import</span> <span class="n">Logger</span><span class="p">,</span> <span class="n">is_backend_available</span>
+<span class="kn">from</span> <span class="nn">.metric</span> <span class="kn">import</span> <span class="n">Metric</span>
+
+
+<span class="k">if</span> <span class="n">is_backend_available</span><span class="p">(</span><span class="n">Backends</span><span class="o">.</span><span class="n">SEQEVAL</span><span class="p">):</span>
+    <span class="kn">from</span> <span class="nn">seqeval.metrics</span> <span class="kn">import</span> <span class="n">accuracy_score</span><span class="p">,</span> <span class="n">classification_report</span>
+
+<span class="n">_required_backends</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="n">Backends</span><span class="o">.</span><span class="n">SEQEVAL</span><span class="p">,</span>
+<span class="p">]</span>
+
+<span class="n">logger</span> <span class="o">=</span> <span class="n">Logger</span><span class="p">(</span><span class="vm">__name__</span><span class="p">)</span>
+
+
+<div class="viewcode-block" id="SeqevalConfig">
+<a class="viewcode-back" href="../../../source/hezar.metrics.seqeval.html#hezar.metrics.seqeval.SeqevalConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">SeqevalConfig</span><span class="p">(</span><span class="n">MetricConfig</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Configuration class for Seqeval metric.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        name (MetricType): The type of metric, Seqeval in this case.</span>
+<span class="sd">        output_keys (tuple): Keys to filter the metric results for output.</span>
+<span class="sd">        suffix (bool): Flag to indicate whether the labels have suffixes.</span>
+<span class="sd">        mode (Optional[str]): Evaluation mode for seqeval.</span>
+<span class="sd">        sample_weight (Optional[List[int]]): Sample weights for the seqeval metrics.</span>
+<span class="sd">        zero_division (str | int): Strategy for zero-division, default is 0.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="n">MetricType</span><span class="o">.</span><span class="n">SEQEVAL</span>
+    <span class="n">objective</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;maximize&quot;</span>
+    <span class="n">output_keys</span><span class="p">:</span> <span class="nb">tuple</span> <span class="o">=</span> <span class="p">(</span><span class="s2">&quot;accuracy&quot;</span><span class="p">,</span> <span class="s2">&quot;recall&quot;</span><span class="p">,</span> <span class="s2">&quot;precision&quot;</span><span class="p">,</span> <span class="s2">&quot;f1&quot;</span><span class="p">)</span>
+    <span class="n">suffix</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span>
+    <span class="n">mode</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">sample_weight</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">zero_division</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span></div>
+
+
+
+<div class="viewcode-block" id="Seqeval">
+<a class="viewcode-back" href="../../../source/hezar.metrics.seqeval.html#hezar.metrics.seqeval.Seqeval">[docs]</a>
+<span class="nd">@register_metric</span><span class="p">(</span><span class="s2">&quot;seqeval&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">SeqevalConfig</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">Seqeval</span><span class="p">(</span><span class="n">Metric</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Seqeval metric for sequence labeling tasks using `seqeval`.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        config (SeqevalConfig): Metric configuration object.</span>
+<span class="sd">        **kwargs: Extra configuration parameters passed as kwargs to update the `config`.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">required_backends</span> <span class="o">=</span> <span class="n">_required_backends</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">SeqevalConfig</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+
+<div class="viewcode-block" id="Seqeval.compute">
+<a class="viewcode-back" href="../../../source/hezar.metrics.seqeval.html#hezar.metrics.seqeval.Seqeval.compute">[docs]</a>
+    <span class="k">def</span> <span class="nf">compute</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">predictions</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">targets</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">suffix</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">mode</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">sample_weight</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">zero_division</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">n_decimals</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_keys</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
+    <span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Computes the Seqeval scores for the given predictions against targets.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            predictions: Predicted labels.</span>
+<span class="sd">            targets: Ground truth labels.</span>
+<span class="sd">            suffix (bool): Flag to indicate whether the labels have suffixes.</span>
+<span class="sd">            mode (Optional[str]): Evaluation mode for seqeval.</span>
+<span class="sd">            sample_weight (Optional[List[int]]): Sample weights for the seqeval metrics.</span>
+<span class="sd">            zero_division (str | int): Strategy for zero-division, default is 0.</span>
+<span class="sd">            n_decimals (int): Number of decimals for the final score.</span>
+<span class="sd">            output_keys (tuple): Filter the output keys.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            dict: A dictionary of the metric results, with keys specified by `output_keys`.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">suffix</span> <span class="o">=</span> <span class="n">suffix</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">suffix</span>
+        <span class="n">mode</span> <span class="o">=</span> <span class="n">mode</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">mode</span>
+        <span class="n">sample_weight</span> <span class="o">=</span> <span class="n">sample_weight</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">sample_weight</span>
+        <span class="n">zero_division</span> <span class="o">=</span> <span class="n">zero_division</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">zero_division</span>
+        <span class="n">n_decimals</span> <span class="o">=</span> <span class="n">n_decimals</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">n_decimals</span>
+        <span class="n">output_keys</span> <span class="o">=</span> <span class="n">output_keys</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">output_keys</span>
+
+        <span class="n">report</span> <span class="o">=</span> <span class="n">classification_report</span><span class="p">(</span>
+            <span class="n">y_true</span><span class="o">=</span><span class="n">targets</span><span class="p">,</span>
+            <span class="n">y_pred</span><span class="o">=</span><span class="n">predictions</span><span class="p">,</span>
+            <span class="n">suffix</span><span class="o">=</span><span class="n">suffix</span><span class="p">,</span>
+            <span class="n">output_dict</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+            <span class="n">mode</span><span class="o">=</span><span class="n">mode</span><span class="p">,</span>
+            <span class="n">sample_weight</span><span class="o">=</span><span class="n">sample_weight</span><span class="p">,</span>
+            <span class="n">zero_division</span><span class="o">=</span><span class="n">zero_division</span><span class="p">,</span>
+        <span class="p">)</span>
+        <span class="n">report</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="s2">&quot;macro avg&quot;</span><span class="p">)</span>
+        <span class="n">report</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="s2">&quot;weighted avg&quot;</span><span class="p">)</span>
+        <span class="n">overall_score</span> <span class="o">=</span> <span class="n">report</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="s2">&quot;micro avg&quot;</span><span class="p">)</span>
+
+        <span class="n">results</span> <span class="o">=</span> <span class="p">{</span>
+            <span class="s2">&quot;accuracy&quot;</span><span class="p">:</span> <span class="nb">format</span><span class="p">(</span><span class="n">accuracy_score</span><span class="p">(</span><span class="n">predictions</span><span class="p">,</span> <span class="n">targets</span><span class="p">)),</span>
+            <span class="s2">&quot;f1&quot;</span><span class="p">:</span> <span class="n">overall_score</span><span class="p">[</span><span class="s2">&quot;f1-score&quot;</span><span class="p">],</span>
+            <span class="s2">&quot;recall&quot;</span><span class="p">:</span> <span class="n">overall_score</span><span class="p">[</span><span class="s2">&quot;recall&quot;</span><span class="p">],</span>
+            <span class="s2">&quot;precision&quot;</span><span class="p">:</span> <span class="n">overall_score</span><span class="p">[</span><span class="s2">&quot;precision&quot;</span><span class="p">],</span>
+        <span class="p">}</span>
+
+        <span class="n">results</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="nb">round</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">v</span><span class="p">),</span> <span class="n">n_decimals</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">results</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+
+        <span class="k">if</span> <span class="n">output_keys</span><span class="p">:</span>
+            <span class="n">results</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">results</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">output_keys</span><span class="p">}</span>
+
+        <span class="k">return</span> <span class="n">results</span></div>
+</div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          
+          
+        </div>
+        <div class="bottom-of-page">
+          <div class="left-details">
+            <div class="copyright">
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diff --git a/_modules/hezar/metrics/wer.html b/_modules/hezar/metrics/wer.html
new file mode 100644
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+++ b/_modules/hezar/metrics/wer.html
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+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../../../">
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+
+    <link rel="shortcut icon" href="../../../_static/hezar_logo.svg"/><!-- Generated with Sphinx 7.2.6 and Furo 2023.09.10 -->
+        <title>hezar.metrics.wer - Hezar Documentation</title>
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+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.data.datasets.dataset.html">hezar.data.datasets.dataset module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.data.datasets.image_captioning_dataset.html">hezar.data.datasets.image_captioning_dataset module</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.data.datasets.sequence_labeling_dataset.html">hezar.data.datasets.sequence_labeling_dataset module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.data.datasets.text_classification_dataset.html">hezar.data.datasets.text_classification_dataset module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.data.datasets.text_summarization_dataset.html">hezar.data.datasets.text_summarization_dataset module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.data.data_collators.html">hezar.data.data_collators module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.embeddings.word2vec.html">hezar.embeddings.word2vec module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.metrics.wer.html">hezar.metrics.wer module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
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+          <h1>Source code for hezar.metrics.wer</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span>
+
+<span class="kn">from</span> <span class="nn">..configs</span> <span class="kn">import</span> <span class="n">MetricConfig</span>
+<span class="kn">from</span> <span class="nn">..constants</span> <span class="kn">import</span> <span class="n">Backends</span><span class="p">,</span> <span class="n">MetricType</span>
+<span class="kn">from</span> <span class="nn">..registry</span> <span class="kn">import</span> <span class="n">register_metric</span>
+<span class="kn">from</span> <span class="nn">..utils</span> <span class="kn">import</span> <span class="n">is_backend_available</span>
+<span class="kn">from</span> <span class="nn">.metric</span> <span class="kn">import</span> <span class="n">Metric</span>
+
+
+<span class="k">if</span> <span class="n">is_backend_available</span><span class="p">(</span><span class="n">Backends</span><span class="o">.</span><span class="n">JIWER</span><span class="p">):</span>
+    <span class="kn">import</span> <span class="nn">jiwer</span>
+
+<span class="n">_DESCRIPTION</span> <span class="o">=</span> <span class="s2">&quot;Word Error Rate (WER) using `jiwer`. Commonly used for Speech Recognition systems&quot;</span>
+
+<span class="n">_required_backends</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="n">Backends</span><span class="o">.</span><span class="n">JIWER</span><span class="p">,</span>
+<span class="p">]</span>
+
+
+<div class="viewcode-block" id="WERConfig">
+<a class="viewcode-back" href="../../../source/hezar.metrics.wer.html#hezar.metrics.wer.WERConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">WERConfig</span><span class="p">(</span><span class="n">MetricConfig</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Configuration class for WER metric.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        name (MetricType): The type of metric, WER in this case.</span>
+<span class="sd">        concatenate_texts (bool): Flag to indicate whether to concatenate texts before WER calculation.</span>
+<span class="sd">        output_keys (tuple): Keys to filter the metric results for output.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="n">MetricType</span><span class="o">.</span><span class="n">WER</span>
+    <span class="n">objective</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;minimize&quot;</span>
+    <span class="n">concatenate_texts</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span>
+    <span class="n">output_keys</span><span class="p">:</span> <span class="nb">tuple</span> <span class="o">=</span> <span class="p">(</span><span class="s2">&quot;wer&quot;</span><span class="p">,)</span></div>
+
+
+
+<div class="viewcode-block" id="WER">
+<a class="viewcode-back" href="../../../source/hezar.metrics.wer.html#hezar.metrics.wer.WER">[docs]</a>
+<span class="nd">@register_metric</span><span class="p">(</span><span class="s2">&quot;wer&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">WERConfig</span><span class="p">,</span> <span class="n">description</span><span class="o">=</span><span class="n">_DESCRIPTION</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">WER</span><span class="p">(</span><span class="n">Metric</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    WER metric for evaluating Word Error Rate using `jiwer`.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        config (WERConfig): Metric configuration object.</span>
+<span class="sd">        **kwargs: Extra configuration parameters passed as kwargs to update the `config`.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">required_backends</span> <span class="o">=</span> <span class="n">_required_backends</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">WERConfig</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="o">=</span><span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+
+<div class="viewcode-block" id="WER.compute">
+<a class="viewcode-back" href="../../../source/hezar.metrics.wer.html#hezar.metrics.wer.WER.compute">[docs]</a>
+    <span class="k">def</span> <span class="nf">compute</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">predictions</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">targets</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">concatenate_texts</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">n_decimals</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_keys</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
+    <span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Computes the WER for the given predictions against targets.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            predictions: Predicted texts.</span>
+<span class="sd">            targets: Ground truth texts.</span>
+<span class="sd">            concatenate_texts (bool): Flag to indicate whether to concatenate texts before WER calculation.</span>
+<span class="sd">            n_decimals (int): Number of decimals for the final score.</span>
+<span class="sd">            output_keys (tuple): Filter the output keys.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            dict: A dictionary of the metric results, with keys specified by `output_keys`.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">concatenate_texts</span> <span class="o">=</span> <span class="n">concatenate_texts</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">concatenate_texts</span>
+        <span class="n">n_decimals</span> <span class="o">=</span> <span class="n">n_decimals</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">n_decimals</span>
+
+        <span class="k">if</span> <span class="n">concatenate_texts</span><span class="p">:</span>
+            <span class="n">score</span> <span class="o">=</span> <span class="n">jiwer</span><span class="o">.</span><span class="n">process_words</span><span class="p">(</span><span class="n">targets</span><span class="p">,</span> <span class="n">predictions</span><span class="p">)</span><span class="o">.</span><span class="n">wer</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">incorrect</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="n">total</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="k">for</span> <span class="n">prediction</span><span class="p">,</span> <span class="n">reference</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">predictions</span><span class="p">,</span> <span class="n">targets</span><span class="p">):</span>
+                <span class="n">measures</span> <span class="o">=</span> <span class="n">jiwer</span><span class="o">.</span><span class="n">process_words</span><span class="p">(</span><span class="n">reference</span><span class="p">,</span> <span class="n">prediction</span><span class="p">)</span>
+                <span class="n">incorrect</span> <span class="o">+=</span> <span class="n">measures</span><span class="o">.</span><span class="n">substitutions</span> <span class="o">+</span> <span class="n">measures</span><span class="o">.</span><span class="n">deletions</span> <span class="o">+</span> <span class="n">measures</span><span class="o">.</span><span class="n">insertions</span>
+                <span class="n">total</span> <span class="o">+=</span> <span class="n">measures</span><span class="o">.</span><span class="n">substitutions</span> <span class="o">+</span> <span class="n">measures</span><span class="o">.</span><span class="n">deletions</span> <span class="o">+</span> <span class="n">measures</span><span class="o">.</span><span class="n">hits</span>
+
+            <span class="n">score</span> <span class="o">=</span> <span class="n">incorrect</span> <span class="o">/</span> <span class="n">total</span>
+
+        <span class="n">results</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;wer&quot;</span><span class="p">:</span> <span class="nb">round</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">score</span><span class="p">),</span> <span class="n">n_decimals</span><span class="p">)}</span>
+
+        <span class="k">if</span> <span class="n">output_keys</span><span class="p">:</span>
+            <span class="n">results</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">results</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">output_keys</span><span class="p">}</span>
+
+        <span class="k">return</span> <span class="n">results</span></div>
+</div>
+
+</pre></div>
+        </article>
+      </div>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../../../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
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+        <article role="main">
+          <h1>Source code for hezar.models.backbone.bert.bert</h1><div class="highlight"><pre>
+<span></span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">A BERT base language model (HuggingFace Transformers) wrapped by a Hezar Model class</span>
+<span class="sd">&quot;&quot;&quot;</span>
+<span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span>
+
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span>
+
+<span class="kn">from</span> <span class="nn">....constants</span> <span class="kn">import</span> <span class="n">Backends</span>
+<span class="kn">from</span> <span class="nn">....models</span> <span class="kn">import</span> <span class="n">Model</span>
+<span class="kn">from</span> <span class="nn">....registry</span> <span class="kn">import</span> <span class="n">register_model</span>
+<span class="kn">from</span> <span class="nn">....utils</span> <span class="kn">import</span> <span class="n">is_backend_available</span>
+<span class="kn">from</span> <span class="nn">.bert_config</span> <span class="kn">import</span> <span class="n">BERTConfig</span>
+
+
+<span class="k">if</span> <span class="n">is_backend_available</span><span class="p">(</span><span class="n">Backends</span><span class="o">.</span><span class="n">TRANSFORMERS</span><span class="p">):</span>
+    <span class="kn">from</span> <span class="nn">transformers</span> <span class="kn">import</span> <span class="n">BertConfig</span><span class="p">,</span> <span class="n">BertModel</span>
+
+<span class="n">_required_backends</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="n">Backends</span><span class="o">.</span><span class="n">TRANSFORMERS</span><span class="p">,</span>
+    <span class="n">Backends</span><span class="o">.</span><span class="n">TOKENIZERS</span><span class="p">,</span>
+<span class="p">]</span>
+
+
+<div class="viewcode-block" id="BERT">
+<a class="viewcode-back" href="../../../../../source/hezar.models.backbone.bert.bert.html#hezar.models.backbone.bert.bert.BERT">[docs]</a>
+<span class="nd">@register_model</span><span class="p">(</span><span class="s2">&quot;bert&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">BERTConfig</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">BERT</span><span class="p">(</span><span class="n">Model</span><span class="p">):</span>
+    <span class="n">required_backends</span> <span class="o">=</span> <span class="n">_required_backends</span>
+    <span class="n">tokenizer_name</span> <span class="o">=</span> <span class="s2">&quot;wordpiece_tokenizer&quot;</span>
+    <span class="n">skip_keys_on_load</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;model.embeddings.position_ids&quot;</span><span class="p">,</span> <span class="s2">&quot;bert.embeddings.position_ids&quot;</span><span class="p">]</span>  <span class="c1"># For older versions</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="o">=</span><span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">bert</span> <span class="o">=</span> <span class="n">BertModel</span><span class="p">(</span><span class="n">BertConfig</span><span class="p">(</span><span class="o">**</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="p">))</span>
+
+<div class="viewcode-block" id="BERT.forward">
+<a class="viewcode-back" href="../../../../../source/hezar.models.backbone.bert.bert.html#hezar.models.backbone.bert.bert.BERT.forward">[docs]</a>
+    <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">token_ids</span><span class="p">,</span>
+        <span class="n">attention_mask</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">token_type_ids</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">position_ids</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">head_mask</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">inputs_embeds</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">encoder_hidden_states</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">encoder_attention_mask</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">past_key_values</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">use_cache</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_attentions</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_hidden_states</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
+    <span class="p">):</span>
+        <span class="n">outputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">bert</span><span class="p">(</span>
+            <span class="n">input_ids</span><span class="o">=</span><span class="n">token_ids</span><span class="p">,</span>
+            <span class="n">attention_mask</span><span class="o">=</span><span class="n">attention_mask</span><span class="p">,</span>
+            <span class="n">token_type_ids</span><span class="o">=</span><span class="n">token_type_ids</span><span class="p">,</span>
+            <span class="n">position_ids</span><span class="o">=</span><span class="n">position_ids</span><span class="p">,</span>
+            <span class="n">head_mask</span><span class="o">=</span><span class="n">head_mask</span><span class="p">,</span>
+            <span class="n">inputs_embeds</span><span class="o">=</span><span class="n">inputs_embeds</span><span class="p">,</span>
+            <span class="n">encoder_hidden_states</span><span class="o">=</span><span class="n">encoder_hidden_states</span><span class="p">,</span>
+            <span class="n">encoder_attention_mask</span><span class="o">=</span><span class="n">encoder_attention_mask</span><span class="p">,</span>
+            <span class="n">past_key_values</span><span class="o">=</span><span class="n">past_key_values</span><span class="p">,</span>
+            <span class="n">use_cache</span><span class="o">=</span><span class="n">use_cache</span><span class="p">,</span>
+            <span class="n">output_attentions</span><span class="o">=</span><span class="n">output_attentions</span><span class="p">,</span>
+            <span class="n">output_hidden_states</span><span class="o">=</span><span class="n">output_hidden_states</span><span class="p">,</span>
+            <span class="n">return_dict</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+        <span class="p">)</span>
+        <span class="k">return</span> <span class="n">outputs</span></div>
+
+
+<div class="viewcode-block" id="BERT.preprocess">
+<a class="viewcode-back" href="../../../../../source/hezar.models.backbone.bert.bert.html#hezar.models.backbone.bert.bert.BERT.preprocess">[docs]</a>
+    <span class="k">def</span> <span class="nf">preprocess</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputs</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="n">inputs</span> <span class="o">=</span> <span class="p">[</span><span class="n">inputs</span><span class="p">]</span>
+        <span class="k">if</span> <span class="s2">&quot;text_normalizer&quot;</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">:</span>
+            <span class="n">normalizer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">[</span><span class="s2">&quot;text_normalizer&quot;</span><span class="p">]</span>
+            <span class="n">inputs</span> <span class="o">=</span> <span class="n">normalizer</span><span class="p">(</span><span class="n">inputs</span><span class="p">)</span>
+        <span class="n">tokenizer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">tokenizer_name</span><span class="p">]</span>
+        <span class="n">inputs</span> <span class="o">=</span> <span class="n">tokenizer</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="n">return_tensors</span><span class="o">=</span><span class="s2">&quot;pt&quot;</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">device</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">inputs</span></div>
+
+
+<div class="viewcode-block" id="BERT.post_process">
+<a class="viewcode-back" href="../../../../../source/hezar.models.backbone.bert.bert.html#hezar.models.backbone.bert.bert.BERT.post_process">[docs]</a>
+    <span class="k">def</span> <span class="nf">post_process</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">model_outputs</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="n">hidden_states</span> <span class="o">=</span> <span class="n">model_outputs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;hidden_states&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+        <span class="n">attentions</span> <span class="o">=</span> <span class="n">model_outputs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;attentions&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+        <span class="n">outputs</span> <span class="o">=</span> <span class="p">{</span>
+            <span class="s2">&quot;last_hidden_state&quot;</span><span class="p">:</span> <span class="n">model_outputs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;last_hidden_state&quot;</span><span class="p">),</span>
+            <span class="s2">&quot;hidden_states&quot;</span><span class="p">:</span> <span class="n">hidden_states</span><span class="p">,</span>
+            <span class="s2">&quot;attentions&quot;</span><span class="p">:</span> <span class="n">attentions</span><span class="p">,</span>
+        <span class="p">}</span>
+        <span class="k">return</span> <span class="n">outputs</span></div>
+</div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          
+          
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+        <div class="bottom-of-page">
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+            </div>
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+              <a class="muted-link " href="https://t.me/hezarai" aria-label="Telegram"><i class="fa-brands fa-telegram fa-2x" style="color: #229ed9;"></i></a>
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+<!doctype html>
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+        <article role="main">
+          <h1>Source code for hezar.models.backbone.bert.bert_config</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span>
+
+<span class="kn">from</span> <span class="nn">....configs</span> <span class="kn">import</span> <span class="n">ModelConfig</span>
+<span class="kn">from</span> <span class="nn">....constants</span> <span class="kn">import</span> <span class="n">TaskType</span>
+
+
+<div class="viewcode-block" id="BERTConfig">
+<a class="viewcode-back" href="../../../../../source/hezar.models.backbone.bert.bert_config.html#hezar.models.backbone.bert.bert_config.BERTConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">BERTConfig</span><span class="p">(</span><span class="n">ModelConfig</span><span class="p">):</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;bert&quot;</span>
+    <span class="n">task</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="n">TaskType</span><span class="o">.</span><span class="n">BACKBONE</span>
+    <span class="n">vocab_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">42000</span>
+    <span class="n">hidden_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">768</span>
+    <span class="n">num_hidden_layers</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">12</span>
+    <span class="n">num_attention_heads</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">12</span>
+    <span class="n">intermediate_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">3072</span>
+    <span class="n">hidden_act</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;gelu&quot;</span>
+    <span class="n">hidden_dropout_prob</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.1</span>
+    <span class="n">attention_probs_dropout_prob</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.1</span>
+    <span class="n">max_position_embeddings</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">512</span>
+    <span class="n">type_vocab_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">2</span>
+    <span class="n">initializer_range</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.02</span>
+    <span class="n">layer_norm_eps</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">1e-12</span>
+    <span class="n">pad_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">position_embedding_type</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;absolute&quot;</span>
+    <span class="n">use_cache</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">classifier_dropout</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="kc">None</span></div>
+
+</pre></div>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
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+        <article role="main">
+          <h1>Source code for hezar.models.backbone.distilbert.distilbert</h1><div class="highlight"><pre>
+<span></span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">A DistilBERT base language model (HuggingFace Transformers) wrapped by a Hezar Model class</span>
+<span class="sd">&quot;&quot;&quot;</span>
+<span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span>
+
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span>
+
+<span class="kn">from</span> <span class="nn">....constants</span> <span class="kn">import</span> <span class="n">Backends</span>
+<span class="kn">from</span> <span class="nn">....models</span> <span class="kn">import</span> <span class="n">Model</span>
+<span class="kn">from</span> <span class="nn">....registry</span> <span class="kn">import</span> <span class="n">register_model</span>
+<span class="kn">from</span> <span class="nn">....utils</span> <span class="kn">import</span> <span class="n">is_backend_available</span>
+<span class="kn">from</span> <span class="nn">.distilbert_config</span> <span class="kn">import</span> <span class="n">DistilBERTConfig</span>
+
+
+<span class="k">if</span> <span class="n">is_backend_available</span><span class="p">(</span><span class="n">Backends</span><span class="o">.</span><span class="n">TRANSFORMERS</span><span class="p">):</span>
+    <span class="kn">from</span> <span class="nn">transformers</span> <span class="kn">import</span> <span class="n">DistilBertConfig</span><span class="p">,</span> <span class="n">DistilBertModel</span>
+
+<span class="n">_required_backends</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="n">Backends</span><span class="o">.</span><span class="n">TRANSFORMERS</span><span class="p">,</span>
+    <span class="n">Backends</span><span class="o">.</span><span class="n">TOKENIZERS</span><span class="p">,</span>
+<span class="p">]</span>
+
+
+<div class="viewcode-block" id="DistilBERT">
+<a class="viewcode-back" href="../../../../../source/hezar.models.backbone.distilbert.distilbert.html#hezar.models.backbone.distilbert.distilbert.DistilBERT">[docs]</a>
+<span class="nd">@register_model</span><span class="p">(</span><span class="s2">&quot;distilbert&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">DistilBERTConfig</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">DistilBERT</span><span class="p">(</span><span class="n">Model</span><span class="p">):</span>
+    <span class="n">required_backends</span> <span class="o">=</span> <span class="n">_required_backends</span>
+    <span class="n">tokenizer_name</span> <span class="o">=</span> <span class="s2">&quot;wordpiece_tokenizer&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="o">=</span><span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">distilbert</span> <span class="o">=</span> <span class="n">DistilBertModel</span><span class="p">(</span><span class="n">DistilBertConfig</span><span class="p">(</span><span class="o">**</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="p">))</span>
+
+<div class="viewcode-block" id="DistilBERT.forward">
+<a class="viewcode-back" href="../../../../../source/hezar.models.backbone.distilbert.distilbert.html#hezar.models.backbone.distilbert.distilbert.DistilBERT.forward">[docs]</a>
+    <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">token_ids</span><span class="p">,</span>
+        <span class="n">attention_mask</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">head_mask</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">inputs_embeds</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_attentions</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_hidden_states</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
+    <span class="p">):</span>
+        <span class="n">outputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">distilbert</span><span class="p">(</span>
+            <span class="n">input_ids</span><span class="o">=</span><span class="n">token_ids</span><span class="p">,</span>
+            <span class="n">attention_mask</span><span class="o">=</span><span class="n">attention_mask</span><span class="p">,</span>
+            <span class="n">head_mask</span><span class="o">=</span><span class="n">head_mask</span><span class="p">,</span>
+            <span class="n">inputs_embeds</span><span class="o">=</span><span class="n">inputs_embeds</span><span class="p">,</span>
+            <span class="n">output_attentions</span><span class="o">=</span><span class="n">output_attentions</span><span class="p">,</span>
+            <span class="n">output_hidden_states</span><span class="o">=</span><span class="n">output_hidden_states</span><span class="p">,</span>
+            <span class="n">return_dict</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+        <span class="p">)</span>
+        <span class="k">return</span> <span class="n">outputs</span></div>
+
+
+<div class="viewcode-block" id="DistilBERT.preprocess">
+<a class="viewcode-back" href="../../../../../source/hezar.models.backbone.distilbert.distilbert.html#hezar.models.backbone.distilbert.distilbert.DistilBERT.preprocess">[docs]</a>
+    <span class="k">def</span> <span class="nf">preprocess</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputs</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="n">inputs</span> <span class="o">=</span> <span class="p">[</span><span class="n">inputs</span><span class="p">]</span>
+        <span class="k">if</span> <span class="s2">&quot;text_normalizer&quot;</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">:</span>
+            <span class="n">normalizer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">[</span><span class="s2">&quot;text_normalizer&quot;</span><span class="p">]</span>
+            <span class="n">inputs</span> <span class="o">=</span> <span class="n">normalizer</span><span class="p">(</span><span class="n">inputs</span><span class="p">)</span>
+        <span class="n">tokenizer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">tokenizer_name</span><span class="p">]</span>
+        <span class="n">inputs</span> <span class="o">=</span> <span class="n">tokenizer</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="n">return_tensors</span><span class="o">=</span><span class="s2">&quot;pt&quot;</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">device</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">inputs</span></div>
+
+
+<div class="viewcode-block" id="DistilBERT.post_process">
+<a class="viewcode-back" href="../../../../../source/hezar.models.backbone.distilbert.distilbert.html#hezar.models.backbone.distilbert.distilbert.DistilBERT.post_process">[docs]</a>
+    <span class="k">def</span> <span class="nf">post_process</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">model_outputs</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="n">hidden_states</span> <span class="o">=</span> <span class="n">model_outputs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;hidden_states&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+        <span class="n">attentions</span> <span class="o">=</span> <span class="n">model_outputs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;attentions&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+        <span class="n">outputs</span> <span class="o">=</span> <span class="p">{</span>
+            <span class="s2">&quot;last_hidden_state&quot;</span><span class="p">:</span> <span class="n">model_outputs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;last_hidden_state&quot;</span><span class="p">),</span>
+            <span class="s2">&quot;hidden_states&quot;</span><span class="p">:</span> <span class="n">hidden_states</span><span class="p">,</span>
+            <span class="s2">&quot;attentions&quot;</span><span class="p">:</span> <span class="n">attentions</span><span class="p">,</span>
+        <span class="p">}</span>
+        <span class="k">return</span> <span class="n">outputs</span></div>
+</div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          
+          
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+        <div class="bottom-of-page">
+          <div class="left-details">
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+            </div>
+            Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
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+            
+          </div>
+          <div class="right-details">
+            <div class="icons">
+              <a class="muted-link " href="https://github.com/hezarai/hezar" aria-label="GitHub"><i class="fa-brands fa-github fa-2x" style="color: #343d4c;"></i></a>
+              <a class="muted-link " href="https://t.me/hezarai" aria-label="Telegram"><i class="fa-brands fa-telegram fa-2x" style="color: #229ed9;"></i></a>
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+              
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+        
+      </footer>
+    </div>
+    <aside class="toc-drawer no-toc">
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new file mode 100644
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+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../../../../../">
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+      <link rel="stylesheet" type="text/css" href="../../../../../_static/pygments.css?v=83e35b93" />
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+    body[data-theme="dark"] {
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+    @media (prefers-color-scheme: dark) {
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
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+          <h1>Source code for hezar.models.backbone.distilbert.distilbert_config</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span>
+
+<span class="kn">from</span> <span class="nn">....configs</span> <span class="kn">import</span> <span class="n">ModelConfig</span>
+<span class="kn">from</span> <span class="nn">....constants</span> <span class="kn">import</span> <span class="n">TaskType</span>
+
+
+<div class="viewcode-block" id="DistilBERTConfig">
+<a class="viewcode-back" href="../../../../../source/hezar.models.backbone.distilbert.distilbert_config.html#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">DistilBERTConfig</span><span class="p">(</span><span class="n">ModelConfig</span><span class="p">):</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;distilbert&quot;</span>
+    <span class="n">task</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="n">TaskType</span><span class="o">.</span><span class="n">LANGUAGE_MODELING</span>
+    <span class="n">activation</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;gelu&quot;</span>
+    <span class="n">attention_dropout</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.1</span>
+    <span class="n">dim</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">768</span>
+    <span class="n">dropout</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.1</span>
+    <span class="n">hidden_dim</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">3072</span>
+    <span class="n">initializer_range</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.02</span>
+    <span class="n">max_position_embeddings</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">512</span>
+    <span class="n">n_heads</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">12</span>
+    <span class="n">n_layers</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">6</span>
+    <span class="n">output_past</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">pad_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">qa_dropout</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.1</span>
+    <span class="n">tie_weights_</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">vocab_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">42000</span></div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.recall.html">hezar.metrics.recall module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.rouge.html">hezar.metrics.rouge module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.seqeval.html">hezar.metrics.seqeval module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.wer.html">hezar.metrics.wer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../../../source/hezar.models.html">hezar.models package</a><input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" role="switch" type="checkbox"/><label for="toctree-checkbox-10"><div class="visually-hidden">Toggle navigation of hezar.models package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.bert.bert.html">hezar.models.backbone.bert.bert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.bert.bert_config.html">hezar.models.backbone.bert.bert_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.backbone.distilbert.html">hezar.models.backbone.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" role="switch" type="checkbox"/><label for="toctree-checkbox-13"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.distilbert.distilbert.html">hezar.models.backbone.distilbert.distilbert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
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+            <div class="visually-hidden">Toggle table of contents sidebar</div>
+            <i class="icon"><svg><use href="#svg-toc"></use></svg></i>
+          </label>
+        </div>
+        <article role="main">
+          <h1>Source code for hezar.models.backbone.roberta.roberta</h1><div class="highlight"><pre>
+<span></span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">RoBERTa base language model (HuggingFace Transformers) wrapped by a Hezar Model class</span>
+<span class="sd">&quot;&quot;&quot;</span>
+<span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span>
+
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span>
+
+<span class="kn">from</span> <span class="nn">....constants</span> <span class="kn">import</span> <span class="n">Backends</span>
+<span class="kn">from</span> <span class="nn">....models</span> <span class="kn">import</span> <span class="n">Model</span>
+<span class="kn">from</span> <span class="nn">....registry</span> <span class="kn">import</span> <span class="n">register_model</span>
+<span class="kn">from</span> <span class="nn">....utils</span> <span class="kn">import</span> <span class="n">is_backend_available</span>
+<span class="kn">from</span> <span class="nn">.roberta_config</span> <span class="kn">import</span> <span class="n">RoBERTaConfig</span>
+
+
+<span class="k">if</span> <span class="n">is_backend_available</span><span class="p">(</span><span class="n">Backends</span><span class="o">.</span><span class="n">TRANSFORMERS</span><span class="p">):</span>
+    <span class="kn">from</span> <span class="nn">transformers</span> <span class="kn">import</span> <span class="n">RobertaConfig</span><span class="p">,</span> <span class="n">RobertaModel</span>
+
+<span class="n">_required_backends</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="n">Backends</span><span class="o">.</span><span class="n">TRANSFORMERS</span><span class="p">,</span>
+    <span class="n">Backends</span><span class="o">.</span><span class="n">TOKENIZERS</span><span class="p">,</span>
+<span class="p">]</span>
+
+
+<div class="viewcode-block" id="RoBERTa">
+<a class="viewcode-back" href="../../../../../source/hezar.models.backbone.roberta.roberta.html#hezar.models.backbone.roberta.roberta.RoBERTa">[docs]</a>
+<span class="nd">@register_model</span><span class="p">(</span><span class="s2">&quot;roberta&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">RoBERTaConfig</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">RoBERTa</span><span class="p">(</span><span class="n">Model</span><span class="p">):</span>
+    <span class="n">required_backends</span> <span class="o">=</span> <span class="n">_required_backends</span>
+    <span class="n">tokenizer_name</span> <span class="o">=</span> <span class="s2">&quot;bpe_tokenizer&quot;</span>
+    <span class="n">skip_keys_on_load</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;model.embeddings.position_ids&quot;</span><span class="p">,</span> <span class="s2">&quot;roberta.embeddings.position_ids&quot;</span><span class="p">]</span>  <span class="c1"># For older versions</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="o">=</span><span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">roberta</span> <span class="o">=</span> <span class="n">RobertaModel</span><span class="p">(</span><span class="n">RobertaConfig</span><span class="p">(</span><span class="o">**</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="p">))</span>
+
+<div class="viewcode-block" id="RoBERTa.forward">
+<a class="viewcode-back" href="../../../../../source/hezar.models.backbone.roberta.roberta.html#hezar.models.backbone.roberta.roberta.RoBERTa.forward">[docs]</a>
+    <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">token_ids</span><span class="p">,</span>
+        <span class="n">attention_mask</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">token_type_ids</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">position_ids</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">head_mask</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">inputs_embeds</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">encoder_hidden_states</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">encoder_attention_mask</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">past_key_values</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">use_cache</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_attentions</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_hidden_states</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
+    <span class="p">):</span>
+        <span class="n">outputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">roberta</span><span class="p">(</span>
+            <span class="n">input_ids</span><span class="o">=</span><span class="n">token_ids</span><span class="p">,</span>
+            <span class="n">attention_mask</span><span class="o">=</span><span class="n">attention_mask</span><span class="p">,</span>
+            <span class="n">token_type_ids</span><span class="o">=</span><span class="n">token_type_ids</span><span class="p">,</span>
+            <span class="n">position_ids</span><span class="o">=</span><span class="n">position_ids</span><span class="p">,</span>
+            <span class="n">head_mask</span><span class="o">=</span><span class="n">head_mask</span><span class="p">,</span>
+            <span class="n">inputs_embeds</span><span class="o">=</span><span class="n">inputs_embeds</span><span class="p">,</span>
+            <span class="n">encoder_hidden_states</span><span class="o">=</span><span class="n">encoder_hidden_states</span><span class="p">,</span>
+            <span class="n">encoder_attention_mask</span><span class="o">=</span><span class="n">encoder_attention_mask</span><span class="p">,</span>
+            <span class="n">past_key_values</span><span class="o">=</span><span class="n">past_key_values</span><span class="p">,</span>
+            <span class="n">use_cache</span><span class="o">=</span><span class="n">use_cache</span><span class="p">,</span>
+            <span class="n">output_attentions</span><span class="o">=</span><span class="n">output_attentions</span><span class="p">,</span>
+            <span class="n">output_hidden_states</span><span class="o">=</span><span class="n">output_hidden_states</span><span class="p">,</span>
+        <span class="p">)</span>
+        <span class="k">return</span> <span class="n">outputs</span></div>
+
+
+<div class="viewcode-block" id="RoBERTa.preprocess">
+<a class="viewcode-back" href="../../../../../source/hezar.models.backbone.roberta.roberta.html#hezar.models.backbone.roberta.roberta.RoBERTa.preprocess">[docs]</a>
+    <span class="k">def</span> <span class="nf">preprocess</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputs</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="n">inputs</span> <span class="o">=</span> <span class="p">[</span><span class="n">inputs</span><span class="p">]</span>
+        <span class="k">if</span> <span class="s2">&quot;text_normalizer&quot;</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">:</span>
+            <span class="n">normalizer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">[</span><span class="s2">&quot;text_normalizer&quot;</span><span class="p">]</span>
+            <span class="n">inputs</span> <span class="o">=</span> <span class="n">normalizer</span><span class="p">(</span><span class="n">inputs</span><span class="p">)</span>
+        <span class="n">tokenizer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">tokenizer_name</span><span class="p">]</span>
+        <span class="n">inputs</span> <span class="o">=</span> <span class="n">tokenizer</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="n">return_tensors</span><span class="o">=</span><span class="s2">&quot;pt&quot;</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">device</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">inputs</span></div>
+
+
+<div class="viewcode-block" id="RoBERTa.post_process">
+<a class="viewcode-back" href="../../../../../source/hezar.models.backbone.roberta.roberta.html#hezar.models.backbone.roberta.roberta.RoBERTa.post_process">[docs]</a>
+    <span class="k">def</span> <span class="nf">post_process</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">model_outputs</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="n">hidden_states</span> <span class="o">=</span> <span class="n">model_outputs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;hidden_states&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+        <span class="n">attentions</span> <span class="o">=</span> <span class="n">model_outputs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;attentions&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+        <span class="n">outputs</span> <span class="o">=</span> <span class="p">{</span>
+            <span class="s2">&quot;last_hidden_state&quot;</span><span class="p">:</span> <span class="n">model_outputs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;last_hidden_state&quot;</span><span class="p">),</span>
+            <span class="s2">&quot;hidden_states&quot;</span><span class="p">:</span> <span class="n">hidden_states</span><span class="p">,</span>
+            <span class="s2">&quot;attentions&quot;</span><span class="p">:</span> <span class="n">attentions</span><span class="p">,</span>
+        <span class="p">}</span>
+        <span class="k">return</span> <span class="n">outputs</span></div>
+</div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          
+          
+        </div>
+        <div class="bottom-of-page">
+          <div class="left-details">
+            <div class="copyright">
+                Copyright &#169; 2023, Hezar AI Team &amp; contributors
+            </div>
+            Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
+            
+            <a href="https://github.com/pradyunsg/furo">Furo</a>
+            
+          </div>
+          <div class="right-details">
+            <div class="icons">
+              <a class="muted-link " href="https://github.com/hezarai/hezar" aria-label="GitHub"><i class="fa-brands fa-github fa-2x" style="color: #343d4c;"></i></a>
+              <a class="muted-link " href="https://t.me/hezarai" aria-label="Telegram"><i class="fa-brands fa-telegram fa-2x" style="color: #229ed9;"></i></a>
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+              
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+        
+      </footer>
+    </div>
+    <aside class="toc-drawer no-toc">
+      
+      
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+    </aside>
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+</div><script src="../../../../../_static/documentation_options.js?v=5929fcd5"></script>
+    <script src="../../../../../_static/doctools.js?v=888ff710"></script>
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+    <script src="../../../../../_static/copybutton.js?v=f281be69"></script>
+    </body>
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diff --git a/_modules/hezar/models/backbone/roberta/roberta_config.html b/_modules/hezar/models/backbone/roberta/roberta_config.html
new file mode 100644
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--- /dev/null
+++ b/_modules/hezar/models/backbone/roberta/roberta_config.html
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../../../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
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+        <article role="main">
+          <h1>Source code for hezar.models.backbone.roberta.roberta_config</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span>
+
+<span class="kn">from</span> <span class="nn">....configs</span> <span class="kn">import</span> <span class="n">ModelConfig</span>
+<span class="kn">from</span> <span class="nn">....constants</span> <span class="kn">import</span> <span class="n">TaskType</span>
+
+
+<div class="viewcode-block" id="RoBERTaConfig">
+<a class="viewcode-back" href="../../../../../source/hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">RoBERTaConfig</span><span class="p">(</span><span class="n">ModelConfig</span><span class="p">):</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;roberta&quot;</span>
+    <span class="n">task</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="n">TaskType</span><span class="o">.</span><span class="n">LANGUAGE_MODELING</span>
+    <span class="n">attention_probs_dropout_prob</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.1</span>
+    <span class="n">bos_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">eos_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">2</span>
+    <span class="n">gradient_checkpointing</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span>
+    <span class="n">hidden_act</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;gelu&quot;</span>
+    <span class="n">hidden_dropout_prob</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.1</span>
+    <span class="n">hidden_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">768</span>
+    <span class="n">initializer_range</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mf">0.02</span>
+    <span class="n">intermediate_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">3072</span>
+    <span class="n">layer_norm_eps</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">1e-12</span>
+    <span class="n">max_position_embeddings</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">514</span>
+    <span class="n">num_attention_heads</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">12</span>
+    <span class="n">num_hidden_layers</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">12</span>
+    <span class="n">pad_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="n">position_embedding_type</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;absolute&quot;</span>
+    <span class="n">type_vocab_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="n">use_cache</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">vocab_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">42000</span></div>
+
+</pre></div>
+        </article>
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diff --git a/_modules/hezar/models/backbone/vit/vit.html b/_modules/hezar/models/backbone/vit/vit.html
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
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+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../../../source/hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../../../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../../../source/hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+  </aside>
+  <div class="main">
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+        <article role="main">
+          <h1>Source code for hezar.models.backbone.vit.vit</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span>
+
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">List</span>
+
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">import</span> <span class="nn">torch</span>
+
+<span class="kn">from</span> <span class="nn">....constants</span> <span class="kn">import</span> <span class="n">Backends</span>
+<span class="kn">from</span> <span class="nn">....registry</span> <span class="kn">import</span> <span class="n">register_model</span>
+<span class="kn">from</span> <span class="nn">....utils</span> <span class="kn">import</span> <span class="n">is_backend_available</span>
+<span class="kn">from</span> <span class="nn">...model</span> <span class="kn">import</span> <span class="n">Model</span>
+<span class="kn">from</span> <span class="nn">.vit_config</span> <span class="kn">import</span> <span class="n">ViTConfig</span>
+
+
+<span class="k">if</span> <span class="n">is_backend_available</span><span class="p">(</span><span class="n">Backends</span><span class="o">.</span><span class="n">TRANSFORMERS</span><span class="p">):</span>
+    <span class="kn">from</span> <span class="nn">transformers</span> <span class="kn">import</span> <span class="n">ViTConfig</span> <span class="k">as</span> <span class="n">ViTConfig_</span>
+    <span class="kn">from</span> <span class="nn">transformers</span> <span class="kn">import</span> <span class="n">ViTModel</span>
+
+<span class="k">if</span> <span class="n">is_backend_available</span><span class="p">(</span><span class="n">Backends</span><span class="o">.</span><span class="n">PILLOW</span><span class="p">):</span>
+    <span class="kn">from</span> <span class="nn">PIL</span> <span class="kn">import</span> <span class="n">Image</span>
+
+<span class="n">_required_backends</span> <span class="o">=</span> <span class="p">[</span><span class="n">Backends</span><span class="o">.</span><span class="n">TRANSFORMERS</span><span class="p">,</span> <span class="n">Backends</span><span class="o">.</span><span class="n">TOKENIZERS</span><span class="p">,</span> <span class="n">Backends</span><span class="o">.</span><span class="n">PILLOW</span><span class="p">]</span>
+
+
+<div class="viewcode-block" id="ViT">
+<a class="viewcode-back" href="../../../../../source/hezar.models.backbone.vit.vit.html#hezar.models.backbone.vit.vit.ViT">[docs]</a>
+<span class="nd">@register_model</span><span class="p">(</span><span class="s2">&quot;vit&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">ViTConfig</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">ViT</span><span class="p">(</span><span class="n">Model</span><span class="p">):</span>
+    <span class="n">required_backends</span> <span class="o">=</span> <span class="n">_required_backends</span>
+    <span class="n">image_processor</span> <span class="o">=</span> <span class="s2">&quot;image_processor&quot;</span>
+    <span class="n">loss_fn_name</span> <span class="o">=</span> <span class="s2">&quot;cross_entropy&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">ViTConfig</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="o">=</span><span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">vit</span> <span class="o">=</span> <span class="n">ViTModel</span><span class="p">(</span><span class="n">ViTConfig_</span><span class="p">(</span><span class="o">**</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="p">))</span>
+
+<div class="viewcode-block" id="ViT.forward">
+<a class="viewcode-back" href="../../../../../source/hezar.models.backbone.vit.vit.html#hezar.models.backbone.vit.vit.ViT.forward">[docs]</a>
+    <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">pixel_values</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">bool_masked_pos</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">head_mask</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_attentions</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_hidden_states</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">interpolate_pos_encoding</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+    <span class="p">):</span>
+        <span class="n">outputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">vit</span><span class="p">(</span>
+            <span class="n">pixel_values</span><span class="o">=</span><span class="n">pixel_values</span><span class="p">,</span>
+            <span class="n">bool_masked_pos</span><span class="o">=</span><span class="n">bool_masked_pos</span><span class="p">,</span>
+            <span class="n">head_mask</span><span class="o">=</span><span class="n">head_mask</span><span class="p">,</span>
+            <span class="n">output_attentions</span><span class="o">=</span><span class="n">output_attentions</span><span class="p">,</span>
+            <span class="n">output_hidden_states</span><span class="o">=</span><span class="n">output_hidden_states</span><span class="p">,</span>
+            <span class="n">interpolate_pos_encoding</span><span class="o">=</span><span class="n">interpolate_pos_encoding</span><span class="p">,</span>
+        <span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">outputs</span></div>
+
+
+<div class="viewcode-block" id="ViT.preprocess">
+<a class="viewcode-back" href="../../../../../source/hezar.models.backbone.vit.vit.html#hezar.models.backbone.vit.vit.ViT.preprocess">[docs]</a>
+    <span class="k">def</span> <span class="nf">preprocess</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputs</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">]</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="s2">&quot;Image&quot;</span><span class="p">]</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="n">image_processor</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">image_processor</span><span class="p">]</span>
+        <span class="n">processed_outputs</span> <span class="o">=</span> <span class="n">image_processor</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">processed_outputs</span></div>
+
+
+<div class="viewcode-block" id="ViT.post_process">
+<a class="viewcode-back" href="../../../../../source/hezar.models.backbone.vit.vit.html#hezar.models.backbone.vit.vit.ViT.post_process">[docs]</a>
+    <span class="k">def</span> <span class="nf">post_process</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">model_outputs</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">]):</span>
+        <span class="n">outputs</span> <span class="o">=</span> <span class="p">{</span>
+            <span class="s2">&quot;last_hidden_state&quot;</span><span class="p">:</span> <span class="n">model_outputs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;last_hidden_state&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">),</span>
+            <span class="s2">&quot;pooler_output&quot;</span><span class="p">:</span> <span class="n">model_outputs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;pooler_output&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">),</span>
+            <span class="s2">&quot;hidden_states&quot;</span><span class="p">:</span> <span class="n">model_outputs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;hidden_states&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">),</span>
+            <span class="s2">&quot;attentions&quot;</span><span class="p">:</span> <span class="n">model_outputs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;attentions&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">),</span>
+        <span class="p">}</span>
+        <span class="k">return</span> <span class="n">outputs</span></div>
+</div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.backbone.distilbert.html">hezar.models.backbone.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" role="switch" type="checkbox"/><label for="toctree-checkbox-13"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.distilbert.distilbert.html">hezar.models.backbone.distilbert.distilbert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../../../source/hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
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+        <article role="main">
+          <h1>Source code for hezar.models.backbone.vit.vit_config</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span>
+
+<span class="kn">from</span> <span class="nn">....configs</span> <span class="kn">import</span> <span class="n">ModelConfig</span>
+
+
+<div class="viewcode-block" id="ViTConfig">
+<a class="viewcode-back" href="../../../../../source/hezar.models.backbone.vit.vit_config.html#hezar.models.backbone.vit.vit_config.ViTConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">ViTConfig</span><span class="p">(</span><span class="n">ModelConfig</span><span class="p">):</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;vit&quot;</span>
+    <span class="n">hidden_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">768</span>
+    <span class="n">num_hidden_layers</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">12</span>
+    <span class="n">num_attention_heads</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">12</span>
+    <span class="n">intermediate_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">3072</span>
+    <span class="n">hidden_act</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;gelu&quot;</span>
+    <span class="n">hidden_dropout_prob</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.0</span>
+    <span class="n">attention_probs_dropout_prob</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.0</span>
+    <span class="n">initializer_range</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.02</span>
+    <span class="n">layer_norm_eps</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">1e-12</span>
+    <span class="n">image_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">224</span>
+    <span class="n">patch_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">16</span>
+    <span class="n">num_channels</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">3</span>
+    <span class="n">qkv_bias</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">encoder_stride</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">16</span></div>
+
+</pre></div>
+        </article>
+      </div>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../../../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../../../source/hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
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+<li class="toctree-l1"><a class="reference internal" href="../../../../../contributing.html">Contributing to Hezar</a></li>
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+      </div>
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+    </div>
+  </aside>
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+        <article role="main">
+          <h1>Source code for hezar.models.image2text.beit_roberta.beit_roberta_image2text</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span>
+
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span>
+
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">import</span> <span class="nn">torch</span>
+
+<span class="kn">from</span> <span class="nn">....constants</span> <span class="kn">import</span> <span class="n">Backends</span>
+<span class="kn">from</span> <span class="nn">....registry</span> <span class="kn">import</span> <span class="n">register_model</span>
+<span class="kn">from</span> <span class="nn">....utils</span> <span class="kn">import</span> <span class="n">is_backend_available</span>
+<span class="kn">from</span> <span class="nn">...model</span> <span class="kn">import</span> <span class="n">Model</span>
+<span class="kn">from</span> <span class="nn">...model_outputs</span> <span class="kn">import</span> <span class="n">Image2TextOutput</span>
+<span class="kn">from</span> <span class="nn">.beit_roberta_image2text_config</span> <span class="kn">import</span> <span class="n">BeitRobertaImage2TextConfig</span>
+
+
+<span class="k">if</span> <span class="n">is_backend_available</span><span class="p">(</span><span class="n">Backends</span><span class="o">.</span><span class="n">TRANSFORMERS</span><span class="p">):</span>
+    <span class="kn">from</span> <span class="nn">transformers</span> <span class="kn">import</span> <span class="p">(</span>
+        <span class="n">BeitConfig</span><span class="p">,</span>
+        <span class="n">BeitModel</span><span class="p">,</span>
+        <span class="n">GenerationConfig</span><span class="p">,</span>
+        <span class="n">RobertaConfig</span><span class="p">,</span>
+        <span class="n">RobertaForCausalLM</span><span class="p">,</span>
+        <span class="n">VisionEncoderDecoderModel</span><span class="p">,</span>
+    <span class="p">)</span>
+
+<span class="k">if</span> <span class="n">is_backend_available</span><span class="p">(</span><span class="n">Backends</span><span class="o">.</span><span class="n">PILLOW</span><span class="p">):</span>
+    <span class="kn">from</span> <span class="nn">PIL</span> <span class="kn">import</span> <span class="n">Image</span>
+
+<span class="n">_required_backends</span> <span class="o">=</span> <span class="p">[</span><span class="n">Backends</span><span class="o">.</span><span class="n">TRANSFORMERS</span><span class="p">,</span> <span class="n">Backends</span><span class="o">.</span><span class="n">TOKENIZERS</span><span class="p">,</span> <span class="n">Backends</span><span class="o">.</span><span class="n">PILLOW</span><span class="p">]</span>
+
+
+<div class="viewcode-block" id="BeitRobertaImage2Text">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text">[docs]</a>
+<span class="nd">@register_model</span><span class="p">(</span><span class="s2">&quot;beit_roberta_image2text&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">BeitRobertaImage2TextConfig</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">BeitRobertaImage2Text</span><span class="p">(</span><span class="n">Model</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    BEiT + RoBERTa for image to text</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">is_generative</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">required_backends</span> <span class="o">=</span> <span class="n">_required_backends</span>
+    <span class="n">image_processor</span> <span class="o">=</span> <span class="s2">&quot;image_processor&quot;</span>
+    <span class="n">tokenizer_name</span> <span class="o">=</span> <span class="s2">&quot;bpe_tokenizer&quot;</span>
+    <span class="n">loss_fn_name</span> <span class="o">=</span> <span class="s2">&quot;cross_entropy&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">BeitRobertaImage2TextConfig</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="n">encoder</span> <span class="o">=</span> <span class="n">BeitModel</span><span class="p">(</span><span class="n">config</span><span class="o">=</span><span class="n">BeitConfig</span><span class="p">(</span><span class="o">**</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">encoder</span><span class="p">))</span>
+        <span class="n">decoder</span> <span class="o">=</span> <span class="n">RobertaForCausalLM</span><span class="p">(</span><span class="n">config</span><span class="o">=</span><span class="n">RobertaConfig</span><span class="p">(</span><span class="o">**</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">decoder</span><span class="p">))</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">beit_roberta</span> <span class="o">=</span> <span class="n">VisionEncoderDecoderModel</span><span class="p">(</span><span class="n">encoder</span><span class="o">=</span><span class="n">encoder</span><span class="p">,</span> <span class="n">decoder</span><span class="o">=</span><span class="n">decoder</span><span class="p">)</span>
+
+<div class="viewcode-block" id="BeitRobertaImage2Text.forward">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.forward">[docs]</a>
+    <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">pixel_values</span><span class="p">,</span>
+        <span class="n">decoder_input_ids</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">decoder_attention_mask</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">encoder_outputs</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">past_key_values</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">decoder_inputs_embeds</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">use_cache</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_attentions</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_hidden_states</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
+    <span class="p">):</span>
+        <span class="n">outputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">beit_roberta</span><span class="p">(</span>
+            <span class="n">pixel_values</span><span class="o">=</span><span class="n">pixel_values</span><span class="p">,</span>
+            <span class="n">decoder_input_ids</span><span class="o">=</span><span class="n">decoder_input_ids</span><span class="p">,</span>
+            <span class="n">decoder_attention_mask</span><span class="o">=</span><span class="n">decoder_attention_mask</span><span class="p">,</span>
+            <span class="n">encoder_outputs</span><span class="o">=</span><span class="n">encoder_outputs</span><span class="p">,</span>
+            <span class="n">past_key_values</span><span class="o">=</span><span class="n">past_key_values</span><span class="p">,</span>
+            <span class="n">decoder_inputs_embeds</span><span class="o">=</span><span class="n">decoder_inputs_embeds</span><span class="p">,</span>
+            <span class="n">labels</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">use_cache</span><span class="o">=</span><span class="n">use_cache</span><span class="p">,</span>
+            <span class="n">output_attentions</span><span class="o">=</span><span class="n">output_attentions</span><span class="p">,</span>
+            <span class="n">output_hidden_states</span><span class="o">=</span><span class="n">output_hidden_states</span><span class="p">,</span>
+        <span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">outputs</span></div>
+
+
+<div class="viewcode-block" id="BeitRobertaImage2Text.compute_loss">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.compute_loss">[docs]</a>
+    <span class="k">def</span> <span class="nf">compute_loss</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">logits</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">,</span> <span class="n">labels</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">:</span>
+        <span class="n">loss</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">criterion</span><span class="p">(</span><span class="n">logits</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">beit_roberta</span><span class="o">.</span><span class="n">decoder</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">vocab_size</span><span class="p">),</span> <span class="n">labels</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">))</span>
+        <span class="k">return</span> <span class="n">loss</span></div>
+
+
+<div class="viewcode-block" id="BeitRobertaImage2Text.generate">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.generate">[docs]</a>
+    <span class="k">def</span> <span class="nf">generate</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">pixel_values</span><span class="p">,</span> <span class="n">generation_config</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="k">if</span> <span class="n">generation_config</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">generation_config</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">dict</span><span class="p">()[</span><span class="s2">&quot;generation&quot;</span><span class="p">]</span>
+        <span class="n">generation_config</span> <span class="o">=</span> <span class="n">GenerationConfig</span><span class="p">(</span><span class="o">**</span><span class="n">generation_config</span><span class="p">)</span>
+        <span class="n">outputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">beit_roberta</span><span class="o">.</span><span class="n">generate</span><span class="p">(</span><span class="n">inputs</span><span class="o">=</span><span class="n">pixel_values</span><span class="p">,</span> <span class="n">generation_config</span><span class="o">=</span><span class="n">generation_config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">outputs</span></div>
+
+
+<div class="viewcode-block" id="BeitRobertaImage2Text.preprocess">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.preprocess">[docs]</a>
+    <span class="k">def</span> <span class="nf">preprocess</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputs</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">]</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="s2">&quot;Image&quot;</span><span class="p">]</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="n">image_processor</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">image_processor</span><span class="p">]</span>
+        <span class="n">processed_outputs</span> <span class="o">=</span> <span class="n">image_processor</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">processed_outputs</span></div>
+
+
+<div class="viewcode-block" id="BeitRobertaImage2Text.post_process">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.post_process">[docs]</a>
+    <span class="k">def</span> <span class="nf">post_process</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">model_outputs</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="n">tokenizer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">tokenizer_name</span><span class="p">]</span>
+        <span class="n">decoded_outputs</span> <span class="o">=</span> <span class="n">tokenizer</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="n">model_outputs</span><span class="o">.</span><span class="n">cpu</span><span class="p">()</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span><span class="o">.</span><span class="n">tolist</span><span class="p">())</span>
+        <span class="n">outputs</span> <span class="o">=</span> <span class="p">[</span><span class="n">Image2TextOutput</span><span class="p">(</span><span class="n">text</span><span class="o">=</span><span class="n">text</span><span class="p">)</span> <span class="k">for</span> <span class="n">text</span> <span class="ow">in</span> <span class="n">decoded_outputs</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">outputs</span></div>
+</div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
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diff --git a/_modules/hezar/models/image2text/beit_roberta/beit_roberta_image2text_config.html b/_modules/hezar/models/image2text/beit_roberta/beit_roberta_image2text_config.html
new file mode 100644
index 00000000..07cfa707
--- /dev/null
+++ b/_modules/hezar/models/image2text/beit_roberta/beit_roberta_image2text_config.html
@@ -0,0 +1,586 @@
+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../../../../../">
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+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
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+        <article role="main">
+          <h1>Source code for hezar.models.image2text.beit_roberta.beit_roberta_image2text_config</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span><span class="p">,</span> <span class="n">field</span>
+
+<span class="kn">from</span> <span class="nn">....configs</span> <span class="kn">import</span> <span class="n">ModelConfig</span>
+
+
+<div class="viewcode-block" id="DecoderConfig">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">DecoderConfig</span><span class="p">(</span><span class="n">ModelConfig</span><span class="p">):</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;beit_roberta_decoder&quot;</span>
+    <span class="n">is_decoder</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">add_cross_attention</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">attention_probs_dropout_prob</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.1</span>
+    <span class="n">bos_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">eos_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">2</span>
+    <span class="n">classifier_dropout</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">gradient_checkpointing</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span>
+    <span class="n">hidden_act</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;gelu&quot;</span>
+    <span class="n">hidden_dropout_prob</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.1</span>
+    <span class="n">hidden_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">768</span>
+    <span class="n">initializer_range</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mf">0.02</span>
+    <span class="n">intermediate_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">3072</span>
+    <span class="n">layer_norm_eps</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">1e-12</span>
+    <span class="n">max_position_embeddings</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">514</span>
+    <span class="n">num_attention_heads</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">12</span>
+    <span class="n">num_hidden_layers</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">12</span>
+    <span class="n">pad_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="n">position_embedding_type</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;absolute&quot;</span>
+    <span class="n">type_vocab_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="n">use_cache</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">vocab_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">42000</span></div>
+
+
+
+<div class="viewcode-block" id="EncoderConfig">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">EncoderConfig</span><span class="p">(</span><span class="n">ModelConfig</span><span class="p">):</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;beit_roberta_encoder&quot;</span>
+    <span class="n">vocab_size</span> <span class="o">=</span> <span class="mi">8192</span>
+    <span class="n">hidden_size</span> <span class="o">=</span> <span class="mi">768</span>
+    <span class="n">num_hidden_layers</span> <span class="o">=</span> <span class="mi">12</span>
+    <span class="n">num_attention_heads</span> <span class="o">=</span> <span class="mi">12</span>
+    <span class="n">intermediate_size</span> <span class="o">=</span> <span class="mi">3072</span>
+    <span class="n">hidden_act</span> <span class="o">=</span> <span class="s2">&quot;gelu&quot;</span>
+    <span class="n">hidden_dropout_prob</span> <span class="o">=</span> <span class="mf">0.0</span>
+    <span class="n">attention_probs_dropout_prob</span> <span class="o">=</span> <span class="mf">0.0</span>
+    <span class="n">initializer_range</span> <span class="o">=</span> <span class="mf">0.02</span>
+    <span class="n">layer_norm_eps</span> <span class="o">=</span> <span class="mf">1e-12</span>
+    <span class="n">image_size</span> <span class="o">=</span> <span class="mi">224</span>
+    <span class="n">patch_size</span> <span class="o">=</span> <span class="mi">16</span>
+    <span class="n">num_channels</span> <span class="o">=</span> <span class="mi">3</span>
+    <span class="n">use_mask_token</span> <span class="o">=</span> <span class="kc">False</span>
+    <span class="n">use_absolute_position_embeddings</span> <span class="o">=</span> <span class="kc">False</span>
+    <span class="n">use_relative_position_bias</span> <span class="o">=</span> <span class="kc">False</span>
+    <span class="n">use_shared_relative_position_bias</span> <span class="o">=</span> <span class="kc">False</span>
+    <span class="n">layer_scale_init_value</span> <span class="o">=</span> <span class="mf">0.1</span>
+    <span class="n">drop_path_rate</span> <span class="o">=</span> <span class="mf">0.1</span>
+    <span class="n">use_mean_pooling</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">out_indices</span> <span class="o">=</span> <span class="p">[</span><span class="mi">3</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">7</span><span class="p">,</span> <span class="mi">11</span><span class="p">]</span>
+    <span class="n">pool_scales</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">6</span><span class="p">]</span>
+    <span class="n">use_auxiliary_head</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">auxiliary_loss_weight</span> <span class="o">=</span> <span class="mf">0.4</span>
+    <span class="n">auxiliary_channels</span> <span class="o">=</span> <span class="mi">256</span>
+    <span class="n">auxiliary_num_convs</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="n">auxiliary_concat_input</span> <span class="o">=</span> <span class="kc">False</span>
+    <span class="n">semantic_loss_ignore_index</span> <span class="o">=</span> <span class="mi">255</span></div>
+
+
+
+<div class="viewcode-block" id="GenerationConfig">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">GenerationConfig</span><span class="p">:</span>
+    <span class="n">bos_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">decoder_start_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">early_stopping</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">eos_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">2</span>
+    <span class="n">length_penalty</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">2.0</span>
+    <span class="n">max_length</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">64</span>
+    <span class="n">no_repeat_ngram_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">3</span>
+    <span class="n">num_beams</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">4</span>
+    <span class="n">pad_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1</span></div>
+
+
+
+<div class="viewcode-block" id="BeitRobertaImage2TextConfig">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.BeitRobertaImage2TextConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">BeitRobertaImage2TextConfig</span><span class="p">(</span><span class="n">ModelConfig</span><span class="p">):</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;beit_roberta_image2text&quot;</span>
+    <span class="n">encoder</span><span class="p">:</span> <span class="n">EncoderConfig</span> <span class="o">=</span> <span class="n">field</span><span class="p">(</span><span class="n">default_factory</span><span class="o">=</span><span class="n">EncoderConfig</span><span class="p">)</span>
+    <span class="n">decoder</span><span class="p">:</span> <span class="n">DecoderConfig</span> <span class="o">=</span> <span class="n">field</span><span class="p">(</span><span class="n">default_factory</span><span class="o">=</span><span class="n">DecoderConfig</span><span class="p">)</span>
+    <span class="n">generation</span><span class="p">:</span> <span class="n">GenerationConfig</span> <span class="o">=</span> <span class="n">field</span><span class="p">(</span><span class="n">default_factory</span><span class="o">=</span><span class="n">GenerationConfig</span><span class="p">)</span></div>
+
+</pre></div>
+        </article>
+      </div>
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+        
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diff --git a/_modules/hezar/models/image2text/crnn/crnn_decode_utils.html b/_modules/hezar/models/image2text/crnn/crnn_decode_utils.html
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.f1.html">hezar.metrics.f1 module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.metric.html">hezar.metrics.metric module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.precision.html">hezar.metrics.precision module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.recall.html">hezar.metrics.recall module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.rouge.html">hezar.metrics.rouge module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.seqeval.html">hezar.metrics.seqeval module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.wer.html">hezar.metrics.wer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../../../source/hezar.models.html">hezar.models package</a><input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" role="switch" type="checkbox"/><label for="toctree-checkbox-10"><div class="visually-hidden">Toggle navigation of hezar.models package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.bert.bert.html">hezar.models.backbone.bert.bert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.bert.bert_config.html">hezar.models.backbone.bert.bert_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.backbone.distilbert.html">hezar.models.backbone.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" role="switch" type="checkbox"/><label for="toctree-checkbox-13"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.distilbert.distilbert.html">hezar.models.backbone.distilbert.distilbert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+        <article role="main">
+          <h1>Source code for hezar.models.image2text.crnn.crnn_decode_utils</h1><div class="highlight"><pre>
+<span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">import</span> <span class="nn">torch</span>
+
+
+<span class="k">def</span> <span class="nf">_reconstruct</span><span class="p">(</span><span class="n">labels</span><span class="p">,</span> <span class="n">blank</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span>
+    <span class="n">new_labels</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="c1"># merge same labels</span>
+    <span class="n">previous</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="k">for</span> <span class="n">label</span> <span class="ow">in</span> <span class="n">labels</span><span class="p">:</span>
+        <span class="k">if</span> <span class="n">label</span> <span class="o">!=</span> <span class="n">previous</span><span class="p">:</span>
+            <span class="n">new_labels</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">label</span><span class="p">)</span>
+            <span class="n">previous</span> <span class="o">=</span> <span class="n">label</span>
+    <span class="c1"># delete blank</span>
+    <span class="n">new_labels</span> <span class="o">=</span> <span class="p">[</span><span class="n">label</span> <span class="k">for</span> <span class="n">label</span> <span class="ow">in</span> <span class="n">new_labels</span> <span class="k">if</span> <span class="n">label</span> <span class="o">!=</span> <span class="n">blank</span><span class="p">]</span>
+
+    <span class="k">return</span> <span class="n">new_labels</span>
+
+
+<div class="viewcode-block" id="greedy_decode">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.crnn.crnn_decode_utils.html#hezar.models.image2text.crnn.crnn_decode_utils.greedy_decode">[docs]</a>
+<span class="k">def</span> <span class="nf">greedy_decode</span><span class="p">(</span><span class="n">emission_log_prob</span><span class="p">,</span> <span class="n">blank</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span>
+    <span class="n">labels</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">argmax</span><span class="p">(</span><span class="n">emission_log_prob</span><span class="p">,</span> <span class="n">axis</span><span class="o">=-</span><span class="mi">1</span><span class="p">)</span>
+    <span class="n">labels</span> <span class="o">=</span> <span class="n">_reconstruct</span><span class="p">(</span><span class="n">labels</span><span class="p">,</span> <span class="n">blank</span><span class="o">=</span><span class="n">blank</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">labels</span></div>
+
+
+
+<div class="viewcode-block" id="ctc_decode">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.crnn.crnn_decode_utils.html#hezar.models.image2text.crnn.crnn_decode_utils.ctc_decode">[docs]</a>
+<span class="k">def</span> <span class="nf">ctc_decode</span><span class="p">(</span><span class="n">log_probs</span><span class="p">,</span> <span class="n">id2label</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">blank</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span>
+    <span class="n">emission_log_probs</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">transpose</span><span class="p">(</span><span class="n">log_probs</span><span class="o">.</span><span class="n">cpu</span><span class="p">()</span><span class="o">.</span><span class="n">detach</span><span class="p">()</span><span class="o">.</span><span class="n">numpy</span><span class="p">(),</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">2</span><span class="p">))</span>
+    <span class="n">batch_size</span><span class="p">,</span> <span class="n">max_length</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="n">emission_log_probs</span><span class="o">.</span><span class="n">shape</span>
+
+    <span class="c1"># size of emission_log_probs: (batch, length, class)</span>
+    <span class="n">decoded_ids</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="k">for</span> <span class="n">emission_log_prob</span> <span class="ow">in</span> <span class="n">emission_log_probs</span><span class="p">:</span>
+        <span class="n">ids</span> <span class="o">=</span> <span class="n">greedy_decode</span><span class="p">(</span><span class="n">emission_log_prob</span><span class="p">,</span> <span class="n">blank</span><span class="o">=</span><span class="n">blank</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">id2label</span><span class="p">:</span>
+            <span class="n">ids</span> <span class="o">=</span> <span class="p">[</span><span class="n">id2label</span><span class="p">[</span><span class="n">label</span><span class="p">]</span> <span class="k">for</span> <span class="n">label</span> <span class="ow">in</span> <span class="n">ids</span><span class="p">]</span>
+        <span class="n">ids</span><span class="o">.</span><span class="n">extend</span><span class="p">([</span><span class="n">blank</span><span class="p">]</span> <span class="o">*</span> <span class="p">(</span><span class="n">max_length</span> <span class="o">-</span> <span class="nb">len</span><span class="p">(</span><span class="n">ids</span><span class="p">)))</span>
+        <span class="n">decoded_ids</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ids</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">torch</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">decoded_ids</span><span class="p">)</span></div>
+
+</pre></div>
+        </article>
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+        <article role="main">
+          <h1>Source code for hezar.models.image2text.crnn.crnn_image2text</h1><div class="highlight"><pre>
+<span></span><span class="kn">import</span> <span class="nn">torch</span>
+<span class="kn">from</span> <span class="nn">torch</span> <span class="kn">import</span> <span class="n">nn</span>
+
+<span class="kn">from</span> <span class="nn">....registry</span> <span class="kn">import</span> <span class="n">register_model</span>
+<span class="kn">from</span> <span class="nn">....utils</span> <span class="kn">import</span> <span class="n">reverse_string_digits</span>
+<span class="kn">from</span> <span class="nn">...model</span> <span class="kn">import</span> <span class="n">Model</span>
+<span class="kn">from</span> <span class="nn">...model_outputs</span> <span class="kn">import</span> <span class="n">Image2TextOutput</span>
+<span class="kn">from</span> <span class="nn">.crnn_decode_utils</span> <span class="kn">import</span> <span class="n">ctc_decode</span>
+<span class="kn">from</span> <span class="nn">.crnn_image2text_config</span> <span class="kn">import</span> <span class="n">CRNNImage2TextConfig</span>
+
+
+<div class="viewcode-block" id="CRNNImage2Text">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text.html#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text">[docs]</a>
+<span class="nd">@register_model</span><span class="p">(</span><span class="s2">&quot;crnn_image2text&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">CRNNImage2TextConfig</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">CRNNImage2Text</span><span class="p">(</span><span class="n">Model</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A robust CRNN model for character level OCR based on the original paper.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">is_generative</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">image_processor</span> <span class="o">=</span> <span class="s2">&quot;image_processor&quot;</span>
+    <span class="n">loss_fn_name</span> <span class="o">=</span> <span class="s2">&quot;ctc&quot;</span>
+    <span class="n">loss_fn_kwargs</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;zero_infinity&quot;</span><span class="p">:</span> <span class="kc">True</span><span class="p">}</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">CRNNImage2TextConfig</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="o">=</span><span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">cnn</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Sequential</span><span class="p">(</span>
+            <span class="n">ConvBlock</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">n_channels</span><span class="p">,</span> <span class="mi">64</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span>
+            <span class="n">nn</span><span class="o">.</span><span class="n">MaxPool2d</span><span class="p">(</span><span class="n">kernel_size</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">stride</span><span class="o">=</span><span class="mi">2</span><span class="p">),</span>
+            <span class="n">ConvBlock</span><span class="p">(</span><span class="mi">64</span><span class="p">,</span> <span class="mi">128</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span>
+            <span class="n">nn</span><span class="o">.</span><span class="n">MaxPool2d</span><span class="p">(</span><span class="n">kernel_size</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">stride</span><span class="o">=</span><span class="mi">2</span><span class="p">),</span>
+            <span class="n">ConvBlock</span><span class="p">(</span><span class="mi">128</span><span class="p">,</span> <span class="mi">256</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span>
+            <span class="n">ConvBlock</span><span class="p">(</span><span class="mi">256</span><span class="p">,</span> <span class="mi">256</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span>
+            <span class="n">nn</span><span class="o">.</span><span class="n">MaxPool2d</span><span class="p">(</span><span class="n">kernel_size</span><span class="o">=</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">)),</span>
+            <span class="n">ConvBlock</span><span class="p">(</span><span class="mi">256</span><span class="p">,</span> <span class="mi">512</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="n">batch_norm</span><span class="o">=</span><span class="kc">True</span><span class="p">),</span>
+            <span class="n">ConvBlock</span><span class="p">(</span><span class="mi">512</span><span class="p">,</span> <span class="mi">512</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="n">batch_norm</span><span class="o">=</span><span class="kc">True</span><span class="p">),</span>
+            <span class="n">nn</span><span class="o">.</span><span class="n">MaxPool2d</span><span class="p">(</span><span class="n">kernel_size</span><span class="o">=</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">)),</span>
+            <span class="n">ConvBlock</span><span class="p">(</span><span class="mi">512</span><span class="p">,</span> <span class="mi">512</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span>
+        <span class="p">)</span>
+        <span class="c1"># map CNN to sequence</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">map2seq</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">map2seq_in_dim</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">map2seq_out_dim</span><span class="p">)</span>
+        <span class="c1"># RNN</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">rnn1</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">LSTM</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">map2seq_out_dim</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">rnn_dim</span><span class="p">,</span> <span class="n">bidirectional</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">rnn2</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">LSTM</span><span class="p">(</span><span class="mi">2</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">rnn_dim</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">rnn_dim</span><span class="p">,</span> <span class="n">bidirectional</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+        <span class="c1"># classifier</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">classifier</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="mi">2</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">rnn_dim</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">id2label</span><span class="p">))</span>
+
+<div class="viewcode-block" id="CRNNImage2Text.forward">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text.html#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.forward">[docs]</a>
+    <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">pixel_values</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="c1"># CNN block</span>
+        <span class="n">x</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">cnn</span><span class="p">(</span><span class="n">pixel_values</span><span class="p">)</span>
+        <span class="c1"># reformat array</span>
+        <span class="n">batch</span><span class="p">,</span> <span class="n">channel</span><span class="p">,</span> <span class="n">height</span><span class="p">,</span> <span class="n">width</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">size</span><span class="p">()</span>
+        <span class="n">x</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="n">batch</span><span class="p">,</span> <span class="n">channel</span> <span class="o">*</span> <span class="n">height</span><span class="p">,</span> <span class="n">width</span><span class="p">)</span>
+        <span class="n">x</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">permute</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
+        <span class="n">x</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">map2seq</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+        <span class="n">x</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">rnn1</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+        <span class="n">x</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">rnn2</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+        <span class="n">x</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">classifier</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+        <span class="n">x</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">functional</span><span class="o">.</span><span class="n">log_softmax</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
+        <span class="n">outputs</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;logits&quot;</span><span class="p">:</span> <span class="n">x</span><span class="p">}</span>
+        <span class="k">return</span> <span class="n">outputs</span></div>
+
+
+<div class="viewcode-block" id="CRNNImage2Text.compute_loss">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text.html#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.compute_loss">[docs]</a>
+    <span class="k">def</span> <span class="nf">compute_loss</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">logits</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">,</span> <span class="n">labels</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">):</span>
+        <span class="n">batch_size</span> <span class="o">=</span> <span class="n">logits</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
+        <span class="n">labels_lengths</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">count_nonzero</span><span class="p">(</span><span class="n">labels</span><span class="p">,</span> <span class="n">dim</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">flatten</span><span class="p">()</span>
+        <span class="n">labels</span> <span class="o">=</span> <span class="n">labels</span><span class="p">[</span><span class="n">labels</span> <span class="o">!=</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">blank_id</span><span class="p">]</span>
+        <span class="n">input_lengths</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">LongTensor</span><span class="p">([</span><span class="n">logits</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">0</span><span class="p">)]</span> <span class="o">*</span> <span class="n">batch_size</span><span class="p">)</span>
+
+        <span class="n">loss</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">criterion</span><span class="p">(</span><span class="n">logits</span><span class="p">,</span> <span class="n">labels</span><span class="p">,</span> <span class="n">input_lengths</span><span class="p">,</span> <span class="n">labels_lengths</span><span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">loss</span></div>
+
+
+<div class="viewcode-block" id="CRNNImage2Text.generate">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text.html#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.generate">[docs]</a>
+    <span class="k">def</span> <span class="nf">generate</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">pixel_values</span><span class="p">):</span>
+        <span class="n">logits</span> <span class="o">=</span> <span class="bp">self</span><span class="p">(</span><span class="n">pixel_values</span><span class="p">)[</span><span class="s2">&quot;logits&quot;</span><span class="p">]</span>
+        <span class="n">output_ids</span> <span class="o">=</span> <span class="n">ctc_decode</span><span class="p">(</span><span class="n">logits</span><span class="p">,</span> <span class="n">blank</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">blank_id</span><span class="p">)</span>
+        <span class="n">probs</span><span class="p">,</span> <span class="n">values</span> <span class="o">=</span> <span class="n">logits</span><span class="o">.</span><span class="n">permute</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span><span class="o">.</span><span class="n">softmax</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span>
+        <span class="n">mean_probs</span> <span class="o">=</span> <span class="n">probs</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
+        <span class="k">return</span> <span class="p">{</span><span class="s2">&quot;generated_ids&quot;</span><span class="p">:</span> <span class="n">output_ids</span><span class="p">,</span> <span class="s2">&quot;scores&quot;</span><span class="p">:</span> <span class="n">mean_probs</span><span class="p">}</span></div>
+
+
+<div class="viewcode-block" id="CRNNImage2Text.preprocess">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text.html#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.preprocess">[docs]</a>
+    <span class="k">def</span> <span class="nf">preprocess</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputs</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="n">image_processor</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">image_processor</span><span class="p">]</span>
+        <span class="n">processed_outputs</span> <span class="o">=</span> <span class="n">image_processor</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">processed_outputs</span></div>
+
+
+<div class="viewcode-block" id="CRNNImage2Text.post_process">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text.html#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.post_process">[docs]</a>
+    <span class="k">def</span> <span class="nf">post_process</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">generation_outputs</span><span class="p">,</span> <span class="n">return_scores</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">generation_outputs</span><span class="p">,</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">):</span>
+            <span class="n">generated_ids</span> <span class="o">=</span> <span class="n">generation_outputs</span>
+            <span class="n">scores</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="n">generated_ids</span><span class="o">.</span><span class="n">shape</span><span class="p">))</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">generated_ids</span><span class="p">,</span> <span class="n">scores</span> <span class="o">=</span> <span class="n">generation_outputs</span><span class="o">.</span><span class="n">values</span><span class="p">()</span>
+
+        <span class="n">outputs</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">generated_ids</span> <span class="o">=</span> <span class="n">generated_ids</span><span class="o">.</span><span class="n">cpu</span><span class="p">()</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+        <span class="n">scores</span> <span class="o">=</span> <span class="n">scores</span><span class="o">.</span><span class="n">cpu</span><span class="p">()</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">decoded_ids</span><span class="p">,</span> <span class="n">score</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">generated_ids</span><span class="p">,</span> <span class="n">scores</span><span class="p">):</span>
+            <span class="n">chars</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">id2label</span><span class="p">[</span><span class="n">id_</span><span class="p">]</span> <span class="k">for</span> <span class="n">id_</span> <span class="ow">in</span> <span class="n">decoded_ids</span><span class="p">]</span>
+            <span class="n">text</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">chars</span><span class="p">)</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">reverse_output_digits</span><span class="p">:</span>
+                <span class="n">text</span> <span class="o">=</span> <span class="n">reverse_string_digits</span><span class="p">(</span><span class="n">text</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">return_scores</span><span class="p">:</span>
+                <span class="n">outputs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">Image2TextOutput</span><span class="p">(</span><span class="n">text</span><span class="o">=</span><span class="n">text</span><span class="p">,</span> <span class="n">score</span><span class="o">=</span><span class="n">score</span><span class="p">))</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">outputs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">Image2TextOutput</span><span class="p">(</span><span class="n">text</span><span class="o">=</span><span class="n">text</span><span class="p">))</span>
+        <span class="k">return</span> <span class="n">outputs</span></div>
+</div>
+
+
+
+<div class="viewcode-block" id="ConvBlock">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text.html#hezar.models.image2text.crnn.crnn_image2text.ConvBlock">[docs]</a>
+<span class="k">class</span> <span class="nc">ConvBlock</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">input_channel</span><span class="p">,</span> <span class="n">output_channel</span><span class="p">,</span> <span class="n">kernel_sizes</span><span class="p">,</span> <span class="n">strides</span><span class="p">,</span> <span class="n">paddings</span><span class="p">,</span> <span class="n">batch_norm</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">(</span><span class="n">ConvBlock</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">do_batch_norm</span> <span class="o">=</span> <span class="n">batch_norm</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">conv</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Conv2d</span><span class="p">(</span><span class="n">input_channel</span><span class="p">,</span> <span class="n">output_channel</span><span class="p">,</span> <span class="n">kernel_sizes</span><span class="p">,</span> <span class="n">strides</span><span class="p">,</span> <span class="n">paddings</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">bn</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">BatchNorm2d</span><span class="p">(</span><span class="n">output_channel</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">relu</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">ReLU</span><span class="p">(</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+
+<div class="viewcode-block" id="ConvBlock.forward">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text.html#hezar.models.image2text.crnn.crnn_image2text.ConvBlock.forward">[docs]</a>
+    <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">):</span>
+        <span class="n">x</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">do_batch_norm</span><span class="p">:</span>
+            <span class="n">x</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">bn</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+        <span class="n">x</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">relu</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">x</span></div>
+</div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
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diff --git a/_modules/hezar/models/image2text/crnn/crnn_image2text_config.html b/_modules/hezar/models/image2text/crnn/crnn_image2text_config.html
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.cer.html">hezar.metrics.cer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.f1.html">hezar.metrics.f1 module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.metric.html">hezar.metrics.metric module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.precision.html">hezar.metrics.precision module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.recall.html">hezar.metrics.recall module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.rouge.html">hezar.metrics.rouge module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.seqeval.html">hezar.metrics.seqeval module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.wer.html">hezar.metrics.wer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../../../source/hezar.models.html">hezar.models package</a><input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" role="switch" type="checkbox"/><label for="toctree-checkbox-10"><div class="visually-hidden">Toggle navigation of hezar.models package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.bert.bert.html">hezar.models.backbone.bert.bert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.bert.bert_config.html">hezar.models.backbone.bert.bert_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.backbone.distilbert.html">hezar.models.backbone.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" role="switch" type="checkbox"/><label for="toctree-checkbox-13"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.distilbert.distilbert.html">hezar.models.backbone.distilbert.distilbert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
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+          <h1>Source code for hezar.models.image2text.crnn.crnn_image2text_config</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Dict</span>
+
+<span class="kn">from</span> <span class="nn">....configs</span> <span class="kn">import</span> <span class="n">ModelConfig</span>
+
+
+<div class="viewcode-block" id="CRNNImage2TextConfig">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text_config.html#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">CRNNImage2TextConfig</span><span class="p">(</span><span class="n">ModelConfig</span><span class="p">):</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;crnn_image2text&quot;</span>
+    <span class="n">id2label</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">blank_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">n_channels</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="n">image_height</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">32</span>
+    <span class="n">image_width</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">128</span>
+    <span class="n">map2seq_in_dim</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">2048</span>
+    <span class="n">map2seq_out_dim</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">64</span>
+    <span class="n">rnn_dim</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">256</span>
+    <span class="n">reverse_prediction_text</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">reverse_output_digits</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">None</span></div>
+
+</pre></div>
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+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../../../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../../../source/hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
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+    </div>
+  </aside>
+  <div class="main">
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+        <article role="main">
+          <h1>Source code for hezar.models.image2text.trocr.trocr_image2text</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span>
+
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span>
+
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">import</span> <span class="nn">torch</span>
+
+<span class="kn">from</span> <span class="nn">....constants</span> <span class="kn">import</span> <span class="n">Backends</span>
+<span class="kn">from</span> <span class="nn">....registry</span> <span class="kn">import</span> <span class="n">register_model</span>
+<span class="kn">from</span> <span class="nn">....utils</span> <span class="kn">import</span> <span class="n">is_backend_available</span>
+<span class="kn">from</span> <span class="nn">...model</span> <span class="kn">import</span> <span class="n">Model</span>
+<span class="kn">from</span> <span class="nn">...model_outputs</span> <span class="kn">import</span> <span class="n">Image2TextOutput</span>
+<span class="kn">from</span> <span class="nn">.trocr_image2text_config</span> <span class="kn">import</span> <span class="n">TrOCRImage2TextConfig</span>
+
+
+<span class="k">if</span> <span class="n">is_backend_available</span><span class="p">(</span><span class="n">Backends</span><span class="o">.</span><span class="n">TRANSFORMERS</span><span class="p">):</span>
+    <span class="kn">from</span> <span class="nn">transformers</span> <span class="kn">import</span> <span class="p">(</span>
+        <span class="n">GenerationConfig</span><span class="p">,</span>
+        <span class="n">RobertaConfig</span><span class="p">,</span>
+        <span class="n">RobertaForCausalLM</span><span class="p">,</span>
+        <span class="n">VisionEncoderDecoderModel</span><span class="p">,</span>
+        <span class="n">ViTConfig</span><span class="p">,</span>
+        <span class="n">ViTModel</span><span class="p">,</span>
+    <span class="p">)</span>
+
+<span class="k">if</span> <span class="n">is_backend_available</span><span class="p">(</span><span class="n">Backends</span><span class="o">.</span><span class="n">PILLOW</span><span class="p">):</span>
+    <span class="kn">from</span> <span class="nn">PIL</span> <span class="kn">import</span> <span class="n">Image</span>
+
+<span class="n">_required_backends</span> <span class="o">=</span> <span class="p">[</span><span class="n">Backends</span><span class="o">.</span><span class="n">TRANSFORMERS</span><span class="p">,</span> <span class="n">Backends</span><span class="o">.</span><span class="n">TOKENIZERS</span><span class="p">,</span> <span class="n">Backends</span><span class="o">.</span><span class="n">PILLOW</span><span class="p">]</span>
+
+
+<div class="viewcode-block" id="TrOCRImage2Text">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text.html#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text">[docs]</a>
+<span class="nd">@register_model</span><span class="p">(</span><span class="s2">&quot;trocr_image2text&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">TrOCRImage2TextConfig</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">TrOCRImage2Text</span><span class="p">(</span><span class="n">Model</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    TrOCR for optical character recognition</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">is_generative</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">required_backends</span> <span class="o">=</span> <span class="n">_required_backends</span>
+    <span class="n">image_processor</span> <span class="o">=</span> <span class="s2">&quot;image_processor&quot;</span>
+    <span class="n">tokenizer_name</span> <span class="o">=</span> <span class="s2">&quot;bpe_tokenizer&quot;</span>
+    <span class="n">loss_fn_name</span> <span class="o">=</span> <span class="s2">&quot;cross_entropy&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">TrOCRImage2TextConfig</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="n">encoder</span> <span class="o">=</span> <span class="n">ViTModel</span><span class="p">(</span><span class="n">config</span><span class="o">=</span><span class="n">ViTConfig</span><span class="p">(</span><span class="o">**</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">encoder</span><span class="p">))</span>
+        <span class="n">decoder</span> <span class="o">=</span> <span class="n">RobertaForCausalLM</span><span class="p">(</span><span class="n">config</span><span class="o">=</span><span class="n">RobertaConfig</span><span class="p">(</span><span class="o">**</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">decoder</span><span class="p">))</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">trocr</span> <span class="o">=</span> <span class="n">VisionEncoderDecoderModel</span><span class="p">(</span><span class="n">encoder</span><span class="o">=</span><span class="n">encoder</span><span class="p">,</span> <span class="n">decoder</span><span class="o">=</span><span class="n">decoder</span><span class="p">)</span>
+
+<div class="viewcode-block" id="TrOCRImage2Text.forward">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text.html#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.forward">[docs]</a>
+    <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">pixel_values</span><span class="p">,</span>
+        <span class="n">decoder_input_ids</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">decoder_attention_mask</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">encoder_outputs</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">past_key_values</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">decoder_inputs_embeds</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">use_cache</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_attentions</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_hidden_states</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
+    <span class="p">):</span>
+        <span class="n">outputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">trocr</span><span class="p">(</span>
+            <span class="n">pixel_values</span><span class="o">=</span><span class="n">pixel_values</span><span class="p">,</span>
+            <span class="n">decoder_input_ids</span><span class="o">=</span><span class="n">decoder_input_ids</span><span class="p">,</span>
+            <span class="n">decoder_attention_mask</span><span class="o">=</span><span class="n">decoder_attention_mask</span><span class="p">,</span>
+            <span class="n">encoder_outputs</span><span class="o">=</span><span class="n">encoder_outputs</span><span class="p">,</span>
+            <span class="n">past_key_values</span><span class="o">=</span><span class="n">past_key_values</span><span class="p">,</span>
+            <span class="n">decoder_inputs_embeds</span><span class="o">=</span><span class="n">decoder_inputs_embeds</span><span class="p">,</span>
+            <span class="n">labels</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">use_cache</span><span class="o">=</span><span class="n">use_cache</span><span class="p">,</span>
+            <span class="n">output_attentions</span><span class="o">=</span><span class="n">output_attentions</span><span class="p">,</span>
+            <span class="n">output_hidden_states</span><span class="o">=</span><span class="n">output_hidden_states</span><span class="p">,</span>
+        <span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">outputs</span></div>
+
+
+<div class="viewcode-block" id="TrOCRImage2Text.compute_loss">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text.html#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.compute_loss">[docs]</a>
+    <span class="k">def</span> <span class="nf">compute_loss</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">logits</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">,</span> <span class="n">labels</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">:</span>
+        <span class="n">loss</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">criterion</span><span class="p">(</span><span class="n">logits</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">trocr</span><span class="o">.</span><span class="n">decoder</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">vocab_size</span><span class="p">),</span> <span class="n">labels</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">))</span>
+        <span class="k">return</span> <span class="n">loss</span></div>
+
+
+<div class="viewcode-block" id="TrOCRImage2Text.generate">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text.html#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.generate">[docs]</a>
+    <span class="k">def</span> <span class="nf">generate</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">pixel_values</span><span class="p">,</span> <span class="n">generation_config</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="k">if</span> <span class="n">generation_config</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">generation_config</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">dict</span><span class="p">()[</span><span class="s2">&quot;generation&quot;</span><span class="p">]</span>
+        <span class="n">generation_config</span> <span class="o">=</span> <span class="n">GenerationConfig</span><span class="p">(</span><span class="o">**</span><span class="n">generation_config</span><span class="p">)</span>
+        <span class="n">outputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">trocr</span><span class="o">.</span><span class="n">generate</span><span class="p">(</span><span class="n">inputs</span><span class="o">=</span><span class="n">pixel_values</span><span class="p">,</span> <span class="n">generation_config</span><span class="o">=</span><span class="n">generation_config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">outputs</span></div>
+
+
+<div class="viewcode-block" id="TrOCRImage2Text.preprocess">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text.html#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.preprocess">[docs]</a>
+    <span class="k">def</span> <span class="nf">preprocess</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputs</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">]</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="s2">&quot;Image&quot;</span><span class="p">]</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="n">image_processor</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">image_processor</span><span class="p">]</span>
+        <span class="n">processed_outputs</span> <span class="o">=</span> <span class="n">image_processor</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">processed_outputs</span></div>
+
+
+<div class="viewcode-block" id="TrOCRImage2Text.post_process">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text.html#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.post_process">[docs]</a>
+    <span class="k">def</span> <span class="nf">post_process</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">model_outputs</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="n">tokenizer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">tokenizer_name</span><span class="p">]</span>
+        <span class="n">decoded_outputs</span> <span class="o">=</span> <span class="n">tokenizer</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="n">model_outputs</span><span class="o">.</span><span class="n">cpu</span><span class="p">()</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span><span class="o">.</span><span class="n">tolist</span><span class="p">())</span>
+        <span class="n">outputs</span> <span class="o">=</span> <span class="p">[</span><span class="n">Image2TextOutput</span><span class="p">(</span><span class="n">text</span><span class="o">=</span><span class="n">text</span><span class="p">)</span> <span class="k">for</span> <span class="n">text</span> <span class="ow">in</span> <span class="n">decoded_outputs</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">outputs</span></div>
+</div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          
+          
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+        <div class="bottom-of-page">
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+            </div>
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diff --git a/_modules/hezar/models/image2text/trocr/trocr_image2text_config.html b/_modules/hezar/models/image2text/trocr/trocr_image2text_config.html
new file mode 100644
index 00000000..5ddf78cc
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+++ b/_modules/hezar/models/image2text/trocr/trocr_image2text_config.html
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+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../../../../../">
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
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+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../../../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
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+        <article role="main">
+          <h1>Source code for hezar.models.image2text.trocr.trocr_image2text_config</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span><span class="p">,</span> <span class="n">field</span>
+
+<span class="kn">from</span> <span class="nn">....configs</span> <span class="kn">import</span> <span class="n">ModelConfig</span>
+
+
+<div class="viewcode-block" id="DecoderConfig">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">DecoderConfig</span><span class="p">(</span><span class="n">ModelConfig</span><span class="p">):</span>
+    <span class="n">is_decoder</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">add_cross_attention</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">attention_probs_dropout_prob</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.1</span>
+    <span class="n">bos_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">eos_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">2</span>
+    <span class="n">classifier_dropout</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">gradient_checkpointing</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span>
+    <span class="n">hidden_act</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;gelu&quot;</span>
+    <span class="n">hidden_dropout_prob</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.1</span>
+    <span class="n">hidden_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">768</span>
+    <span class="n">initializer_range</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mf">0.02</span>
+    <span class="n">intermediate_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">3072</span>
+    <span class="n">layer_norm_eps</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">1e-12</span>
+    <span class="n">max_position_embeddings</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">514</span>
+    <span class="n">num_attention_heads</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">12</span>
+    <span class="n">num_hidden_layers</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">12</span>
+    <span class="n">pad_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="n">position_embedding_type</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;absolute&quot;</span>
+    <span class="n">type_vocab_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="n">use_cache</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">vocab_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">42000</span></div>
+
+
+
+<div class="viewcode-block" id="EncoderConfig">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">EncoderConfig</span><span class="p">(</span><span class="n">ModelConfig</span><span class="p">):</span>
+    <span class="n">hidden_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">768</span>
+    <span class="n">num_hidden_layers</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">12</span>
+    <span class="n">num_attention_heads</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">12</span>
+    <span class="n">intermediate_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">3072</span>
+    <span class="n">hidden_act</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;gelu&quot;</span>
+    <span class="n">hidden_dropout_prob</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.0</span>
+    <span class="n">attention_probs_dropout_prob</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.0</span>
+    <span class="n">initializer_range</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.02</span>
+    <span class="n">layer_norm_eps</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">1e-12</span>
+    <span class="n">image_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">224</span>
+    <span class="n">patch_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">16</span>
+    <span class="n">num_channels</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">3</span>
+    <span class="n">qkv_bias</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">encoder_stride</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">16</span></div>
+
+
+
+<div class="viewcode-block" id="GenerationConfig">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">GenerationConfig</span><span class="p">:</span>
+    <span class="n">bos_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">decoder_start_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">early_stopping</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">eos_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">2</span>
+    <span class="n">length_penalty</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">2.0</span>
+    <span class="n">max_length</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">64</span>
+    <span class="n">no_repeat_ngram_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">3</span>
+    <span class="n">num_beams</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">4</span>
+    <span class="n">pad_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1</span></div>
+
+
+
+<div class="viewcode-block" id="TrOCRImage2TextConfig">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.TrOCRImage2TextConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">TrOCRImage2TextConfig</span><span class="p">(</span><span class="n">ModelConfig</span><span class="p">):</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;trocr_image2text&quot;</span>
+    <span class="n">encoder</span><span class="p">:</span> <span class="n">EncoderConfig</span> <span class="o">=</span> <span class="n">field</span><span class="p">(</span><span class="n">default_factory</span><span class="o">=</span><span class="n">EncoderConfig</span><span class="p">)</span>
+    <span class="n">decoder</span><span class="p">:</span> <span class="n">DecoderConfig</span> <span class="o">=</span> <span class="n">field</span><span class="p">(</span><span class="n">default_factory</span><span class="o">=</span><span class="n">DecoderConfig</span><span class="p">)</span>
+    <span class="n">generation</span><span class="p">:</span> <span class="n">GenerationConfig</span> <span class="o">=</span> <span class="n">field</span><span class="p">(</span><span class="n">default_factory</span><span class="o">=</span><span class="n">GenerationConfig</span><span class="p">)</span></div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.accuracy.html">hezar.metrics.accuracy module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.bleu.html">hezar.metrics.bleu module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.cer.html">hezar.metrics.cer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.f1.html">hezar.metrics.f1 module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.metric.html">hezar.metrics.metric module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.precision.html">hezar.metrics.precision module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.recall.html">hezar.metrics.recall module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.rouge.html">hezar.metrics.rouge module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.seqeval.html">hezar.metrics.seqeval module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.wer.html">hezar.metrics.wer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../../../source/hezar.models.html">hezar.models package</a><input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" role="switch" type="checkbox"/><label for="toctree-checkbox-10"><div class="visually-hidden">Toggle navigation of hezar.models package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.bert.bert.html">hezar.models.backbone.bert.bert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.bert.bert_config.html">hezar.models.backbone.bert.bert_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.distilbert.distilbert.html">hezar.models.backbone.distilbert.distilbert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
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+        <article role="main">
+          <h1>Source code for hezar.models.image2text.vit_gpt2.vit_gpt2_image2text</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span>
+
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span>
+
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">import</span> <span class="nn">torch</span>
+
+<span class="kn">from</span> <span class="nn">....constants</span> <span class="kn">import</span> <span class="n">Backends</span>
+<span class="kn">from</span> <span class="nn">....registry</span> <span class="kn">import</span> <span class="n">register_model</span>
+<span class="kn">from</span> <span class="nn">....utils</span> <span class="kn">import</span> <span class="n">is_backend_available</span>
+<span class="kn">from</span> <span class="nn">...model</span> <span class="kn">import</span> <span class="n">Model</span>
+<span class="kn">from</span> <span class="nn">...model_outputs</span> <span class="kn">import</span> <span class="n">Image2TextOutput</span>
+<span class="kn">from</span> <span class="nn">.vit_gpt2_image2text_config</span> <span class="kn">import</span> <span class="n">ViTGPT2Image2TextConfig</span>
+
+
+<span class="k">if</span> <span class="n">is_backend_available</span><span class="p">(</span><span class="n">Backends</span><span class="o">.</span><span class="n">TRANSFORMERS</span><span class="p">):</span>
+    <span class="kn">from</span> <span class="nn">transformers</span> <span class="kn">import</span> <span class="p">(</span>
+        <span class="n">GenerationConfig</span><span class="p">,</span>
+        <span class="n">GPT2Config</span><span class="p">,</span>
+        <span class="n">GPT2LMHeadModel</span><span class="p">,</span>
+        <span class="n">VisionEncoderDecoderModel</span><span class="p">,</span>
+        <span class="n">ViTConfig</span><span class="p">,</span>
+        <span class="n">ViTModel</span><span class="p">,</span>
+    <span class="p">)</span>
+
+<span class="k">if</span> <span class="n">is_backend_available</span><span class="p">(</span><span class="n">Backends</span><span class="o">.</span><span class="n">PILLOW</span><span class="p">):</span>
+    <span class="kn">from</span> <span class="nn">PIL</span> <span class="kn">import</span> <span class="n">Image</span>
+
+<span class="n">_required_backends</span> <span class="o">=</span> <span class="p">[</span><span class="n">Backends</span><span class="o">.</span><span class="n">TRANSFORMERS</span><span class="p">,</span> <span class="n">Backends</span><span class="o">.</span><span class="n">TOKENIZERS</span><span class="p">,</span> <span class="n">Backends</span><span class="o">.</span><span class="n">PILLOW</span><span class="p">]</span>
+
+
+<div class="viewcode-block" id="ViTGPT2Image2Text">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text">[docs]</a>
+<span class="nd">@register_model</span><span class="p">(</span><span class="s2">&quot;vit_gpt2_image2text&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">ViTGPT2Image2TextConfig</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">ViTGPT2Image2Text</span><span class="p">(</span><span class="n">Model</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    ViT + GPT2 for image to text generation (image captioning)</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">is_generative</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">required_backends</span> <span class="o">=</span> <span class="n">_required_backends</span>
+    <span class="n">image_processor</span> <span class="o">=</span> <span class="s2">&quot;image_processor&quot;</span>
+    <span class="n">tokenizer_name</span> <span class="o">=</span> <span class="s2">&quot;bpe_tokenizer&quot;</span>
+    <span class="n">loss_fn_name</span> <span class="o">=</span> <span class="s2">&quot;cross_entropy&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">ViTGPT2Image2TextConfig</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="n">encoder</span> <span class="o">=</span> <span class="n">ViTModel</span><span class="p">(</span><span class="n">config</span><span class="o">=</span><span class="n">ViTConfig</span><span class="p">(</span><span class="o">**</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">encoder</span><span class="p">))</span>
+        <span class="n">decoder</span> <span class="o">=</span> <span class="n">GPT2LMHeadModel</span><span class="p">(</span><span class="n">config</span><span class="o">=</span><span class="n">GPT2Config</span><span class="p">(</span><span class="o">**</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">decoder</span><span class="p">))</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">vit_gpt2</span> <span class="o">=</span> <span class="n">VisionEncoderDecoderModel</span><span class="p">(</span><span class="n">encoder</span><span class="o">=</span><span class="n">encoder</span><span class="p">,</span> <span class="n">decoder</span><span class="o">=</span><span class="n">decoder</span><span class="p">)</span>
+
+<div class="viewcode-block" id="ViTGPT2Image2Text.forward">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.forward">[docs]</a>
+    <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">pixel_values</span><span class="p">,</span>
+        <span class="n">decoder_input_ids</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">decoder_attention_mask</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">encoder_outputs</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">past_key_values</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">decoder_inputs_embeds</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">use_cache</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_attentions</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_hidden_states</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
+    <span class="p">):</span>
+        <span class="n">outputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">vit_gpt2</span><span class="p">(</span>
+            <span class="n">pixel_values</span><span class="o">=</span><span class="n">pixel_values</span><span class="p">,</span>
+            <span class="n">decoder_input_ids</span><span class="o">=</span><span class="n">decoder_input_ids</span><span class="p">,</span>
+            <span class="n">decoder_attention_mask</span><span class="o">=</span><span class="n">decoder_attention_mask</span><span class="p">,</span>
+            <span class="n">encoder_outputs</span><span class="o">=</span><span class="n">encoder_outputs</span><span class="p">,</span>
+            <span class="n">past_key_values</span><span class="o">=</span><span class="n">past_key_values</span><span class="p">,</span>
+            <span class="n">decoder_inputs_embeds</span><span class="o">=</span><span class="n">decoder_inputs_embeds</span><span class="p">,</span>
+            <span class="n">labels</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">use_cache</span><span class="o">=</span><span class="n">use_cache</span><span class="p">,</span>
+            <span class="n">output_attentions</span><span class="o">=</span><span class="n">output_attentions</span><span class="p">,</span>
+            <span class="n">output_hidden_states</span><span class="o">=</span><span class="n">output_hidden_states</span><span class="p">,</span>
+        <span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">outputs</span></div>
+
+
+<div class="viewcode-block" id="ViTGPT2Image2Text.compute_loss">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.compute_loss">[docs]</a>
+    <span class="k">def</span> <span class="nf">compute_loss</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">logits</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">,</span> <span class="n">labels</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">:</span>
+        <span class="n">loss</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">criterion</span><span class="p">(</span><span class="n">logits</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">vit_gpt2</span><span class="o">.</span><span class="n">decoder</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">vocab_size</span><span class="p">),</span> <span class="n">labels</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">))</span>
+        <span class="k">return</span> <span class="n">loss</span></div>
+
+
+<div class="viewcode-block" id="ViTGPT2Image2Text.generate">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.generate">[docs]</a>
+    <span class="k">def</span> <span class="nf">generate</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">pixel_values</span><span class="p">,</span> <span class="n">generation_config</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="k">if</span> <span class="n">generation_config</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">generation_config</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">dict</span><span class="p">()[</span><span class="s2">&quot;generation&quot;</span><span class="p">]</span>
+        <span class="n">generation_config</span> <span class="o">=</span> <span class="n">GenerationConfig</span><span class="p">(</span><span class="o">**</span><span class="n">generation_config</span><span class="p">)</span>
+        <span class="n">outputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">vit_gpt2</span><span class="o">.</span><span class="n">generate</span><span class="p">(</span><span class="n">inputs</span><span class="o">=</span><span class="n">pixel_values</span><span class="p">,</span> <span class="n">generation_config</span><span class="o">=</span><span class="n">generation_config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">outputs</span></div>
+
+
+<div class="viewcode-block" id="ViTGPT2Image2Text.preprocess">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.preprocess">[docs]</a>
+    <span class="k">def</span> <span class="nf">preprocess</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputs</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">]</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="s2">&quot;Image&quot;</span><span class="p">]</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="n">image_processor</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">image_processor</span><span class="p">]</span>
+        <span class="n">processed_outputs</span> <span class="o">=</span> <span class="n">image_processor</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">processed_outputs</span></div>
+
+
+<div class="viewcode-block" id="ViTGPT2Image2Text.post_process">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.post_process">[docs]</a>
+    <span class="k">def</span> <span class="nf">post_process</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">model_outputs</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="n">tokenizer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">tokenizer_name</span><span class="p">]</span>
+        <span class="n">decoded_outputs</span> <span class="o">=</span> <span class="n">tokenizer</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="n">model_outputs</span><span class="o">.</span><span class="n">cpu</span><span class="p">()</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span><span class="o">.</span><span class="n">tolist</span><span class="p">())</span>
+        <span class="n">outputs</span> <span class="o">=</span> <span class="p">[</span><span class="n">Image2TextOutput</span><span class="p">(</span><span class="n">text</span><span class="o">=</span><span class="n">text</span><span class="p">)</span> <span class="k">for</span> <span class="n">text</span> <span class="ow">in</span> <span class="n">decoded_outputs</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">outputs</span></div>
+</div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
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diff --git a/_modules/hezar/models/image2text/vit_gpt2/vit_gpt2_image2text_config.html b/_modules/hezar/models/image2text/vit_gpt2/vit_gpt2_image2text_config.html
new file mode 100644
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+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../../../source/hezar.metrics.html">hezar.metrics package</a><input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" role="switch" type="checkbox"/><label for="toctree-checkbox-9"><div class="visually-hidden">Toggle navigation of hezar.metrics package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.accuracy.html">hezar.metrics.accuracy module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.bleu.html">hezar.metrics.bleu module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.cer.html">hezar.metrics.cer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.f1.html">hezar.metrics.f1 module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.metric.html">hezar.metrics.metric module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.precision.html">hezar.metrics.precision module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.recall.html">hezar.metrics.recall module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.rouge.html">hezar.metrics.rouge module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.seqeval.html">hezar.metrics.seqeval module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.wer.html">hezar.metrics.wer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../../../source/hezar.models.html">hezar.models package</a><input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" role="switch" type="checkbox"/><label for="toctree-checkbox-10"><div class="visually-hidden">Toggle navigation of hezar.models package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.bert.bert.html">hezar.models.backbone.bert.bert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.bert.bert_config.html">hezar.models.backbone.bert.bert_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.distilbert.distilbert.html">hezar.models.backbone.distilbert.distilbert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
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+        <article role="main">
+          <h1>Source code for hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span><span class="p">,</span> <span class="n">field</span>
+
+<span class="kn">from</span> <span class="nn">....configs</span> <span class="kn">import</span> <span class="n">ModelConfig</span>
+
+
+<div class="viewcode-block" id="DecoderConfig">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">DecoderConfig</span><span class="p">(</span><span class="n">ModelConfig</span><span class="p">):</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;vit_gpt2_decoder&quot;</span>
+    <span class="n">add_cross_attention</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">vocab_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">42001</span>
+    <span class="n">attn_pdrop</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.1</span>
+    <span class="n">bos_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">5</span>
+    <span class="n">embd_pdrop</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.1</span>
+    <span class="n">eos_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">5</span>
+    <span class="n">gradient_checkpointing</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span>
+    <span class="n">initializer_range</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.02</span>
+    <span class="n">layer_norm_epsilon</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">1e-05</span>
+    <span class="n">model_type</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;gpt2&quot;</span>
+    <span class="n">n_ctx</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1024</span>
+    <span class="n">n_embd</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">768</span>
+    <span class="n">n_head</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">12</span>
+    <span class="n">n_inner</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">n_layer</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">12</span>
+    <span class="n">n_positions</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1024</span>
+    <span class="n">resid_pdrop</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.1</span>
+    <span class="n">summary_activation</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span>
+    <span class="n">summary_first_dropout</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.1</span>
+    <span class="n">use_cache</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span></div>
+
+
+
+<div class="viewcode-block" id="EncoderConfig">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">EncoderConfig</span><span class="p">(</span><span class="n">ModelConfig</span><span class="p">):</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;vit_gpt2_encoder&quot;</span>
+    <span class="n">hidden_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">768</span>
+    <span class="n">num_hidden_layers</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">12</span>
+    <span class="n">num_attention_heads</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">12</span>
+    <span class="n">intermediate_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">3072</span>
+    <span class="n">hidden_act</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;gelu&quot;</span>
+    <span class="n">hidden_dropout_prob</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.0</span>
+    <span class="n">attention_probs_dropout_prob</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.0</span>
+    <span class="n">initializer_range</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.02</span>
+    <span class="n">layer_norm_eps</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">1e-12</span>
+    <span class="n">image_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">224</span>
+    <span class="n">patch_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">16</span>
+    <span class="n">num_channels</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">3</span>
+    <span class="n">qkv_bias</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">encoder_stride</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">16</span></div>
+
+
+
+<div class="viewcode-block" id="GenerationConfig">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">GenerationConfig</span><span class="p">(</span><span class="n">ModelConfig</span><span class="p">):</span>
+    <span class="n">bos_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">decoder_start_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">early_stopping</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">eos_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">2</span>
+    <span class="n">length_penalty</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">2.0</span>
+    <span class="n">max_new_tokens</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">24</span>
+    <span class="n">no_repeat_ngram_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">3</span>
+    <span class="n">num_beams</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">4</span>
+    <span class="n">pad_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1</span></div>
+
+
+
+<div class="viewcode-block" id="ViTGPT2Image2TextConfig">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.ViTGPT2Image2TextConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">ViTGPT2Image2TextConfig</span><span class="p">(</span><span class="n">ModelConfig</span><span class="p">):</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;vit_gpt2_image2text&quot;</span>
+    <span class="n">encoder</span><span class="p">:</span> <span class="n">EncoderConfig</span> <span class="o">=</span> <span class="n">field</span><span class="p">(</span><span class="n">default_factory</span><span class="o">=</span><span class="n">EncoderConfig</span><span class="p">)</span>
+    <span class="n">decoder</span><span class="p">:</span> <span class="n">DecoderConfig</span> <span class="o">=</span> <span class="n">field</span><span class="p">(</span><span class="n">default_factory</span><span class="o">=</span><span class="n">DecoderConfig</span><span class="p">)</span>
+    <span class="n">generation</span><span class="p">:</span> <span class="n">GenerationConfig</span> <span class="o">=</span> <span class="n">field</span><span class="p">(</span><span class="n">default_factory</span><span class="o">=</span><span class="n">GenerationConfig</span><span class="p">)</span></div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
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+        <div class="bottom-of-page">
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../../../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
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+          <h1>Source code for hezar.models.image2text.vit_roberta.vit_roberta_image2text</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span>
+
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span>
+
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">import</span> <span class="nn">torch</span>
+
+<span class="kn">from</span> <span class="nn">....constants</span> <span class="kn">import</span> <span class="n">Backends</span>
+<span class="kn">from</span> <span class="nn">....registry</span> <span class="kn">import</span> <span class="n">register_model</span>
+<span class="kn">from</span> <span class="nn">....utils</span> <span class="kn">import</span> <span class="n">is_backend_available</span>
+<span class="kn">from</span> <span class="nn">...model</span> <span class="kn">import</span> <span class="n">Model</span>
+<span class="kn">from</span> <span class="nn">...model_outputs</span> <span class="kn">import</span> <span class="n">Image2TextOutput</span>
+<span class="kn">from</span> <span class="nn">.vit_roberta_image2text_config</span> <span class="kn">import</span> <span class="n">ViTRobertaImage2TextConfig</span>
+
+
+<span class="k">if</span> <span class="n">is_backend_available</span><span class="p">(</span><span class="n">Backends</span><span class="o">.</span><span class="n">TRANSFORMERS</span><span class="p">):</span>
+    <span class="kn">from</span> <span class="nn">transformers</span> <span class="kn">import</span> <span class="p">(</span>
+        <span class="n">GenerationConfig</span><span class="p">,</span>
+        <span class="n">RobertaConfig</span><span class="p">,</span>
+        <span class="n">RobertaForCausalLM</span><span class="p">,</span>
+        <span class="n">VisionEncoderDecoderModel</span><span class="p">,</span>
+        <span class="n">ViTConfig</span><span class="p">,</span>
+        <span class="n">ViTModel</span><span class="p">,</span>
+    <span class="p">)</span>
+
+<span class="k">if</span> <span class="n">is_backend_available</span><span class="p">(</span><span class="n">Backends</span><span class="o">.</span><span class="n">PILLOW</span><span class="p">):</span>
+    <span class="kn">from</span> <span class="nn">PIL</span> <span class="kn">import</span> <span class="n">Image</span>
+
+<span class="n">_required_backends</span> <span class="o">=</span> <span class="p">[</span><span class="n">Backends</span><span class="o">.</span><span class="n">TRANSFORMERS</span><span class="p">,</span> <span class="n">Backends</span><span class="o">.</span><span class="n">TOKENIZERS</span><span class="p">,</span> <span class="n">Backends</span><span class="o">.</span><span class="n">PILLOW</span><span class="p">]</span>
+
+
+<div class="viewcode-block" id="ViTRobertaImage2Text">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text">[docs]</a>
+<span class="nd">@register_model</span><span class="p">(</span><span class="s2">&quot;vit_roberta_image2text&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">ViTRobertaImage2TextConfig</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">ViTRobertaImage2Text</span><span class="p">(</span><span class="n">Model</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    ViT + RoBERTa for image to text</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">is_generative</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">required_backends</span> <span class="o">=</span> <span class="n">_required_backends</span>
+    <span class="n">image_processor</span> <span class="o">=</span> <span class="s2">&quot;image_processor&quot;</span>
+    <span class="n">tokenizer_name</span> <span class="o">=</span> <span class="s2">&quot;bpe_tokenizer&quot;</span>
+    <span class="n">loss_fn_name</span> <span class="o">=</span> <span class="s2">&quot;cross_entropy&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">ViTRobertaImage2TextConfig</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="n">encoder</span> <span class="o">=</span> <span class="n">ViTModel</span><span class="p">(</span><span class="n">config</span><span class="o">=</span><span class="n">ViTConfig</span><span class="p">(</span><span class="o">**</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">encoder</span><span class="p">))</span>
+        <span class="n">decoder</span> <span class="o">=</span> <span class="n">RobertaForCausalLM</span><span class="p">(</span><span class="n">config</span><span class="o">=</span><span class="n">RobertaConfig</span><span class="p">(</span><span class="o">**</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">decoder</span><span class="p">))</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">vit_roberta</span> <span class="o">=</span> <span class="n">VisionEncoderDecoderModel</span><span class="p">(</span><span class="n">encoder</span><span class="o">=</span><span class="n">encoder</span><span class="p">,</span> <span class="n">decoder</span><span class="o">=</span><span class="n">decoder</span><span class="p">)</span>
+
+<div class="viewcode-block" id="ViTRobertaImage2Text.forward">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.forward">[docs]</a>
+    <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">pixel_values</span><span class="p">,</span>
+        <span class="n">decoder_input_ids</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">decoder_attention_mask</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">encoder_outputs</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">past_key_values</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">decoder_inputs_embeds</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">use_cache</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_attentions</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_hidden_states</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
+    <span class="p">):</span>
+        <span class="n">outputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">vit_roberta</span><span class="p">(</span>
+            <span class="n">pixel_values</span><span class="o">=</span><span class="n">pixel_values</span><span class="p">,</span>
+            <span class="n">decoder_input_ids</span><span class="o">=</span><span class="n">decoder_input_ids</span><span class="p">,</span>
+            <span class="n">decoder_attention_mask</span><span class="o">=</span><span class="n">decoder_attention_mask</span><span class="p">,</span>
+            <span class="n">encoder_outputs</span><span class="o">=</span><span class="n">encoder_outputs</span><span class="p">,</span>
+            <span class="n">past_key_values</span><span class="o">=</span><span class="n">past_key_values</span><span class="p">,</span>
+            <span class="n">decoder_inputs_embeds</span><span class="o">=</span><span class="n">decoder_inputs_embeds</span><span class="p">,</span>
+            <span class="n">labels</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">use_cache</span><span class="o">=</span><span class="n">use_cache</span><span class="p">,</span>
+            <span class="n">output_attentions</span><span class="o">=</span><span class="n">output_attentions</span><span class="p">,</span>
+            <span class="n">output_hidden_states</span><span class="o">=</span><span class="n">output_hidden_states</span><span class="p">,</span>
+        <span class="p">)</span>
+
+        <span class="k">return</span> <span class="nb">dict</span><span class="p">(</span><span class="n">outputs</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="ViTRobertaImage2Text.compute_loss">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.compute_loss">[docs]</a>
+    <span class="k">def</span> <span class="nf">compute_loss</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">logits</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">,</span> <span class="n">labels</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">criterion</span><span class="o">.</span><span class="n">ignore_index</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">decoder</span><span class="p">[</span><span class="s2">&quot;pad_token_id&quot;</span><span class="p">]</span>
+        <span class="n">loss</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">criterion</span><span class="p">(</span><span class="n">logits</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">vit_roberta</span><span class="o">.</span><span class="n">decoder</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">vocab_size</span><span class="p">),</span> <span class="n">labels</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">))</span>
+        <span class="k">return</span> <span class="n">loss</span></div>
+
+
+<div class="viewcode-block" id="ViTRobertaImage2Text.generate">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.generate">[docs]</a>
+    <span class="k">def</span> <span class="nf">generate</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">pixel_values</span><span class="p">,</span> <span class="n">generation_config</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="n">tokenizer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">[</span><span class="s2">&quot;bpe_tokenizer&quot;</span><span class="p">]</span>
+        <span class="k">if</span> <span class="n">generation_config</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">generation_config</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">dict</span><span class="p">()[</span><span class="s2">&quot;generation&quot;</span><span class="p">]</span>
+            <span class="n">generation_config</span><span class="p">[</span><span class="s2">&quot;decoder_start_token_id&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">tokenizer</span><span class="o">.</span><span class="n">pad_token_id</span>
+        <span class="n">generation_config</span> <span class="o">=</span> <span class="n">GenerationConfig</span><span class="p">(</span><span class="o">**</span><span class="n">generation_config</span><span class="p">)</span>
+        <span class="n">outputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">vit_roberta</span><span class="o">.</span><span class="n">generate</span><span class="p">(</span><span class="n">inputs</span><span class="o">=</span><span class="n">pixel_values</span><span class="p">,</span> <span class="n">generation_config</span><span class="o">=</span><span class="n">generation_config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">outputs</span></div>
+
+
+<div class="viewcode-block" id="ViTRobertaImage2Text.preprocess">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.preprocess">[docs]</a>
+    <span class="k">def</span> <span class="nf">preprocess</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputs</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">]</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="s2">&quot;Image&quot;</span><span class="p">]</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="n">image_processor</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">image_processor</span><span class="p">]</span>
+        <span class="n">processed_outputs</span> <span class="o">=</span> <span class="n">image_processor</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">processed_outputs</span></div>
+
+
+<div class="viewcode-block" id="ViTRobertaImage2Text.post_process">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.post_process">[docs]</a>
+    <span class="k">def</span> <span class="nf">post_process</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">model_outputs</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="n">tokenizer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">tokenizer_name</span><span class="p">]</span>
+        <span class="n">decoded_outputs</span> <span class="o">=</span> <span class="n">tokenizer</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="n">model_outputs</span><span class="o">.</span><span class="n">cpu</span><span class="p">()</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span><span class="o">.</span><span class="n">tolist</span><span class="p">())</span>
+        <span class="n">outputs</span> <span class="o">=</span> <span class="p">[</span><span class="n">Image2TextOutput</span><span class="p">(</span><span class="n">text</span><span class="o">=</span><span class="n">text</span><span class="p">)</span> <span class="k">for</span> <span class="n">text</span> <span class="ow">in</span> <span class="n">decoded_outputs</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">outputs</span></div>
+
+
+    <span class="nd">@property</span>
+    <span class="k">def</span> <span class="nf">encoder</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">vit_roberta</span><span class="o">.</span><span class="n">encoder</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span> <span class="nf">decoder</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">vit_roberta</span><span class="o">.</span><span class="n">decoder</span></div>
+
+</pre></div>
+        </article>
+      </div>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../../../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
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+        <article role="main">
+          <h1>Source code for hezar.models.image2text.vit_roberta.vit_roberta_image2text_config</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span><span class="p">,</span> <span class="n">field</span>
+
+<span class="kn">from</span> <span class="nn">....configs</span> <span class="kn">import</span> <span class="n">ModelConfig</span>
+
+
+<div class="viewcode-block" id="DecoderConfig">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">DecoderConfig</span><span class="p">(</span><span class="n">ModelConfig</span><span class="p">):</span>
+    <span class="n">is_decoder</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">add_cross_attention</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">attention_probs_dropout_prob</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.1</span>
+    <span class="n">bos_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">eos_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">2</span>
+    <span class="n">classifier_dropout</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">gradient_checkpointing</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span>
+    <span class="n">hidden_act</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;gelu&quot;</span>
+    <span class="n">hidden_dropout_prob</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.1</span>
+    <span class="n">hidden_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">768</span>
+    <span class="n">initializer_range</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mf">0.02</span>
+    <span class="n">intermediate_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">3072</span>
+    <span class="n">layer_norm_eps</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">1e-12</span>
+    <span class="n">max_position_embeddings</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">514</span>
+    <span class="n">num_attention_heads</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">12</span>
+    <span class="n">num_hidden_layers</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">12</span>
+    <span class="n">pad_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">2</span>
+    <span class="n">position_embedding_type</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;absolute&quot;</span>
+    <span class="n">type_vocab_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="n">use_cache</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">vocab_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">42000</span></div>
+
+
+
+<div class="viewcode-block" id="EncoderConfig">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">EncoderConfig</span><span class="p">(</span><span class="n">ModelConfig</span><span class="p">):</span>
+    <span class="n">hidden_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">768</span>
+    <span class="n">num_hidden_layers</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">12</span>
+    <span class="n">num_attention_heads</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">12</span>
+    <span class="n">intermediate_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">3072</span>
+    <span class="n">hidden_act</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;gelu&quot;</span>
+    <span class="n">hidden_dropout_prob</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.0</span>
+    <span class="n">attention_probs_dropout_prob</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.0</span>
+    <span class="n">initializer_range</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.02</span>
+    <span class="n">layer_norm_eps</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">1e-12</span>
+    <span class="n">image_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">224</span>
+    <span class="n">patch_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">16</span>
+    <span class="n">num_channels</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">3</span>
+    <span class="n">qkv_bias</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">encoder_stride</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">16</span></div>
+
+
+
+<div class="viewcode-block" id="GenerationConfig">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">GenerationConfig</span><span class="p">:</span>
+    <span class="n">bos_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">decoder_start_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">return_dict_in_generate</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span>
+    <span class="n">early_stopping</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">eos_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">2</span>
+    <span class="n">length_penalty</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">2.0</span>
+    <span class="n">max_length</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">64</span>
+    <span class="n">no_repeat_ngram_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">3</span>
+    <span class="n">num_beams</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">4</span>
+    <span class="n">pad_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">2</span></div>
+
+
+
+<div class="viewcode-block" id="ViTRobertaImage2TextConfig">
+<a class="viewcode-back" href="../../../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.ViTRobertaImage2TextConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">ViTRobertaImage2TextConfig</span><span class="p">(</span><span class="n">ModelConfig</span><span class="p">):</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;vit_roberta_image2text&quot;</span>
+    <span class="n">encoder</span><span class="p">:</span> <span class="n">EncoderConfig</span> <span class="o">=</span> <span class="n">field</span><span class="p">(</span><span class="n">default_factory</span><span class="o">=</span><span class="n">EncoderConfig</span><span class="p">)</span>
+    <span class="n">decoder</span><span class="p">:</span> <span class="n">DecoderConfig</span> <span class="o">=</span> <span class="n">field</span><span class="p">(</span><span class="n">default_factory</span><span class="o">=</span><span class="n">DecoderConfig</span><span class="p">)</span>
+    <span class="n">generation</span><span class="p">:</span> <span class="n">GenerationConfig</span> <span class="o">=</span> <span class="n">field</span><span class="p">(</span><span class="n">default_factory</span><span class="o">=</span><span class="n">GenerationConfig</span><span class="p">)</span></div>
+
+</pre></div>
+        </article>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="../../../source/hezar.builders.html">hezar.builders module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../source/hezar.configs.html">hezar.configs module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../source/hezar.constants.html">hezar.constants module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../source/hezar.registry.html">hezar.registry module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../../../contributing.html">Contributing to Hezar</a></li>
+</ul>
+
+</div>
+</div>
+
+      </div>
+      
+    </div>
+  </aside>
+  <div class="main">
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+        <article role="main">
+          <h1>Source code for hezar.models.model</h1><div class="highlight"><pre>
+<span></span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">Hezar models inherit the base class `Model`. A `Model` itself is a PyTorch Module to implement neural networks but has</span>
+<span class="sd">some extra Hezar-specific functionalities and methods e.g, pushing to hub, loading from hub, etc.</span>
+
+<span class="sd">Examples:</span>
+<span class="sd">    &gt;&gt;&gt; # Load from hub</span>
+<span class="sd">    &gt;&gt;&gt; from hezar.models import Model</span>
+<span class="sd">    &gt;&gt;&gt; model = Model.load(&quot;hezarai/bert-base-fa&quot;)</span>
+<span class="sd">&quot;&quot;&quot;</span>
+<span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span>
+
+<span class="kn">import</span> <span class="nn">inspect</span>
+<span class="kn">import</span> <span class="nn">os</span>
+<span class="kn">import</span> <span class="nn">re</span>
+<span class="kn">import</span> <span class="nn">tempfile</span>
+<span class="kn">from</span> <span class="nn">collections</span> <span class="kn">import</span> <span class="n">OrderedDict</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Iterable</span><span class="p">,</span> <span class="n">List</span><span class="p">,</span> <span class="n">Mapping</span><span class="p">,</span> <span class="n">Optional</span>
+
+<span class="kn">import</span> <span class="nn">torch</span>
+<span class="kn">from</span> <span class="nn">huggingface_hub</span> <span class="kn">import</span> <span class="n">create_repo</span><span class="p">,</span> <span class="n">hf_hub_download</span><span class="p">,</span> <span class="n">upload_file</span>
+<span class="kn">from</span> <span class="nn">torch</span> <span class="kn">import</span> <span class="n">nn</span>
+
+<span class="kn">from</span> <span class="nn">..builders</span> <span class="kn">import</span> <span class="n">build_model</span>
+<span class="kn">from</span> <span class="nn">..configs</span> <span class="kn">import</span> <span class="n">ModelConfig</span>
+<span class="kn">from</span> <span class="nn">..constants</span> <span class="kn">import</span> <span class="p">(</span>
+    <span class="n">DEFAULT_MODEL_CONFIG_FILE</span><span class="p">,</span>
+    <span class="n">DEFAULT_MODEL_FILE</span><span class="p">,</span>
+    <span class="n">HEZAR_CACHE_DIR</span><span class="p">,</span>
+    <span class="n">Backends</span><span class="p">,</span>
+    <span class="n">LossType</span><span class="p">,</span>
+    <span class="n">RegistryType</span><span class="p">,</span>
+<span class="p">)</span>
+<span class="kn">from</span> <span class="nn">..preprocessors</span> <span class="kn">import</span> <span class="n">Preprocessor</span><span class="p">,</span> <span class="n">PreprocessorsContainer</span>
+<span class="kn">from</span> <span class="nn">..utils</span> <span class="kn">import</span> <span class="n">Logger</span><span class="p">,</span> <span class="n">get_module_class</span><span class="p">,</span> <span class="n">verify_dependencies</span>
+<span class="kn">from</span> <span class="nn">.model_outputs</span> <span class="kn">import</span> <span class="n">ModelOutput</span>
+
+
+<span class="n">logger</span> <span class="o">=</span> <span class="n">Logger</span><span class="p">(</span><span class="vm">__name__</span><span class="p">)</span>
+
+<span class="n">criterions_mapping</span> <span class="o">=</span> <span class="p">{</span>
+    <span class="n">LossType</span><span class="o">.</span><span class="n">L1</span><span class="p">:</span> <span class="n">nn</span><span class="o">.</span><span class="n">L1Loss</span><span class="p">,</span>
+    <span class="n">LossType</span><span class="o">.</span><span class="n">NLL</span><span class="p">:</span> <span class="n">nn</span><span class="o">.</span><span class="n">NLLLoss</span><span class="p">,</span>
+    <span class="n">LossType</span><span class="o">.</span><span class="n">NLL_2D</span><span class="p">:</span> <span class="n">nn</span><span class="o">.</span><span class="n">NLLLoss2d</span><span class="p">,</span>
+    <span class="n">LossType</span><span class="o">.</span><span class="n">POISSON_NLL</span><span class="p">:</span> <span class="n">nn</span><span class="o">.</span><span class="n">PoissonNLLLoss</span><span class="p">,</span>
+    <span class="n">LossType</span><span class="o">.</span><span class="n">GAUSSIAN_NLL</span><span class="p">:</span> <span class="n">nn</span><span class="o">.</span><span class="n">GaussianNLLLoss</span><span class="p">,</span>
+    <span class="n">LossType</span><span class="o">.</span><span class="n">MSE</span><span class="p">:</span> <span class="n">nn</span><span class="o">.</span><span class="n">MSELoss</span><span class="p">,</span>
+    <span class="n">LossType</span><span class="o">.</span><span class="n">BCE</span><span class="p">:</span> <span class="n">nn</span><span class="o">.</span><span class="n">BCELoss</span><span class="p">,</span>
+    <span class="n">LossType</span><span class="o">.</span><span class="n">BCE_WITH_LOGITS</span><span class="p">:</span> <span class="n">nn</span><span class="o">.</span><span class="n">BCEWithLogitsLoss</span><span class="p">,</span>
+    <span class="n">LossType</span><span class="o">.</span><span class="n">CROSS_ENTROPY</span><span class="p">:</span> <span class="n">nn</span><span class="o">.</span><span class="n">CrossEntropyLoss</span><span class="p">,</span>
+    <span class="n">LossType</span><span class="o">.</span><span class="n">TRIPLE_MARGIN</span><span class="p">:</span> <span class="n">nn</span><span class="o">.</span><span class="n">TripletMarginLoss</span><span class="p">,</span>
+    <span class="n">LossType</span><span class="o">.</span><span class="n">CTC</span><span class="p">:</span> <span class="n">nn</span><span class="o">.</span><span class="n">CTCLoss</span>
+<span class="p">}</span>
+
+
+<div class="viewcode-block" id="Model">
+<a class="viewcode-back" href="../../../source/hezar.models.model.html#hezar.models.model.Model">[docs]</a>
+<span class="k">class</span> <span class="nc">Model</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Base class for all neural network models in Hezar.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        config: A dataclass model config</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">required_backends</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">Backends</span> <span class="o">|</span> <span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="c1"># Default file names</span>
+    <span class="n">model_filename</span> <span class="o">=</span> <span class="n">DEFAULT_MODEL_FILE</span>
+    <span class="n">config_filename</span> <span class="o">=</span> <span class="n">DEFAULT_MODEL_CONFIG_FILE</span>
+
+    <span class="c1"># Specify if the model is a generative model. If True, the model must also implement the `generate` method</span>
+    <span class="n">is_generative</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span>
+
+    <span class="c1"># Keys to ignore on loading state dicts</span>
+    <span class="n">skip_keys_on_load</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="c1"># Loss function name</span>
+    <span class="n">loss_fn_name</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">LossType</span> <span class="o">=</span> <span class="n">LossType</span><span class="o">.</span><span class="n">CROSS_ENTROPY</span>
+    <span class="n">loss_fn_kwargs</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Any</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">ModelConfig</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="n">verify_dependencies</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">required_backends</span><span class="p">)</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">config</span> <span class="o">=</span> <span class="n">config</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_preprocessor</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_criterion</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_set_criterion</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">loss_fn_name</span><span class="p">,</span> <span class="o">**</span><span class="bp">self</span><span class="o">.</span><span class="n">loss_fn_kwargs</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="fm">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="n">representation</span> <span class="o">=</span> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__repr__</span><span class="p">()</span>
+        <span class="n">pattern</span> <span class="o">=</span> <span class="sa">r</span><span class="s2">&quot;\(&#39;?_criterion&#39;?\): [^\)]+\)\s*&quot;</span>
+        <span class="n">representation</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">sub</span><span class="p">(</span><span class="n">pattern</span><span class="p">,</span> <span class="s1">&#39;&#39;</span><span class="p">,</span> <span class="n">representation</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">representation</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">_set_criterion</span><span class="p">(</span><span class="n">loss_fn_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="o">**</span><span class="n">loss_fn_kwargs</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Any</span><span class="p">]):</span>
+        <span class="k">if</span> <span class="n">loss_fn_name</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">criterions_mapping</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Invalid criterion name `</span><span class="si">{</span><span class="n">loss_fn_name</span><span class="si">}</span><span class="s2">`. Available: </span><span class="si">{</span><span class="nb">list</span><span class="p">(</span><span class="n">criterions_mapping</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+        <span class="n">loss_fn</span> <span class="o">=</span> <span class="n">criterions_mapping</span><span class="p">[</span><span class="n">loss_fn_name</span><span class="p">](</span><span class="o">**</span><span class="n">loss_fn_kwargs</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">loss_fn</span>
+
+<div class="viewcode-block" id="Model.load">
+<a class="viewcode-back" href="../../../source/hezar.models.model.html#hezar.models.model.Model.load">[docs]</a>
+    <span class="nd">@classmethod</span>
+    <span class="k">def</span> <span class="nf">load</span><span class="p">(</span>
+        <span class="bp">cls</span><span class="p">,</span>
+        <span class="n">hub_or_local_path</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">os</span><span class="o">.</span><span class="n">PathLike</span><span class="p">,</span>
+        <span class="n">load_locally</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">bool</span><span class="p">]</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
+        <span class="n">load_preprocessor</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">bool</span><span class="p">]</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
+        <span class="n">model_filename</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">config_filename</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">save_path</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span> <span class="o">|</span> <span class="n">os</span><span class="o">.</span><span class="n">PathLike</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">cache_dir</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span> <span class="o">|</span> <span class="n">os</span><span class="o">.</span><span class="n">PathLike</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
+    <span class="p">)</span> <span class="o">-&gt;</span> <span class="s2">&quot;Model&quot;</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Load the model from local path or hub.</span>
+
+<span class="sd">        It&#39;s recommended to actually use this method with :class:`hezar.Model` rather than any other model class</span>
+<span class="sd">        unless you actually know that the class is the same as the one on the Hub, because the output will always be</span>
+<span class="sd">        the one specified on the Hub!</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            hub_or_local_path: Path to the model living on the Hub or local disk.</span>
+<span class="sd">            load_locally: Force loading from local path</span>
+<span class="sd">            load_preprocessor: Whether to load the preprocessor(s) or not</span>
+<span class="sd">            model_filename: Optional model filename.</span>
+<span class="sd">            config_filename: Optional config filename</span>
+<span class="sd">            save_path: Save model to this path after loading</span>
+<span class="sd">            cache_dir: Path to cache directory, defaults to `~/.cache/hezar`</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            The fully loaded Hezar model</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1"># Get device if provided in the kwargs</span>
+        <span class="n">device</span> <span class="o">=</span> <span class="kc">None</span> <span class="ow">or</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="s2">&quot;device&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+        <span class="c1"># Load config</span>
+        <span class="n">config_filename</span> <span class="o">=</span> <span class="n">config_filename</span> <span class="ow">or</span> <span class="bp">cls</span><span class="o">.</span><span class="n">config_filename</span>
+        <span class="n">cache_dir</span> <span class="o">=</span> <span class="n">cache_dir</span> <span class="ow">or</span> <span class="n">HEZAR_CACHE_DIR</span>
+        <span class="n">config</span> <span class="o">=</span> <span class="n">ModelConfig</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">hub_or_local_path</span><span class="o">=</span><span class="n">hub_or_local_path</span><span class="p">,</span> <span class="n">filename</span><span class="o">=</span><span class="n">config_filename</span><span class="p">,</span> <span class="n">cache_dir</span><span class="o">=</span><span class="n">cache_dir</span><span class="p">)</span>
+        <span class="c1"># Get the exact model class based on registry name under config.name</span>
+        <span class="n">model_cls</span> <span class="o">=</span> <span class="n">get_module_class</span><span class="p">(</span><span class="n">config</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="n">registry_type</span><span class="o">=</span><span class="n">RegistryType</span><span class="o">.</span><span class="n">MODEL</span><span class="p">)</span>
+        <span class="c1"># Handle compatibility of model class and the one in the config</span>
+        <span class="k">if</span> <span class="bp">cls</span><span class="o">.</span><span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;Model&quot;</span><span class="p">:</span>
+            <span class="c1"># Build model wih config</span>
+            <span class="n">model</span> <span class="o">=</span> <span class="n">build_model</span><span class="p">(</span><span class="n">config</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">if</span> <span class="bp">cls</span><span class="o">.</span><span class="vm">__name__</span> <span class="o">!=</span> <span class="n">model_cls</span><span class="o">.</span><span class="vm">__name__</span><span class="p">:</span>
+                <span class="n">logger</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span>
+                    <span class="sa">f</span><span class="s2">&quot;You attempted to load a model using `</span><span class="si">{</span><span class="bp">cls</span><span class="o">.</span><span class="vm">__name__</span><span class="si">}</span><span class="s2">` &quot;</span>
+                    <span class="sa">f</span><span class="s2">&quot;but the model in `</span><span class="si">{</span><span class="n">hub_or_local_path</span><span class="si">}</span><span class="s2">` is of type `</span><span class="si">{</span><span class="n">model_cls</span><span class="o">.</span><span class="vm">__name__</span><span class="si">}</span><span class="s2">`, &quot;</span>
+                    <span class="sa">f</span><span class="s2">&quot;so the output model will be of type </span><span class="si">{</span><span class="n">model_cls</span><span class="o">.</span><span class="vm">__name__</span><span class="si">}</span><span class="s2"> anyway!&quot;</span>
+                <span class="p">)</span>
+            <span class="n">model</span> <span class="o">=</span> <span class="n">model_cls</span><span class="p">(</span><span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+
+        <span class="n">model_filename</span> <span class="o">=</span> <span class="n">model_filename</span> <span class="ow">or</span> <span class="n">model_cls</span><span class="o">.</span><span class="n">model_filename</span> <span class="ow">or</span> <span class="bp">cls</span><span class="o">.</span><span class="n">model_filename</span>
+        <span class="c1"># does the path exist locally?</span>
+        <span class="n">is_local</span> <span class="o">=</span> <span class="n">load_locally</span> <span class="ow">or</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">isdir</span><span class="p">(</span><span class="n">hub_or_local_path</span><span class="p">)</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="n">is_local</span><span class="p">:</span>
+            <span class="n">model_path</span> <span class="o">=</span> <span class="n">hf_hub_download</span><span class="p">(</span>
+                <span class="n">hub_or_local_path</span><span class="p">,</span>
+                <span class="n">filename</span><span class="o">=</span><span class="n">model_filename</span><span class="p">,</span>
+                <span class="n">cache_dir</span><span class="o">=</span><span class="n">cache_dir</span><span class="p">,</span>
+                <span class="n">resume_download</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+            <span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">model_path</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">hub_or_local_path</span><span class="p">,</span> <span class="n">model_filename</span><span class="p">)</span>
+        <span class="c1"># Get state dict from the model</span>
+        <span class="n">state_dict</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">model_path</span><span class="p">,</span> <span class="n">map_location</span><span class="o">=</span><span class="n">torch</span><span class="o">.</span><span class="n">device</span><span class="p">(</span><span class="s2">&quot;cpu&quot;</span><span class="p">))</span>
+        <span class="n">model</span><span class="o">.</span><span class="n">load_state_dict</span><span class="p">(</span><span class="n">state_dict</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">device</span><span class="p">:</span>
+            <span class="n">model</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="n">device</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">save_path</span><span class="p">:</span>
+            <span class="n">model</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">save_path</span><span class="p">)</span>
+        <span class="c1"># Load the preprocessor(s)</span>
+        <span class="k">if</span> <span class="n">load_preprocessor</span><span class="p">:</span>
+            <span class="n">preprocessor</span> <span class="o">=</span> <span class="n">Preprocessor</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">hub_or_local_path</span><span class="p">,</span> <span class="n">force_return_dict</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">cache_dir</span><span class="o">=</span><span class="n">cache_dir</span><span class="p">)</span>
+            <span class="n">model</span><span class="o">.</span><span class="n">preprocessor</span> <span class="o">=</span> <span class="n">preprocessor</span>
+        <span class="k">return</span> <span class="n">model</span></div>
+
+
+<div class="viewcode-block" id="Model.load_state_dict">
+<a class="viewcode-back" href="../../../source/hezar.models.model.html#hezar.models.model.Model.load_state_dict">[docs]</a>
+    <span class="k">def</span> <span class="nf">load_state_dict</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">state_dict</span><span class="p">:</span> <span class="n">Mapping</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Any</span><span class="p">],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Flexibly load the state dict to the model.</span>
+
+<span class="sd">        Any incompatible or missing key is ignored and other layer weights are</span>
+<span class="sd">        loaded. In that case a warning with additional info is raised.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            state_dict: Model state dict</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">skip_keys_on_load</span><span class="p">):</span>
+            <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">skip_keys_on_load</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">state_dict</span><span class="p">:</span>
+                    <span class="n">state_dict</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="n">key</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>  <span class="c1"># noqa</span>
+        <span class="k">try</span><span class="p">:</span>
+            <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="n">load_state_dict</span><span class="p">(</span><span class="n">state_dict</span><span class="p">,</span> <span class="n">strict</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+        <span class="k">except</span> <span class="ne">RuntimeError</span><span class="p">:</span>
+            <span class="n">compatible_state_dict</span> <span class="o">=</span> <span class="n">OrderedDict</span><span class="p">()</span>
+            <span class="n">src_state_dict</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">state_dict</span><span class="p">()</span>
+
+            <span class="n">incompatible_keys</span> <span class="o">=</span> <span class="p">[]</span>
+
+            <span class="k">for</span> <span class="p">(</span><span class="n">src_key</span><span class="p">,</span> <span class="n">src_weight</span><span class="p">),</span> <span class="p">(</span><span class="n">trg_key</span><span class="p">,</span> <span class="n">trg_weight</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">src_state_dict</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">state_dict</span><span class="o">.</span><span class="n">items</span><span class="p">()):</span>
+                <span class="k">if</span> <span class="n">src_weight</span><span class="o">.</span><span class="n">shape</span> <span class="o">==</span> <span class="n">trg_weight</span><span class="o">.</span><span class="n">shape</span><span class="p">:</span>
+                    <span class="n">compatible_state_dict</span><span class="p">[</span><span class="n">src_key</span><span class="p">]</span> <span class="o">=</span> <span class="n">trg_weight</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="c1"># put the source key and weight if trg weight is incompatible</span>
+                    <span class="n">compatible_state_dict</span><span class="p">[</span><span class="n">src_key</span><span class="p">]</span> <span class="o">=</span> <span class="n">src_weight</span>
+                    <span class="n">incompatible_keys</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">src_key</span><span class="p">)</span>
+
+            <span class="n">missing_keys</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="n">load_state_dict</span><span class="p">(</span><span class="n">compatible_state_dict</span><span class="p">,</span> <span class="n">strict</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">missing_keys</span><span class="p">)</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">incompatible_keys</span><span class="p">):</span>
+                <span class="n">logger</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span>
+                    <span class="s2">&quot;Partially loading the weights as the model architecture and the given state dict are &quot;</span>
+                    <span class="s2">&quot;incompatible! </span><span class="se">\n</span><span class="s2">Ignore this warning in case you plan on fine-tuning this model</span><span class="se">\n</span><span class="s2">&quot;</span>
+                    <span class="sa">f</span><span class="s2">&quot;Incompatible keys: </span><span class="si">{</span><span class="n">incompatible_keys</span><span class="si">}</span><span class="se">\n</span><span class="s2">&quot;</span>
+                    <span class="sa">f</span><span class="s2">&quot;Missing keys: </span><span class="si">{</span><span class="n">missing_keys</span><span class="si">}</span><span class="se">\n</span><span class="s2">&quot;</span>
+                <span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="Model.save">
+<a class="viewcode-back" href="../../../source/hezar.models.model.html#hezar.models.model.Model.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">path</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">os</span><span class="o">.</span><span class="n">PathLike</span><span class="p">,</span>
+        <span class="n">filename</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">save_preprocessor</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">bool</span><span class="p">]</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
+        <span class="n">config_filename</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+    <span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Save model weights and config to a local path</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            path: A local directory to save model, config, etc.</span>
+<span class="sd">            save_preprocessor: Whether to save preprocessor(s) along with the model or not</span>
+<span class="sd">            config_filename: Model config filename,</span>
+<span class="sd">            filename: Model weights filename</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            Path to the saved model</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1"># save model and config to the repo</span>
+        <span class="n">config_filename</span> <span class="o">=</span> <span class="n">config_filename</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config_filename</span>
+        <span class="n">filename</span> <span class="o">=</span> <span class="n">filename</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">model_filename</span>
+        <span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="n">path</span><span class="p">,</span> <span class="n">exist_ok</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">save_dir</span><span class="o">=</span><span class="n">path</span><span class="p">,</span> <span class="n">filename</span><span class="o">=</span><span class="n">config_filename</span><span class="p">)</span>
+
+        <span class="n">model_save_path</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">path</span><span class="p">,</span> <span class="n">filename</span><span class="p">)</span>
+        <span class="n">torch</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">state_dict</span><span class="p">(),</span> <span class="n">model_save_path</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="n">save_preprocessor</span><span class="p">:</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">path</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="Model.push_to_hub">
+<a class="viewcode-back" href="../../../source/hezar.models.model.html#hezar.models.model.Model.push_to_hub">[docs]</a>
+    <span class="k">def</span> <span class="nf">push_to_hub</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">repo_id</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
+        <span class="n">filename</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">config_filename</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">push_preprocessor</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">bool</span><span class="p">]</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
+        <span class="n">commit_message</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">private</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">bool</span><span class="p">]</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
+    <span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Push the model and required files to the hub</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            repo_id: The path (id or repo name) on the hub</span>
+<span class="sd">            filename: Model file name</span>
+<span class="sd">            config_filename: Config file name</span>
+<span class="sd">            push_preprocessor: Whether to push preprocessor(s) or not</span>
+<span class="sd">            commit_message (str): Commit message for this push</span>
+<span class="sd">            private (bool): Whether to create a private repo or not</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">config_filename</span> <span class="o">=</span> <span class="n">config_filename</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config_filename</span>
+        <span class="n">filename</span> <span class="o">=</span> <span class="n">filename</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">model_filename</span>
+
+        <span class="c1"># create remote repo</span>
+        <span class="n">create_repo</span><span class="p">(</span><span class="n">repo_id</span><span class="p">,</span> <span class="n">repo_type</span><span class="o">=</span><span class="s2">&quot;model&quot;</span><span class="p">,</span> <span class="n">exist_ok</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">private</span><span class="o">=</span><span class="n">private</span><span class="p">)</span>
+
+        <span class="c1"># save to tmp and prepare for push</span>
+        <span class="n">cache_path</span> <span class="o">=</span> <span class="n">tempfile</span><span class="o">.</span><span class="n">mkdtemp</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">cache_path</span><span class="p">,</span> <span class="n">filename</span><span class="o">=</span><span class="n">filename</span><span class="p">,</span> <span class="n">config_filename</span><span class="o">=</span><span class="n">config_filename</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">commit_message</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">commit_message</span> <span class="o">=</span> <span class="s2">&quot;Hezar: Upload model and config&quot;</span>
+
+        <span class="c1"># upload config file</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">push_to_hub</span><span class="p">(</span>
+            <span class="n">repo_id</span><span class="p">,</span>
+            <span class="n">filename</span><span class="o">=</span><span class="n">config_filename</span><span class="p">,</span>
+            <span class="n">repo_type</span><span class="o">=</span><span class="s2">&quot;model&quot;</span><span class="p">,</span>
+            <span class="n">commit_message</span><span class="o">=</span><span class="n">commit_message</span><span class="p">,</span>
+        <span class="p">)</span>
+        <span class="c1"># upload preprocessor(s)</span>
+        <span class="k">if</span> <span class="n">push_preprocessor</span><span class="p">:</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="o">.</span><span class="n">push_to_hub</span><span class="p">(</span><span class="n">repo_id</span><span class="p">,</span> <span class="n">commit_message</span><span class="o">=</span><span class="n">commit_message</span><span class="p">,</span> <span class="n">private</span><span class="o">=</span><span class="n">private</span><span class="p">)</span>
+
+        <span class="c1"># upload model file</span>
+        <span class="n">weights_path</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">cache_path</span><span class="p">,</span> <span class="n">filename</span><span class="p">)</span>
+        <span class="n">upload_file</span><span class="p">(</span>
+            <span class="n">path_or_fileobj</span><span class="o">=</span><span class="n">weights_path</span><span class="p">,</span>
+            <span class="n">path_in_repo</span><span class="o">=</span><span class="n">filename</span><span class="p">,</span>
+            <span class="n">repo_id</span><span class="o">=</span><span class="n">repo_id</span><span class="p">,</span>
+            <span class="n">commit_message</span><span class="o">=</span><span class="n">commit_message</span><span class="p">,</span>
+        <span class="p">)</span>
+
+        <span class="n">logger</span><span class="o">.</span><span class="n">log_upload_success</span><span class="p">(</span>
+            <span class="n">name</span><span class="o">=</span><span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="vm">__class__</span><span class="o">.</span><span class="vm">__name__</span><span class="si">}</span><span class="s2">(name=</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">name</span><span class="si">}</span><span class="s2">)&quot;</span><span class="p">,</span>
+            <span class="n">target_path</span><span class="o">=</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">repo_id</span><span class="p">,</span> <span class="n">filename</span><span class="p">),</span>
+        <span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="Model.forward">
+<a class="viewcode-back" href="../../../source/hezar.models.model.html#hezar.models.model.Model.forward">[docs]</a>
+    <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">model_inputs</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Forward inputs through the model and return logits, etc.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            model_inputs: The required inputs for the model forward</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            A dict of outputs like logits, loss, etc.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">raise</span> <span class="ne">NotImplementedError</span></div>
+
+
+<div class="viewcode-block" id="Model.compute_loss">
+<a class="viewcode-back" href="../../../source/hezar.models.model.html#hezar.models.model.Model.compute_loss">[docs]</a>
+    <span class="k">def</span> <span class="nf">compute_loss</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputs</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">,</span> <span class="n">targets</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Compute loss on the model outputs against the given labels</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            inputs: Input tensor to compute loss on</span>
+<span class="sd">            targets: Target tensor</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            Loss tensor</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">raise</span> <span class="ne">NotImplementedError</span></div>
+
+
+<div class="viewcode-block" id="Model.generate">
+<a class="viewcode-back" href="../../../source/hezar.models.model.html#hezar.models.model.Model.generate">[docs]</a>
+    <span class="k">def</span> <span class="nf">generate</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">model_inputs</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generation method for all generative models. Generative models have the `is_generative` attribute set to True.</span>
+<span class="sd">        The behavior of this method is usually controlled by `generation` part of the model&#39;s config.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            model_inputs: Model inputs for generation, usually the same as forward&#39;s `model_inputs`</span>
+<span class="sd">            **kwargs: Generation kwargs</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            Generated output tensor</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">raise</span> <span class="ne">NotImplementedError</span></div>
+
+
+<div class="viewcode-block" id="Model.preprocess">
+<a class="viewcode-back" href="../../../source/hezar.models.model.html#hezar.models.model.Model.preprocess">[docs]</a>
+    <span class="k">def</span> <span class="nf">preprocess</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">raw_inputs</span><span class="p">:</span> <span class="n">Any</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="n">Any</span><span class="p">],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Given raw inputs, preprocess the inputs and prepare them for model&#39;s `forward()`.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            raw_inputs: Raw model inputs</span>
+<span class="sd">            **kwargs: Extra kwargs specific to the model. See the model&#39;s specific class for more info</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            A dict of inputs for model forward</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="n">raw_inputs</span></div>
+
+
+<div class="viewcode-block" id="Model.post_process">
+<a class="viewcode-back" href="../../../source/hezar.models.model.html#hezar.models.model.Model.post_process">[docs]</a>
+    <span class="k">def</span> <span class="nf">post_process</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">model_outputs</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">]</span> <span class="o">|</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Process model outputs and return human-readable results. Called in `self.predict()`</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            model_outputs: model outputs to process</span>
+<span class="sd">            **kwargs: extra arguments specific to the derived class</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            Processed model output values and converted to human-readable results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="n">model_outputs</span></div>
+
+
+<div class="viewcode-block" id="Model.predict">
+<a class="viewcode-back" href="../../../source/hezar.models.model.html#hezar.models.model.Model.predict">[docs]</a>
+    <span class="nd">@torch</span><span class="o">.</span><span class="n">inference_mode</span><span class="p">()</span>
+    <span class="k">def</span> <span class="nf">predict</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">inputs</span><span class="p">:</span> <span class="n">Any</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="n">Any</span><span class="p">],</span>
+        <span class="n">device</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">torch</span><span class="o">.</span><span class="n">device</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">unpack_forward_inputs</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
+        <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
+    <span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="n">Dict</span><span class="p">]</span> <span class="o">|</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span> <span class="o">|</span> <span class="n">Iterable</span> <span class="o">|</span> <span class="n">ModelOutput</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Perform an end-to-end prediction on raw inputs.</span>
+
+<span class="sd">        If the model is a generative model, it has to implement the `generate()` method too which will be called</span>
+<span class="sd">        instead of `forward()`. (`forward()` method is called internally within the `generate()` method)</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            inputs: Raw inputs e.g, a list of texts, path to images, etc.</span>
+<span class="sd">            device: What device to perform inference on</span>
+<span class="sd">            unpack_forward_inputs: Whether to unpack forward inputs. Set to False if you want to send preprocess outputs</span>
+<span class="sd">             directly to the forward/generate method without unpacking it. Note that this only applies to the cases that</span>
+<span class="sd">             the preprocess method&#39;s output is a dict-like/mapping object.</span>
+<span class="sd">            **kwargs: Other arguments for `preprocess`, `forward`, `generate` and `post_process`. each will be passed to</span>
+<span class="sd">             the correct method automatically.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            Output dict of results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1"># Unpack kwargs for each step</span>
+        <span class="n">preprocess_kwargs</span><span class="p">,</span> <span class="n">forward_kwargs</span><span class="p">,</span> <span class="n">post_process_kwargs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_unpack_prediction_kwargs</span><span class="p">(</span><span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="n">invalid_kwargs</span> <span class="o">=</span> <span class="p">{</span>
+            <span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">k</span> <span class="ow">not</span> <span class="ow">in</span> <span class="p">{</span><span class="o">**</span><span class="n">preprocess_kwargs</span><span class="p">,</span> <span class="o">**</span><span class="n">forward_kwargs</span><span class="p">,</span> <span class="o">**</span><span class="n">post_process_kwargs</span><span class="p">}</span>
+        <span class="p">}</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">invalid_kwargs</span><span class="p">):</span>
+            <span class="n">logger</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span>
+                <span class="sa">f</span><span class="s2">&quot;Unrecognized arguments </span><span class="si">{</span><span class="nb">list</span><span class="p">(</span><span class="n">invalid_kwargs</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span><span class="si">}</span><span class="s2"> passed to `predict` method for &quot;</span>
+                <span class="sa">f</span><span class="s2">&quot;`</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="vm">__class__</span><span class="o">.</span><span class="vm">__name__</span><span class="si">}</span><span class="s2">`&quot;</span>
+            <span class="p">)</span>
+
+        <span class="c1"># Put model in eval mode</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">eval</span><span class="p">()</span>
+
+        <span class="c1"># Preprocessing step</span>
+        <span class="n">model_inputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocess</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="o">**</span><span class="n">preprocess_kwargs</span><span class="p">)</span>
+
+        <span class="c1"># Map inputs and model to device</span>
+        <span class="n">device</span> <span class="o">=</span> <span class="n">device</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">device</span>
+        <span class="n">model_inputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_move_inputs_to_device</span><span class="p">(</span><span class="n">model_inputs</span><span class="p">,</span> <span class="n">device</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="n">device</span><span class="p">)</span>
+
+        <span class="c1"># Specify model inference function</span>
+        <span class="n">inference_fn</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">generate</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">is_generative</span> <span class="k">else</span> <span class="bp">self</span><span class="o">.</span><span class="fm">__call__</span>
+
+        <span class="c1"># Model inference step (forward for regular models and generate for generative models)</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">model_inputs</span><span class="p">,</span> <span class="n">Mapping</span><span class="p">)</span> <span class="ow">and</span> <span class="n">unpack_forward_inputs</span><span class="p">:</span>
+            <span class="n">model_outputs</span> <span class="o">=</span> <span class="n">inference_fn</span><span class="p">(</span><span class="o">**</span><span class="n">model_inputs</span><span class="p">,</span> <span class="o">**</span><span class="n">forward_kwargs</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">model_outputs</span> <span class="o">=</span> <span class="n">inference_fn</span><span class="p">(</span><span class="n">model_inputs</span><span class="p">,</span> <span class="o">**</span><span class="n">forward_kwargs</span><span class="p">)</span>
+
+        <span class="c1"># Post-processing step</span>
+        <span class="n">processed_outputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">post_process</span><span class="p">(</span><span class="n">model_outputs</span><span class="p">,</span> <span class="o">**</span><span class="n">post_process_kwargs</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">processed_outputs</span></div>
+
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">_move_inputs_to_device</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="n">device</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Move all input tensors in the inputs to the device</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            inputs: A torch.Tensor or a batch dict that contains tensors in its values</span>
+<span class="sd">            device: A torch compatible device</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            Same inputs moved to the device</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">):</span>
+            <span class="n">inputs</span> <span class="o">=</span> <span class="n">inputs</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="n">device</span><span class="p">)</span>
+        <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="n">Mapping</span><span class="p">):</span>
+            <span class="n">inputs</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="n">device</span><span class="p">)</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">)</span> <span class="k">else</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">inputs</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                <span class="sa">f</span><span class="s2">&quot;Cannot move inputs of type `</span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">inputs</span><span class="p">)</span><span class="si">}</span><span class="s2">` to `</span><span class="si">{</span><span class="n">device</span><span class="si">}</span><span class="s2">`. &quot;</span>
+                <span class="sa">f</span><span class="s2">&quot;Inputs data type must be either `torch.Tensor` or a mapping object like `dict`!&quot;</span>
+            <span class="p">)</span>
+        <span class="k">return</span> <span class="n">inputs</span>
+
+    <span class="k">def</span> <span class="nf">_unpack_prediction_kwargs</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        The `predict` method can accept extra parameters for each of the `preprocess`, `forward/generate`</span>
+<span class="sd">        and `post_process` methods. These parameters are passed as keyword arguments so that we have to make sure that</span>
+<span class="sd">        each of them are passed to the correct method.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            **kwargs: The kwargs to be unpacked</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">             A 3-sized tuple of (preprocess_kwargs, forward_kwargs, post_process_kwargs)</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1"># Whether to use forward or generate based on model type</span>
+        <span class="n">inference_fn</span> <span class="o">=</span> <span class="nb">type</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">generate</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">is_generative</span> <span class="k">else</span> <span class="nb">type</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">forward</span>
+
+        <span class="k">def</span> <span class="nf">_get_positional_kwargs</span><span class="p">(</span><span class="n">fn</span><span class="p">):</span>
+            <span class="n">params</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">inspect</span><span class="o">.</span><span class="n">signature</span><span class="p">(</span><span class="n">fn</span><span class="p">)</span><span class="o">.</span><span class="n">parameters</span><span class="p">)</span>
+            <span class="n">params</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">params</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span><span class="o">.</span><span class="n">default</span> <span class="o">!=</span> <span class="n">v</span><span class="o">.</span><span class="n">empty</span><span class="p">}</span>
+            <span class="k">return</span> <span class="n">params</span>
+
+        <span class="c1"># Get keyword arguments from the child class (ignore positional arguments)</span>
+        <span class="n">preprocess_kwargs_keys</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">_get_positional_kwargs</span><span class="p">(</span><span class="nb">type</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">preprocess</span><span class="p">)</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+        <span class="n">post_process_kwargs_keys</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">_get_positional_kwargs</span><span class="p">(</span><span class="nb">type</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">post_process</span><span class="p">)</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+        <span class="n">forward_kwargs_keys</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">_get_positional_kwargs</span><span class="p">(</span><span class="n">inference_fn</span><span class="p">)</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+
+        <span class="n">preprocess_kwargs</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">k</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">preprocess_kwargs_keys</span> <span class="k">if</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">kwargs</span><span class="p">}</span>
+        <span class="n">forward_kwargs</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">k</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">forward_kwargs_keys</span> <span class="k">if</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">kwargs</span><span class="p">}</span>
+        <span class="n">post_process_kwargs</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">k</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">post_process_kwargs_keys</span> <span class="k">if</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">kwargs</span><span class="p">}</span>
+
+        <span class="k">return</span> <span class="n">preprocess_kwargs</span><span class="p">,</span> <span class="n">forward_kwargs</span><span class="p">,</span> <span class="n">post_process_kwargs</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span> <span class="nf">device</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Get the model&#39;s device. This method is only safe when all weights of the model are on the same device.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">next</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">parameters</span><span class="p">())</span><span class="o">.</span><span class="n">device</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span> <span class="nf">criterion</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_criterion</span>
+
+    <span class="nd">@criterion</span><span class="o">.</span><span class="n">setter</span>
+    <span class="k">def</span> <span class="nf">criterion</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_criterion</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_set_criterion</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_criterion</span> <span class="o">=</span> <span class="n">value</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Criterion value must be either a name or a PyTorch `nn.Module`, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span><span class="si">}</span><span class="s2">!&quot;</span><span class="p">)</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span> <span class="nf">preprocessor</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">PreprocessorsContainer</span><span class="p">:</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_preprocessor</span>
+
+    <span class="nd">@preprocessor</span><span class="o">.</span><span class="n">setter</span>
+    <span class="k">def</span> <span class="nf">preprocessor</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="n">Preprocessor</span> <span class="o">|</span> <span class="n">PreprocessorsContainer</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="n">Preprocessor</span><span class="p">]):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        A safe setter method for model&#39;s preprocessor. Value must be either a Preprocessor, a list of Preprocessors or</span>
+<span class="sd">        a PreprocessorsContainer instance.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="n">Preprocessor</span><span class="p">):</span>
+            <span class="n">preprocessor</span> <span class="o">=</span> <span class="n">PreprocessorsContainer</span><span class="p">()</span>
+            <span class="n">preprocessor</span><span class="p">[</span><span class="n">value</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="n">value</span>
+        <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="n">Mapping</span><span class="p">):</span>
+            <span class="n">preprocessor</span> <span class="o">=</span> <span class="n">PreprocessorsContainer</span><span class="p">(</span><span class="o">**</span><span class="n">value</span><span class="p">)</span>
+        <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span>
+            <span class="n">preprocessor</span> <span class="o">=</span> <span class="n">PreprocessorsContainer</span><span class="p">(</span><span class="o">**</span><span class="p">{</span><span class="n">p</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">name</span><span class="p">:</span> <span class="n">p</span> <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">value</span><span class="p">})</span>
+        <span class="k">elif</span> <span class="n">value</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">preprocessor</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                <span class="sa">f</span><span class="s2">&quot;Preprocessor value must be a `Preprocessor` &quot;</span>
+                <span class="sa">f</span><span class="s2">&quot;or a list of Preprocessor objects&quot;</span>
+                <span class="sa">f</span><span class="s2">&quot;or `PreprocessorContainer` instance not `</span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span><span class="si">}</span><span class="s2">`!&quot;</span>
+            <span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_preprocessor</span> <span class="o">=</span> <span class="n">preprocessor</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span> <span class="nf">num_parameters</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="nb">sum</span><span class="p">(</span><span class="n">p</span><span class="o">.</span><span class="n">numel</span><span class="p">()</span> <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">parameters</span><span class="p">())</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span> <span class="nf">num_trainable_parameters</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="nb">sum</span><span class="p">(</span><span class="n">p</span><span class="o">.</span><span class="n">numel</span><span class="p">()</span> <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">parameters</span><span class="p">()</span> <span class="k">if</span> <span class="n">p</span><span class="o">.</span><span class="n">requires_grad</span><span class="p">)</span></div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          
+          
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+            
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\ No newline at end of file
diff --git a/_modules/hezar/models/model_outputs.html b/_modules/hezar/models/model_outputs.html
new file mode 100644
index 00000000..d2ddc39c
--- /dev/null
+++ b/_modules/hezar/models/model_outputs.html
@@ -0,0 +1,610 @@
+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../../../">
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+
+    <link rel="shortcut icon" href="../../../_static/hezar_logo.svg"/><!-- Generated with Sphinx 7.2.6 and Furo 2023.09.10 -->
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+<li class="toctree-l2"><a class="reference internal" href="../../../guide/models_advanced.html">Advanced Guide on Models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../guide/trainer_in_depth.html">Trainer In-depth Guide</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.data.datasets.dataset.html">hezar.data.datasets.dataset module</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.data.datasets.sequence_labeling_dataset.html">hezar.data.datasets.sequence_labeling_dataset module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.data.datasets.text_classification_dataset.html">hezar.data.datasets.text_classification_dataset module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.data.datasets.text_summarization_dataset.html">hezar.data.datasets.text_summarization_dataset module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.data.data_collators.html">hezar.data.data_collators module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.embeddings.embedding.html">hezar.embeddings.embedding module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.embeddings.word2vec.html">hezar.embeddings.word2vec module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.metrics.accuracy.html">hezar.metrics.accuracy module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.metrics.cer.html">hezar.metrics.cer module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.metrics.wer.html">hezar.metrics.wer module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
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+        <article role="main">
+          <h1>Source code for hezar.models.model_outputs</h1><div class="highlight"><pre>
+<span></span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">Define all model outputs here</span>
+<span class="sd">&quot;&quot;&quot;</span>
+<span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">asdict</span><span class="p">,</span> <span class="n">dataclass</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">List</span><span class="p">,</span> <span class="n">Optional</span>
+
+
+<div class="viewcode-block" id="ModelOutput">
+<a class="viewcode-back" href="../../../source/hezar.models.model_outputs.html#hezar.models.model_outputs.ModelOutput">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">ModelOutput</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Base class for all models&#39; prediction outputs (`model.predict()`/`model.post_process()` outputs).</span>
+
+<span class="sd">    Note that prediction outputs must all be a list of `ModelOutput` objects since we consider only batch inferences.</span>
+
+<span class="sd">    The helper functions in the class enable it to be treated as a mapping or a dict object.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+<div class="viewcode-block" id="ModelOutput.dict">
+<a class="viewcode-back" href="../../../source/hezar.models.model_outputs.html#hezar.models.model_outputs.ModelOutput.dict">[docs]</a>
+    <span class="k">def</span> <span class="nf">dict</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="n">asdict</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span></div>
+
+
+    <span class="k">def</span> <span class="fm">__str__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="nb">str</span><span class="p">({</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">dict</span><span class="p">()</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">})</span>
+
+    <span class="k">def</span> <span class="fm">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="fm">__getitem__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">):</span>
+        <span class="k">try</span><span class="p">:</span>
+            <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">dict</span><span class="p">()[</span><span class="n">item</span><span class="p">]</span>
+        <span class="k">except</span> <span class="ne">KeyError</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">AttributeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;`</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="vm">__class__</span><span class="o">.</span><span class="vm">__name__</span><span class="si">}</span><span class="s2">` has no attribute `</span><span class="si">{</span><span class="n">item</span><span class="si">}</span><span class="s2">`!&quot;</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="fm">__len__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">dict</span><span class="p">())</span>
+
+    <span class="k">def</span> <span class="fm">__iter__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="nb">iter</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">dict</span><span class="p">())</span>
+
+<div class="viewcode-block" id="ModelOutput.keys">
+<a class="viewcode-back" href="../../../source/hezar.models.model_outputs.html#hezar.models.model_outputs.ModelOutput.keys">[docs]</a>
+    <span class="k">def</span> <span class="nf">keys</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">dict</span><span class="p">()</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span></div>
+
+
+<div class="viewcode-block" id="ModelOutput.values">
+<a class="viewcode-back" href="../../../source/hezar.models.model_outputs.html#hezar.models.model_outputs.ModelOutput.values">[docs]</a>
+    <span class="k">def</span> <span class="nf">values</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">dict</span><span class="p">()</span><span class="o">.</span><span class="n">values</span><span class="p">())</span></div>
+
+
+<div class="viewcode-block" id="ModelOutput.items">
+<a class="viewcode-back" href="../../../source/hezar.models.model_outputs.html#hezar.models.model_outputs.ModelOutput.items">[docs]</a>
+    <span class="k">def</span> <span class="nf">items</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">dict</span><span class="p">()</span><span class="o">.</span><span class="n">items</span><span class="p">()</span></div>
+</div>
+
+
+
+<div class="viewcode-block" id="LanguageModelingOutput">
+<a class="viewcode-back" href="../../../source/hezar.models.model_outputs.html#hezar.models.model_outputs.LanguageModelingOutput">[docs]</a>
+<span class="nd">@dataclass</span><span class="p">(</span><span class="nb">repr</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">LanguageModelingOutput</span><span class="p">(</span><span class="n">ModelOutput</span><span class="p">):</span>
+    <span class="n">token</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">int</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">sequence</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">token_id</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">score</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">float</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span></div>
+
+
+
+<div class="viewcode-block" id="TextClassificationOutput">
+<a class="viewcode-back" href="../../../source/hezar.models.model_outputs.html#hezar.models.model_outputs.TextClassificationOutput">[docs]</a>
+<span class="nd">@dataclass</span><span class="p">(</span><span class="nb">repr</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">TextClassificationOutput</span><span class="p">(</span><span class="n">ModelOutput</span><span class="p">):</span>
+    <span class="n">label</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">score</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">float</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span></div>
+
+
+
+<div class="viewcode-block" id="SequenceLabelingOutput">
+<a class="viewcode-back" href="../../../source/hezar.models.model_outputs.html#hezar.models.model_outputs.SequenceLabelingOutput">[docs]</a>
+<span class="nd">@dataclass</span><span class="p">(</span><span class="nb">repr</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">SequenceLabelingOutput</span><span class="p">(</span><span class="n">ModelOutput</span><span class="p">):</span>
+    <span class="n">token</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]]</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">label</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]]</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">start</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">int</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">end</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">int</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">score</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">float</span><span class="p">]]]</span> <span class="o">=</span> <span class="kc">None</span></div>
+
+
+
+<div class="viewcode-block" id="TextGenerationOutput">
+<a class="viewcode-back" href="../../../source/hezar.models.model_outputs.html#hezar.models.model_outputs.TextGenerationOutput">[docs]</a>
+<span class="nd">@dataclass</span><span class="p">(</span><span class="nb">repr</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">TextGenerationOutput</span><span class="p">(</span><span class="n">ModelOutput</span><span class="p">):</span>
+    <span class="n">text</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span></div>
+
+
+
+<div class="viewcode-block" id="SpeechRecognitionOutput">
+<a class="viewcode-back" href="../../../source/hezar.models.model_outputs.html#hezar.models.model_outputs.SpeechRecognitionOutput">[docs]</a>
+<span class="nd">@dataclass</span><span class="p">(</span><span class="nb">repr</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">SpeechRecognitionOutput</span><span class="p">(</span><span class="n">ModelOutput</span><span class="p">):</span>
+    <span class="n">text</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">chunks</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="n">Dict</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span></div>
+
+
+
+<div class="viewcode-block" id="Image2TextOutput">
+<a class="viewcode-back" href="../../../source/hezar.models.model_outputs.html#hezar.models.model_outputs.Image2TextOutput">[docs]</a>
+<span class="nd">@dataclass</span><span class="p">(</span><span class="nb">repr</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">Image2TextOutput</span><span class="p">(</span><span class="n">ModelOutput</span><span class="p">):</span>
+    <span class="n">text</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">score</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span></div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          
+          
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+        <div class="bottom-of-page">
+          <div class="left-details">
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+            </div>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../../../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
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+          <h1>Source code for hezar.models.sequence_labeling.bert.bert_sequence_labeling</h1><div class="highlight"><pre>
+<span></span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">A BERT model for sequence labeling built using HuggingFace Transformers</span>
+<span class="sd">&quot;&quot;&quot;</span>
+<span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span>
+
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">List</span>
+
+<span class="kn">import</span> <span class="nn">torch</span>
+<span class="kn">import</span> <span class="nn">torch.nn</span> <span class="k">as</span> <span class="nn">nn</span>
+
+<span class="kn">from</span> <span class="nn">....constants</span> <span class="kn">import</span> <span class="n">Backends</span>
+<span class="kn">from</span> <span class="nn">....registry</span> <span class="kn">import</span> <span class="n">register_model</span>
+<span class="kn">from</span> <span class="nn">....utils</span> <span class="kn">import</span> <span class="n">is_backend_available</span>
+<span class="kn">from</span> <span class="nn">...model</span> <span class="kn">import</span> <span class="n">Model</span>
+<span class="kn">from</span> <span class="nn">...model_outputs</span> <span class="kn">import</span> <span class="n">SequenceLabelingOutput</span>
+<span class="kn">from</span> <span class="nn">.bert_sequence_labeling_config</span> <span class="kn">import</span> <span class="n">BertSequenceLabelingConfig</span>
+
+
+<span class="k">if</span> <span class="n">is_backend_available</span><span class="p">(</span><span class="n">Backends</span><span class="o">.</span><span class="n">TRANSFORMERS</span><span class="p">):</span>
+    <span class="kn">from</span> <span class="nn">transformers</span> <span class="kn">import</span> <span class="n">BertConfig</span><span class="p">,</span> <span class="n">BertModel</span>
+
+<span class="n">_required_backends</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="n">Backends</span><span class="o">.</span><span class="n">TRANSFORMERS</span><span class="p">,</span>
+    <span class="n">Backends</span><span class="o">.</span><span class="n">TOKENIZERS</span><span class="p">,</span>
+<span class="p">]</span>
+
+
+<div class="viewcode-block" id="BertSequenceLabeling">
+<a class="viewcode-back" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling">[docs]</a>
+<span class="nd">@register_model</span><span class="p">(</span><span class="s2">&quot;bert_sequence_labeling&quot;</span><span class="p">,</span> <span class="n">BertSequenceLabelingConfig</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">BertSequenceLabeling</span><span class="p">(</span><span class="n">Model</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    BERT model for sequence labeling</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">required_backends</span> <span class="o">=</span> <span class="n">_required_backends</span>
+    <span class="n">tokenizer_name</span> <span class="o">=</span> <span class="s2">&quot;wordpiece_tokenizer&quot;</span>
+    <span class="n">skip_keys_on_load</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;model.embeddings.position_ids&quot;</span><span class="p">,</span> <span class="s2">&quot;bert.embeddings.position_ids&quot;</span><span class="p">]</span>  <span class="c1"># For older versions</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">BertSequenceLabelingConfig</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">bert</span> <span class="o">=</span> <span class="n">BertModel</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_build_inner_config</span><span class="p">())</span>
+        <span class="n">classifier_dropout</span> <span class="o">=</span> <span class="p">(</span>
+            <span class="n">config</span><span class="o">.</span><span class="n">classifier_dropout</span> <span class="k">if</span> <span class="n">config</span><span class="o">.</span><span class="n">classifier_dropout</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="k">else</span> <span class="n">config</span><span class="o">.</span><span class="n">hidden_dropout_prob</span>
+        <span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">dropout</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Dropout</span><span class="p">(</span><span class="n">classifier_dropout</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">classifier</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="n">config</span><span class="o">.</span><span class="n">hidden_size</span><span class="p">,</span> <span class="n">config</span><span class="o">.</span><span class="n">num_labels</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_build_inner_config</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">num_labels</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">id2label</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Both `num_labels` and `id2label` are None. Please provide at least one of them!&quot;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">id2label</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">num_labels</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">num_labels</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">id2label</span><span class="p">)</span>
+        <span class="n">bert_config</span> <span class="o">=</span> <span class="n">BertConfig</span><span class="p">(</span><span class="o">**</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">bert_config</span>
+
+<div class="viewcode-block" id="BertSequenceLabeling.forward">
+<a class="viewcode-back" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.forward">[docs]</a>
+    <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">token_ids</span><span class="p">,</span>
+        <span class="n">attention_mask</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">token_type_ids</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">position_ids</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">head_mask</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">inputs_embeds</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_attentions</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_hidden_states</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
+    <span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">:</span>
+        <span class="n">lm_outputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">bert</span><span class="p">(</span>
+            <span class="n">token_ids</span><span class="p">,</span>
+            <span class="n">attention_mask</span><span class="o">=</span><span class="n">attention_mask</span><span class="p">,</span>
+            <span class="n">token_type_ids</span><span class="o">=</span><span class="n">token_type_ids</span><span class="p">,</span>
+            <span class="n">position_ids</span><span class="o">=</span><span class="n">position_ids</span><span class="p">,</span>
+            <span class="n">head_mask</span><span class="o">=</span><span class="n">head_mask</span><span class="p">,</span>
+            <span class="n">inputs_embeds</span><span class="o">=</span><span class="n">inputs_embeds</span><span class="p">,</span>
+            <span class="n">output_attentions</span><span class="o">=</span><span class="n">output_attentions</span><span class="p">,</span>
+            <span class="n">output_hidden_states</span><span class="o">=</span><span class="n">output_hidden_states</span><span class="p">,</span>
+        <span class="p">)</span>
+        <span class="n">sequence_output</span> <span class="o">=</span> <span class="n">lm_outputs</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+
+        <span class="n">sequence_output</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">dropout</span><span class="p">(</span><span class="n">sequence_output</span><span class="p">)</span>
+        <span class="n">logits</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">classifier</span><span class="p">(</span><span class="n">sequence_output</span><span class="p">)</span>
+
+        <span class="n">outputs</span> <span class="o">=</span> <span class="p">{</span>
+            <span class="s2">&quot;logits&quot;</span><span class="p">:</span> <span class="n">logits</span><span class="p">,</span>
+            <span class="s2">&quot;hidden_states&quot;</span><span class="p">:</span> <span class="n">lm_outputs</span><span class="o">.</span><span class="n">hidden_states</span><span class="p">,</span>
+            <span class="s2">&quot;attentions&quot;</span><span class="p">:</span> <span class="n">lm_outputs</span><span class="o">.</span><span class="n">attentions</span><span class="p">,</span>
+            <span class="s2">&quot;tokens&quot;</span><span class="p">:</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;tokens&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">),</span>
+            <span class="s2">&quot;offsets&quot;</span><span class="p">:</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;offsets_mapping&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+        <span class="p">}</span>
+        <span class="k">return</span> <span class="n">outputs</span></div>
+
+
+<div class="viewcode-block" id="BertSequenceLabeling.compute_loss">
+<a class="viewcode-back" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.compute_loss">[docs]</a>
+    <span class="k">def</span> <span class="nf">compute_loss</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">logits</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">,</span> <span class="n">labels</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">:</span>
+        <span class="n">criterion</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">CrossEntropyLoss</span><span class="p">()</span>
+        <span class="n">loss</span> <span class="o">=</span> <span class="n">criterion</span><span class="p">(</span><span class="n">logits</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">num_labels</span><span class="p">),</span> <span class="n">labels</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">))</span>
+        <span class="k">return</span> <span class="n">loss</span></div>
+
+
+<div class="viewcode-block" id="BertSequenceLabeling.preprocess">
+<a class="viewcode-back" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.preprocess">[docs]</a>
+    <span class="k">def</span> <span class="nf">preprocess</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputs</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="n">inputs</span> <span class="o">=</span> <span class="p">[</span><span class="n">inputs</span><span class="p">]</span>
+        <span class="k">if</span> <span class="s2">&quot;text_normalizer&quot;</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">:</span>
+            <span class="n">normalizer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">[</span><span class="s2">&quot;text_normalizer&quot;</span><span class="p">]</span>
+            <span class="n">inputs</span> <span class="o">=</span> <span class="n">normalizer</span><span class="p">(</span><span class="n">inputs</span><span class="p">)</span>
+        <span class="n">tokenizer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">tokenizer_name</span><span class="p">]</span>
+        <span class="n">inputs</span> <span class="o">=</span> <span class="n">tokenizer</span><span class="p">(</span>
+            <span class="n">inputs</span><span class="p">,</span>
+            <span class="n">return_word_ids</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+            <span class="n">return_tokens</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+            <span class="n">return_offsets_mapping</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+            <span class="n">padding</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+            <span class="n">truncation</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+            <span class="n">return_tensors</span><span class="o">=</span><span class="s2">&quot;pt&quot;</span><span class="p">,</span>
+            <span class="n">device</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">device</span><span class="p">,</span>
+        <span class="p">)</span>
+        <span class="k">return</span> <span class="n">inputs</span></div>
+
+
+<div class="viewcode-block" id="BertSequenceLabeling.post_process">
+<a class="viewcode-back" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.post_process">[docs]</a>
+    <span class="k">def</span> <span class="nf">post_process</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">model_outputs</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">],</span>
+        <span class="n">return_offsets</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
+        <span class="n">return_scores</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
+    <span class="p">):</span>
+        <span class="n">logits</span> <span class="o">=</span> <span class="n">model_outputs</span><span class="p">[</span><span class="s2">&quot;logits&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">softmax</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span>
+        <span class="n">tokens</span> <span class="o">=</span> <span class="n">model_outputs</span><span class="p">[</span><span class="s2">&quot;tokens&quot;</span><span class="p">]</span>
+        <span class="n">offsets</span> <span class="o">=</span> <span class="n">model_outputs</span><span class="p">[</span><span class="s2">&quot;offsets&quot;</span><span class="p">]</span>
+        <span class="n">probs</span><span class="p">,</span> <span class="n">predictions</span> <span class="o">=</span> <span class="n">logits</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span>
+        <span class="n">predictions</span> <span class="o">=</span> <span class="p">[[</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">id2label</span><span class="p">[</span><span class="n">p</span><span class="o">.</span><span class="n">item</span><span class="p">()]</span> <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">prediction</span><span class="p">]</span> <span class="k">for</span> <span class="n">prediction</span> <span class="ow">in</span> <span class="n">predictions</span><span class="p">]</span>
+        <span class="n">outputs</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">tokens_list</span><span class="p">,</span> <span class="n">prediction</span><span class="p">,</span> <span class="n">probs_</span><span class="p">,</span> <span class="n">offsets_mapping</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">tokens</span><span class="p">,</span> <span class="n">predictions</span><span class="p">,</span> <span class="n">probs</span><span class="p">,</span> <span class="n">offsets</span><span class="p">):</span>
+            <span class="n">results</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">token</span><span class="p">,</span> <span class="n">label</span><span class="p">,</span> <span class="n">prob</span><span class="p">,</span> <span class="n">offset</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">tokens_list</span><span class="p">,</span> <span class="n">prediction</span><span class="p">,</span> <span class="n">probs_</span><span class="p">,</span> <span class="n">offsets_mapping</span><span class="p">):</span>
+                <span class="k">if</span> <span class="n">token</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">prediction_skip_tokens</span><span class="p">:</span>
+                    <span class="n">token_results</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;token&quot;</span><span class="p">:</span> <span class="n">token</span><span class="p">,</span> <span class="s2">&quot;label&quot;</span><span class="p">:</span> <span class="n">label</span><span class="p">}</span>
+                    <span class="k">if</span> <span class="n">return_scores</span><span class="p">:</span>
+                        <span class="n">token_results</span><span class="p">[</span><span class="s2">&quot;score&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">prob</span><span class="o">.</span><span class="n">item</span><span class="p">()</span>
+                    <span class="k">if</span> <span class="n">return_offsets</span><span class="p">:</span>
+                        <span class="n">start</span><span class="p">,</span> <span class="n">end</span> <span class="o">=</span> <span class="n">offset</span>
+                        <span class="n">token_results</span><span class="p">[</span><span class="s2">&quot;start&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">start</span>
+                        <span class="n">token_results</span><span class="p">[</span><span class="s2">&quot;end&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">end</span>
+                    <span class="n">results</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">SequenceLabelingOutput</span><span class="p">(</span><span class="o">**</span><span class="n">token_results</span><span class="p">))</span>
+            <span class="n">outputs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">results</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">outputs</span></div>
+</div>
+
+</pre></div>
+        </article>
+      </div>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../../../source/hezar.embeddings.html">hezar.embeddings package</a><input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" role="switch" type="checkbox"/><label for="toctree-checkbox-8"><div class="visually-hidden">Toggle navigation of hezar.embeddings package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.embeddings.fasttext.html">hezar.embeddings.fasttext module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.embeddings.word2vec.html">hezar.embeddings.word2vec module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../../../source/hezar.metrics.html">hezar.metrics package</a><input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" role="switch" type="checkbox"/><label for="toctree-checkbox-9"><div class="visually-hidden">Toggle navigation of hezar.metrics package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.bleu.html">hezar.metrics.bleu module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.cer.html">hezar.metrics.cer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.f1.html">hezar.metrics.f1 module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.metric.html">hezar.metrics.metric module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.precision.html">hezar.metrics.precision module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.recall.html">hezar.metrics.recall module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.rouge.html">hezar.metrics.rouge module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.seqeval.html">hezar.metrics.seqeval module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.wer.html">hezar.metrics.wer module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../../../source/hezar.models.html">hezar.models package</a><input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" role="switch" type="checkbox"/><label for="toctree-checkbox-10"><div class="visually-hidden">Toggle navigation of hezar.models package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
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+          <h1>Source code for hezar.models.sequence_labeling.bert.bert_sequence_labeling_config</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span><span class="p">,</span> <span class="n">field</span>
+
+<span class="kn">from</span> <span class="nn">....configs</span> <span class="kn">import</span> <span class="n">ModelConfig</span>
+<span class="kn">from</span> <span class="nn">....constants</span> <span class="kn">import</span> <span class="n">TaskType</span>
+
+
+<div class="viewcode-block" id="BertSequenceLabelingConfig">
+<a class="viewcode-back" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">BertSequenceLabelingConfig</span><span class="p">(</span><span class="n">ModelConfig</span><span class="p">):</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;bert_sequence_labeling&quot;</span>
+    <span class="n">task</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="n">TaskType</span><span class="o">.</span><span class="n">SEQUENCE_LABELING</span>
+    <span class="n">num_labels</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">id2label</span><span class="p">:</span> <span class="nb">dict</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">vocab_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">42000</span>
+    <span class="n">hidden_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">768</span>
+    <span class="n">num_hidden_layers</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">12</span>
+    <span class="n">num_attention_heads</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">12</span>
+    <span class="n">intermediate_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">3072</span>
+    <span class="n">hidden_act</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;gelu&quot;</span>
+    <span class="n">hidden_dropout_prob</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.1</span>
+    <span class="n">attention_probs_dropout_prob</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.1</span>
+    <span class="n">max_position_embeddings</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">512</span>
+    <span class="n">type_vocab_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">2</span>
+    <span class="n">initializer_range</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.02</span>
+    <span class="n">layer_norm_eps</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">1e-12</span>
+    <span class="n">pad_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">position_embedding_type</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;absolute&quot;</span>
+    <span class="n">use_cache</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">classifier_dropout</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">prediction_skip_tokens</span><span class="p">:</span> <span class="nb">list</span> <span class="o">=</span> <span class="n">field</span><span class="p">(</span><span class="n">default_factory</span><span class="o">=</span><span class="k">lambda</span><span class="p">:</span> <span class="p">[</span><span class="s2">&quot;[SEP]&quot;</span><span class="p">,</span> <span class="s2">&quot;[CLS]&quot;</span><span class="p">])</span></div>
+
+</pre></div>
+        </article>
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+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
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+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
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+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../../../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
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+<li class="toctree-l3"><a class="reference internal" href="../../../../../source/hezar.configs.html">hezar.configs module</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../../../../../source/hezar.registry.html">hezar.registry module</a></li>
+</ul>
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+<li class="toctree-l1"><a class="reference internal" href="../../../../../contributing.html">Contributing to Hezar</a></li>
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+      </div>
+      
+    </div>
+  </aside>
+  <div class="main">
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+        <article role="main">
+          <h1>Source code for hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling</h1><div class="highlight"><pre>
+<span></span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">A DISTILBERT model for sequence labeling built using HuggingFace Transformers</span>
+<span class="sd">&quot;&quot;&quot;</span>
+<span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span>
+
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">List</span>
+
+<span class="kn">import</span> <span class="nn">torch</span>
+<span class="kn">from</span> <span class="nn">torch</span> <span class="kn">import</span> <span class="n">nn</span>
+
+<span class="kn">from</span> <span class="nn">....constants</span> <span class="kn">import</span> <span class="n">Backends</span>
+<span class="kn">from</span> <span class="nn">....registry</span> <span class="kn">import</span> <span class="n">register_model</span>
+<span class="kn">from</span> <span class="nn">....utils</span> <span class="kn">import</span> <span class="n">is_backend_available</span>
+<span class="kn">from</span> <span class="nn">...model</span> <span class="kn">import</span> <span class="n">Model</span>
+<span class="kn">from</span> <span class="nn">...model_outputs</span> <span class="kn">import</span> <span class="n">SequenceLabelingOutput</span>
+<span class="kn">from</span> <span class="nn">.distilbert_sequence_labeling_config</span> <span class="kn">import</span> <span class="n">DistilBertSequenceLabelingConfig</span>
+
+
+<span class="k">if</span> <span class="n">is_backend_available</span><span class="p">(</span><span class="n">Backends</span><span class="o">.</span><span class="n">TRANSFORMERS</span><span class="p">):</span>
+    <span class="kn">from</span> <span class="nn">transformers</span> <span class="kn">import</span> <span class="n">DistilBertConfig</span><span class="p">,</span> <span class="n">DistilBertModel</span>
+
+<span class="n">_required_backends</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="n">Backends</span><span class="o">.</span><span class="n">TRANSFORMERS</span><span class="p">,</span>
+    <span class="n">Backends</span><span class="o">.</span><span class="n">TOKENIZERS</span><span class="p">,</span>
+<span class="p">]</span>
+
+
+<div class="viewcode-block" id="DistilBertSequenceLabeling">
+<a class="viewcode-back" href="../../../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling">[docs]</a>
+<span class="nd">@register_model</span><span class="p">(</span><span class="s2">&quot;distilbert_sequence_labeling&quot;</span><span class="p">,</span> <span class="n">DistilBertSequenceLabelingConfig</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">DistilBertSequenceLabeling</span><span class="p">(</span><span class="n">Model</span><span class="p">):</span>
+    <span class="n">required_backends</span> <span class="o">=</span> <span class="n">_required_backends</span>
+    <span class="n">tokenizer_name</span> <span class="o">=</span> <span class="s2">&quot;wordpiece_tokenizer&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">DistilBertSequenceLabelingConfig</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">distilbert</span> <span class="o">=</span> <span class="n">DistilBertModel</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_build_inner_config</span><span class="p">())</span>
+        <span class="n">classifier_dropout</span> <span class="o">=</span> <span class="p">(</span>
+            <span class="n">config</span><span class="o">.</span><span class="n">classifier_dropout</span> <span class="k">if</span> <span class="n">config</span><span class="o">.</span><span class="n">classifier_dropout</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="k">else</span> <span class="n">config</span><span class="o">.</span><span class="n">hidden_dropout_prob</span>
+        <span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">dropout</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Dropout</span><span class="p">(</span><span class="n">classifier_dropout</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">classifier</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="n">config</span><span class="o">.</span><span class="n">dim</span><span class="p">,</span> <span class="n">config</span><span class="o">.</span><span class="n">num_labels</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_build_inner_config</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Build the inner config for DistilBert. If `num_labels` is not provided, it will be inferred from `id2label`.</span>
+<span class="sd">        If only `num_labels` is provided, `id2label` will be inferred from `num_labels` using the default label names.</span>
+<span class="sd">        :return:</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">num_labels</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">id2label</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Both `num_labels` and `id2label` are None. Please provide at least one of them!&quot;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">id2label</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">num_labels</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">num_labels</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">id2label</span><span class="p">)</span>
+        <span class="n">config</span> <span class="o">=</span> <span class="n">DistilBertConfig</span><span class="p">(</span><span class="o">**</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">config</span>
+
+<div class="viewcode-block" id="DistilBertSequenceLabeling.forward">
+<a class="viewcode-back" href="../../../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling.forward">[docs]</a>
+    <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">token_ids</span><span class="p">,</span>
+        <span class="n">attention_mask</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">head_mask</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">inputs_embeds</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_attentions</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_hidden_states</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
+    <span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">:</span>
+        <span class="n">lm_outputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">distilbert</span><span class="p">(</span>
+            <span class="n">input_ids</span><span class="o">=</span><span class="n">token_ids</span><span class="p">,</span>
+            <span class="n">attention_mask</span><span class="o">=</span><span class="n">attention_mask</span><span class="p">,</span>
+            <span class="n">head_mask</span><span class="o">=</span><span class="n">head_mask</span><span class="p">,</span>
+            <span class="n">inputs_embeds</span><span class="o">=</span><span class="n">inputs_embeds</span><span class="p">,</span>
+            <span class="n">output_attentions</span><span class="o">=</span><span class="n">output_attentions</span><span class="p">,</span>
+            <span class="n">output_hidden_states</span><span class="o">=</span><span class="n">output_hidden_states</span><span class="p">,</span>
+        <span class="p">)</span>
+        <span class="n">sequence_output</span> <span class="o">=</span> <span class="n">lm_outputs</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+
+        <span class="n">sequence_output</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">dropout</span><span class="p">(</span><span class="n">sequence_output</span><span class="p">)</span>
+        <span class="n">logits</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">classifier</span><span class="p">(</span><span class="n">sequence_output</span><span class="p">)</span>
+
+        <span class="n">outputs</span> <span class="o">=</span> <span class="p">{</span>
+            <span class="s2">&quot;logits&quot;</span><span class="p">:</span> <span class="n">logits</span><span class="p">,</span>
+            <span class="s2">&quot;hidden_states&quot;</span><span class="p">:</span> <span class="n">lm_outputs</span><span class="o">.</span><span class="n">hidden_states</span><span class="p">,</span>
+            <span class="s2">&quot;attentions&quot;</span><span class="p">:</span> <span class="n">lm_outputs</span><span class="o">.</span><span class="n">attentions</span><span class="p">,</span>
+            <span class="s2">&quot;tokens&quot;</span><span class="p">:</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;tokens&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">),</span>
+            <span class="s2">&quot;offsets&quot;</span><span class="p">:</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;offsets_mapping&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+        <span class="p">}</span>
+        <span class="k">return</span> <span class="n">outputs</span></div>
+
+
+<div class="viewcode-block" id="DistilBertSequenceLabeling.compute_loss">
+<a class="viewcode-back" href="../../../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling.compute_loss">[docs]</a>
+    <span class="k">def</span> <span class="nf">compute_loss</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">logits</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">,</span> <span class="n">labels</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">:</span>
+        <span class="n">criterion</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">CrossEntropyLoss</span><span class="p">()</span>
+        <span class="n">loss</span> <span class="o">=</span> <span class="n">criterion</span><span class="p">(</span><span class="n">logits</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">num_labels</span><span class="p">),</span> <span class="n">labels</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">))</span>
+        <span class="k">return</span> <span class="n">loss</span></div>
+
+
+<div class="viewcode-block" id="DistilBertSequenceLabeling.preprocess">
+<a class="viewcode-back" href="../../../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling.preprocess">[docs]</a>
+    <span class="k">def</span> <span class="nf">preprocess</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputs</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="n">inputs</span> <span class="o">=</span> <span class="p">[</span><span class="n">inputs</span><span class="p">]</span>
+        <span class="k">if</span> <span class="s2">&quot;text_normalizer&quot;</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">:</span>
+            <span class="n">normalizer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">[</span><span class="s2">&quot;text_normalizer&quot;</span><span class="p">]</span>
+            <span class="n">inputs</span> <span class="o">=</span> <span class="n">normalizer</span><span class="p">(</span><span class="n">inputs</span><span class="p">)</span>
+        <span class="n">tokenizer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">tokenizer_name</span><span class="p">]</span>
+        <span class="n">inputs</span> <span class="o">=</span> <span class="n">tokenizer</span><span class="p">(</span>
+            <span class="n">inputs</span><span class="p">,</span>
+            <span class="n">return_word_ids</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+            <span class="n">return_tokens</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+            <span class="n">return_offsets_mapping</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+            <span class="n">padding</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+            <span class="n">truncation</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+            <span class="n">return_tensors</span><span class="o">=</span><span class="s2">&quot;pt&quot;</span><span class="p">,</span>
+            <span class="n">device</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">device</span><span class="p">,</span>
+        <span class="p">)</span>
+        <span class="k">return</span> <span class="n">inputs</span></div>
+
+
+<div class="viewcode-block" id="DistilBertSequenceLabeling.post_process">
+<a class="viewcode-back" href="../../../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling.post_process">[docs]</a>
+    <span class="k">def</span> <span class="nf">post_process</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">model_outputs</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">],</span>
+        <span class="n">return_offsets</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
+        <span class="n">return_scores</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
+    <span class="p">):</span>
+        <span class="n">logits</span> <span class="o">=</span> <span class="n">model_outputs</span><span class="p">[</span><span class="s2">&quot;logits&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">softmax</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span>
+        <span class="n">tokens</span> <span class="o">=</span> <span class="n">model_outputs</span><span class="p">[</span><span class="s2">&quot;tokens&quot;</span><span class="p">]</span>
+        <span class="n">offsets</span> <span class="o">=</span> <span class="n">model_outputs</span><span class="p">[</span><span class="s2">&quot;offsets&quot;</span><span class="p">]</span>
+        <span class="n">probs</span><span class="p">,</span> <span class="n">predictions</span> <span class="o">=</span> <span class="n">logits</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span>
+        <span class="n">predictions</span> <span class="o">=</span> <span class="p">[[</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">id2label</span><span class="p">[</span><span class="n">p</span><span class="o">.</span><span class="n">item</span><span class="p">()]</span> <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">prediction</span><span class="p">]</span> <span class="k">for</span> <span class="n">prediction</span> <span class="ow">in</span> <span class="n">predictions</span><span class="p">]</span>
+        <span class="n">outputs</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">tokens_list</span><span class="p">,</span> <span class="n">prediction</span><span class="p">,</span> <span class="n">probs_</span><span class="p">,</span> <span class="n">offsets_mapping</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">tokens</span><span class="p">,</span> <span class="n">predictions</span><span class="p">,</span> <span class="n">probs</span><span class="p">,</span> <span class="n">offsets</span><span class="p">):</span>
+            <span class="n">results</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">token</span><span class="p">,</span> <span class="n">label</span><span class="p">,</span> <span class="n">prob</span><span class="p">,</span> <span class="n">offset</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">tokens_list</span><span class="p">,</span> <span class="n">prediction</span><span class="p">,</span> <span class="n">probs_</span><span class="p">,</span> <span class="n">offsets_mapping</span><span class="p">):</span>
+                <span class="k">if</span> <span class="n">token</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">prediction_skip_tokens</span><span class="p">:</span>
+                    <span class="n">token_results</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;token&quot;</span><span class="p">:</span> <span class="n">token</span><span class="p">,</span> <span class="s2">&quot;label&quot;</span><span class="p">:</span> <span class="n">label</span><span class="p">}</span>
+                    <span class="k">if</span> <span class="n">return_scores</span><span class="p">:</span>
+                        <span class="n">token_results</span><span class="p">[</span><span class="s2">&quot;score&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">prob</span><span class="o">.</span><span class="n">item</span><span class="p">()</span>
+                    <span class="k">if</span> <span class="n">return_offsets</span><span class="p">:</span>
+                        <span class="n">start</span><span class="p">,</span> <span class="n">end</span> <span class="o">=</span> <span class="n">offset</span>
+                        <span class="n">token_results</span><span class="p">[</span><span class="s2">&quot;start&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">start</span>
+                        <span class="n">token_results</span><span class="p">[</span><span class="s2">&quot;end&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">end</span>
+                    <span class="n">results</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">SequenceLabelingOutput</span><span class="p">(</span><span class="o">**</span><span class="n">token_results</span><span class="p">))</span>
+            <span class="n">outputs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">results</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">outputs</span></div>
+</div>
+
+</pre></div>
+        </article>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../../../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
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+          <h1>Source code for hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span><span class="p">,</span> <span class="n">field</span>
+
+<span class="kn">from</span> <span class="nn">....configs</span> <span class="kn">import</span> <span class="n">ModelConfig</span>
+<span class="kn">from</span> <span class="nn">....constants</span> <span class="kn">import</span> <span class="n">TaskType</span>
+
+
+<div class="viewcode-block" id="DistilBertSequenceLabelingConfig">
+<a class="viewcode-back" href="../../../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">DistilBertSequenceLabelingConfig</span><span class="p">(</span><span class="n">ModelConfig</span><span class="p">):</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;distilbert_sequence_labeling&quot;</span>
+    <span class="n">task</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="n">TaskType</span><span class="o">.</span><span class="n">SEQUENCE_LABELING</span>
+    <span class="n">num_labels</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">id2label</span><span class="p">:</span> <span class="nb">dict</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">activation</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;gelu&quot;</span>
+    <span class="n">attention_dropout</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.1</span>
+    <span class="n">dim</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">768</span>
+    <span class="n">dropout</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.1</span>
+    <span class="n">initializer_range</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.02</span>
+    <span class="n">max_position_embeddings</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">512</span>
+    <span class="n">n_heads</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">12</span>
+    <span class="n">n_layers</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">6</span>
+    <span class="n">output_past</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">pad_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">qa_dropout</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.1</span>
+    <span class="n">tie_weights_</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">vocab_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">42000</span>
+
+    <span class="n">hidden_dropout_prob</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.1</span>
+    <span class="n">use_cache</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">classifier_dropout</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">prediction_skip_tokens</span><span class="p">:</span> <span class="nb">list</span> <span class="o">=</span> <span class="n">field</span><span class="p">(</span><span class="n">default_factory</span><span class="o">=</span><span class="k">lambda</span><span class="p">:</span> <span class="p">[</span><span class="s2">&quot;[SEP]&quot;</span><span class="p">,</span> <span class="s2">&quot;[CLS]&quot;</span><span class="p">])</span></div>
+
+</pre></div>
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diff --git a/_modules/hezar/models/sequence_labeling/roberta/roberta_sequence_labeling.html b/_modules/hezar/models/sequence_labeling/roberta/roberta_sequence_labeling.html
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
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+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../../../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../../../source/hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
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+  </aside>
+  <div class="main">
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+        <article role="main">
+          <h1>Source code for hezar.models.sequence_labeling.roberta.roberta_sequence_labeling</h1><div class="highlight"><pre>
+<span></span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">A RoBERTa Language Model (HuggingFace Transformers) wrapped by a Hezar Model class</span>
+<span class="sd">&quot;&quot;&quot;</span>
+<span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span>
+
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">List</span>
+
+<span class="kn">import</span> <span class="nn">torch</span>
+<span class="kn">from</span> <span class="nn">torch</span> <span class="kn">import</span> <span class="n">nn</span><span class="p">,</span> <span class="n">tanh</span>
+
+<span class="kn">from</span> <span class="nn">....constants</span> <span class="kn">import</span> <span class="n">Backends</span>
+<span class="kn">from</span> <span class="nn">....registry</span> <span class="kn">import</span> <span class="n">register_model</span>
+<span class="kn">from</span> <span class="nn">....utils</span> <span class="kn">import</span> <span class="n">is_backend_available</span>
+<span class="kn">from</span> <span class="nn">...model</span> <span class="kn">import</span> <span class="n">Model</span>
+<span class="kn">from</span> <span class="nn">...model_outputs</span> <span class="kn">import</span> <span class="n">SequenceLabelingOutput</span>
+<span class="kn">from</span> <span class="nn">.roberta_sequence_labeling_config</span> <span class="kn">import</span> <span class="n">RobertaSequenceLabelingConfig</span>
+
+
+<span class="k">if</span> <span class="n">is_backend_available</span><span class="p">(</span><span class="n">Backends</span><span class="o">.</span><span class="n">TRANSFORMERS</span><span class="p">):</span>
+    <span class="kn">from</span> <span class="nn">transformers</span> <span class="kn">import</span> <span class="n">RobertaConfig</span><span class="p">,</span> <span class="n">RobertaModel</span>
+
+<span class="n">_required_backends</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="n">Backends</span><span class="o">.</span><span class="n">TRANSFORMERS</span><span class="p">,</span>
+    <span class="n">Backends</span><span class="o">.</span><span class="n">TOKENIZERS</span><span class="p">,</span>
+<span class="p">]</span>
+
+
+<div class="viewcode-block" id="RobertaSequenceLabeling">
+<a class="viewcode-back" href="../../../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling">[docs]</a>
+<span class="nd">@register_model</span><span class="p">(</span><span class="s2">&quot;roberta_sequence_labeling&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">RobertaSequenceLabelingConfig</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">RobertaSequenceLabeling</span><span class="p">(</span><span class="n">Model</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A standard 🤗Transformers RoBERTa model for sequence labeling</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        config: The whole model config including arguments needed for the inner 🤗Transformers model.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">required_backends</span> <span class="o">=</span> <span class="n">_required_backends</span>
+    <span class="n">tokenizer_name</span> <span class="o">=</span> <span class="s2">&quot;bpe_tokenizer&quot;</span>
+    <span class="n">skip_keys_on_load</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;roberta.embeddings.position_ids&quot;</span><span class="p">,</span> <span class="s2">&quot;model.embeddings.position_ids&quot;</span><span class="p">]</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="o">=</span><span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">roberta</span> <span class="o">=</span> <span class="n">RobertaModel</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_build_inner_config</span><span class="p">(),</span> <span class="n">add_pooling_layer</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">classifier</span> <span class="o">=</span> <span class="n">RobertaClassificationHead</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_build_inner_config</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">num_labels</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">id2label</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Both `num_labels` and `id2label` are None. Please provide at least one of them!&quot;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">id2label</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">num_labels</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">num_labels</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">id2label</span><span class="p">)</span>
+        <span class="n">config</span> <span class="o">=</span> <span class="n">RobertaConfig</span><span class="p">(</span><span class="o">**</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">config</span>
+
+<div class="viewcode-block" id="RobertaSequenceLabeling.forward">
+<a class="viewcode-back" href="../../../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.forward">[docs]</a>
+    <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">token_ids</span><span class="p">,</span>
+        <span class="n">attention_mask</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">token_type_ids</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">position_ids</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">head_mask</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">inputs_embeds</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_attentions</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_hidden_states</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">return_dict</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
+    <span class="p">):</span>
+        <span class="n">lm_outputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">roberta</span><span class="p">(</span>
+            <span class="n">token_ids</span><span class="p">,</span>
+            <span class="n">attention_mask</span><span class="o">=</span><span class="n">attention_mask</span><span class="p">,</span>
+            <span class="n">token_type_ids</span><span class="o">=</span><span class="n">token_type_ids</span><span class="p">,</span>
+            <span class="n">position_ids</span><span class="o">=</span><span class="n">position_ids</span><span class="p">,</span>
+            <span class="n">head_mask</span><span class="o">=</span><span class="n">head_mask</span><span class="p">,</span>
+            <span class="n">inputs_embeds</span><span class="o">=</span><span class="n">inputs_embeds</span><span class="p">,</span>
+            <span class="n">output_attentions</span><span class="o">=</span><span class="n">output_attentions</span><span class="p">,</span>
+            <span class="n">output_hidden_states</span><span class="o">=</span><span class="n">output_hidden_states</span><span class="p">,</span>
+            <span class="n">return_dict</span><span class="o">=</span><span class="n">return_dict</span><span class="p">,</span>
+        <span class="p">)</span>
+        <span class="n">sequence_output</span> <span class="o">=</span> <span class="n">lm_outputs</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+        <span class="n">logits</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">classifier</span><span class="p">(</span><span class="n">sequence_output</span><span class="p">)</span>
+
+        <span class="n">outputs</span> <span class="o">=</span> <span class="p">{</span>
+            <span class="s2">&quot;logits&quot;</span><span class="p">:</span> <span class="n">logits</span><span class="p">,</span>
+            <span class="s2">&quot;hidden_states&quot;</span><span class="p">:</span> <span class="n">lm_outputs</span><span class="o">.</span><span class="n">hidden_states</span><span class="p">,</span>
+            <span class="s2">&quot;attentions&quot;</span><span class="p">:</span> <span class="n">lm_outputs</span><span class="o">.</span><span class="n">attentions</span><span class="p">,</span>
+            <span class="s2">&quot;tokens&quot;</span><span class="p">:</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;tokens&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">),</span>
+            <span class="s2">&quot;offsets&quot;</span><span class="p">:</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;offsets_mapping&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+        <span class="p">}</span>
+        <span class="k">return</span> <span class="n">outputs</span></div>
+
+
+<div class="viewcode-block" id="RobertaSequenceLabeling.compute_loss">
+<a class="viewcode-back" href="../../../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.compute_loss">[docs]</a>
+    <span class="k">def</span> <span class="nf">compute_loss</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">logits</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">,</span> <span class="n">labels</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">:</span>
+        <span class="n">criterion</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">CrossEntropyLoss</span><span class="p">()</span>
+        <span class="n">loss</span> <span class="o">=</span> <span class="n">criterion</span><span class="p">(</span><span class="n">logits</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">num_labels</span><span class="p">),</span> <span class="n">labels</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">))</span>
+        <span class="k">return</span> <span class="n">loss</span></div>
+
+
+<div class="viewcode-block" id="RobertaSequenceLabeling.preprocess">
+<a class="viewcode-back" href="../../../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.preprocess">[docs]</a>
+    <span class="k">def</span> <span class="nf">preprocess</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputs</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="n">inputs</span> <span class="o">=</span> <span class="p">[</span><span class="n">inputs</span><span class="p">]</span>
+        <span class="k">if</span> <span class="s2">&quot;text_normalizer&quot;</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">:</span>
+            <span class="n">normalizer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">[</span><span class="s2">&quot;text_normalizer&quot;</span><span class="p">]</span>
+            <span class="n">inputs</span> <span class="o">=</span> <span class="n">normalizer</span><span class="p">(</span><span class="n">inputs</span><span class="p">)</span>
+        <span class="n">tokenizer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">tokenizer_name</span><span class="p">]</span>
+        <span class="n">inputs</span> <span class="o">=</span> <span class="n">tokenizer</span><span class="p">(</span>
+            <span class="n">inputs</span><span class="p">,</span>
+            <span class="n">return_word_ids</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+            <span class="n">return_tokens</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+            <span class="n">return_offsets_mapping</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+            <span class="n">padding</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+            <span class="n">truncation</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+            <span class="n">return_tensors</span><span class="o">=</span><span class="s2">&quot;pt&quot;</span><span class="p">,</span>
+            <span class="n">device</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">device</span><span class="p">,</span>
+        <span class="p">)</span>
+        <span class="k">return</span> <span class="n">inputs</span></div>
+
+
+<div class="viewcode-block" id="RobertaSequenceLabeling.post_process">
+<a class="viewcode-back" href="../../../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.post_process">[docs]</a>
+    <span class="k">def</span> <span class="nf">post_process</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">model_outputs</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">],</span>
+        <span class="n">return_offsets</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
+        <span class="n">return_scores</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
+    <span class="p">):</span>
+        <span class="n">logits</span> <span class="o">=</span> <span class="n">model_outputs</span><span class="p">[</span><span class="s2">&quot;logits&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">softmax</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span>
+        <span class="n">tokens</span> <span class="o">=</span> <span class="n">model_outputs</span><span class="p">[</span><span class="s2">&quot;tokens&quot;</span><span class="p">]</span>
+        <span class="n">offsets</span> <span class="o">=</span> <span class="n">model_outputs</span><span class="p">[</span><span class="s2">&quot;offsets&quot;</span><span class="p">]</span>
+        <span class="n">probs</span><span class="p">,</span> <span class="n">predictions</span> <span class="o">=</span> <span class="n">logits</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span>
+        <span class="n">predictions</span> <span class="o">=</span> <span class="p">[[</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">id2label</span><span class="p">[</span><span class="n">p</span><span class="o">.</span><span class="n">item</span><span class="p">()]</span> <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">prediction</span><span class="p">]</span> <span class="k">for</span> <span class="n">prediction</span> <span class="ow">in</span> <span class="n">predictions</span><span class="p">]</span>
+        <span class="n">outputs</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">tokens_list</span><span class="p">,</span> <span class="n">prediction</span><span class="p">,</span> <span class="n">probs_</span><span class="p">,</span> <span class="n">offsets_mapping</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">tokens</span><span class="p">,</span> <span class="n">predictions</span><span class="p">,</span> <span class="n">probs</span><span class="p">,</span> <span class="n">offsets</span><span class="p">):</span>
+            <span class="n">results</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">token</span><span class="p">,</span> <span class="n">label</span><span class="p">,</span> <span class="n">prob</span><span class="p">,</span> <span class="n">offset</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">tokens_list</span><span class="p">,</span> <span class="n">prediction</span><span class="p">,</span> <span class="n">probs_</span><span class="p">,</span> <span class="n">offsets_mapping</span><span class="p">):</span>
+                <span class="k">if</span> <span class="n">token</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">prediction_skip_tokens</span><span class="p">:</span>
+                    <span class="n">token_results</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;token&quot;</span><span class="p">:</span> <span class="n">token</span><span class="p">,</span> <span class="s2">&quot;label&quot;</span><span class="p">:</span> <span class="n">label</span><span class="p">}</span>
+                    <span class="k">if</span> <span class="n">return_scores</span><span class="p">:</span>
+                        <span class="n">token_results</span><span class="p">[</span><span class="s2">&quot;score&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">prob</span><span class="o">.</span><span class="n">item</span><span class="p">()</span>
+                    <span class="k">if</span> <span class="n">return_offsets</span><span class="p">:</span>
+                        <span class="n">start</span><span class="p">,</span> <span class="n">end</span> <span class="o">=</span> <span class="n">offset</span>
+                        <span class="n">token_results</span><span class="p">[</span><span class="s2">&quot;start&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">start</span>
+                        <span class="n">token_results</span><span class="p">[</span><span class="s2">&quot;end&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">end</span>
+                    <span class="n">results</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">SequenceLabelingOutput</span><span class="p">(</span><span class="o">**</span><span class="n">token_results</span><span class="p">))</span>
+            <span class="n">outputs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">results</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">outputs</span></div>
+</div>
+
+
+
+<div class="viewcode-block" id="RobertaClassificationHead">
+<a class="viewcode-back" href="../../../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaClassificationHead">[docs]</a>
+<span class="k">class</span> <span class="nc">RobertaClassificationHead</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;Head for sentence-level classification tasks.&quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">dense</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="n">config</span><span class="o">.</span><span class="n">hidden_size</span><span class="p">,</span> <span class="n">config</span><span class="o">.</span><span class="n">hidden_size</span><span class="p">)</span>
+        <span class="n">classifier_dropout</span> <span class="o">=</span> <span class="p">(</span>
+            <span class="n">config</span><span class="o">.</span><span class="n">classifier_dropout</span> <span class="k">if</span> <span class="n">config</span><span class="o">.</span><span class="n">classifier_dropout</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="k">else</span> <span class="n">config</span><span class="o">.</span><span class="n">hidden_dropout_prob</span>
+        <span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">dropout</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Dropout</span><span class="p">(</span><span class="n">classifier_dropout</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">out_proj</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="n">config</span><span class="o">.</span><span class="n">hidden_size</span><span class="p">,</span> <span class="n">config</span><span class="o">.</span><span class="n">num_labels</span><span class="p">)</span>
+
+<div class="viewcode-block" id="RobertaClassificationHead.forward">
+<a class="viewcode-back" href="../../../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaClassificationHead.forward">[docs]</a>
+    <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputs</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="n">x</span> <span class="o">=</span> <span class="n">inputs</span>  <span class="c1"># Apply to all tokens</span>
+        <span class="n">x</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">dropout</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+        <span class="n">x</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">dense</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+        <span class="n">x</span> <span class="o">=</span> <span class="n">tanh</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+        <span class="n">x</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">dropout</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+        <span class="n">x</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">out_proj</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">x</span></div>
+</div>
+
+</pre></div>
+        </article>
+      </div>
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+<!doctype html>
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+            <i class="icon"><svg><use href="#svg-toc"></use></svg></i>
+          </label>
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+        <article role="main">
+          <h1>Source code for hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Tuple</span>
+
+<span class="kn">from</span> <span class="nn">....configs</span> <span class="kn">import</span> <span class="n">ModelConfig</span>
+<span class="kn">from</span> <span class="nn">....constants</span> <span class="kn">import</span> <span class="n">TaskType</span>
+
+
+<div class="viewcode-block" id="RobertaSequenceLabelingConfig">
+<a class="viewcode-back" href="../../../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">RobertaSequenceLabelingConfig</span><span class="p">(</span><span class="n">ModelConfig</span><span class="p">):</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;roberta_sequence_labeling&quot;</span>
+    <span class="n">task</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="n">TaskType</span><span class="o">.</span><span class="n">SEQUENCE_LABELING</span>
+    <span class="n">num_labels</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">id2label</span><span class="p">:</span> <span class="nb">dict</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">attention_probs_dropout_prob</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.1</span>
+    <span class="n">bos_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">eos_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">2</span>
+    <span class="n">gradient_checkpointing</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span>
+    <span class="n">hidden_act</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;gelu&quot;</span>
+    <span class="n">hidden_dropout_prob</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.1</span>
+    <span class="n">hidden_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">768</span>
+    <span class="n">classifier_dropout</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">initializer_range</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mf">0.02</span>
+    <span class="n">intermediate_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">3072</span>
+    <span class="n">layer_norm_eps</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">1e-12</span>
+    <span class="n">max_position_embeddings</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">514</span>
+    <span class="n">num_attention_heads</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">12</span>
+    <span class="n">num_hidden_layers</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">12</span>
+    <span class="n">pad_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="n">position_embedding_type</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;absolute&quot;</span>
+    <span class="n">type_vocab_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="n">use_cache</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">vocab_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">42000</span>
+    <span class="n">prediction_skip_tokens</span><span class="p">:</span> <span class="n">Tuple</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="s2">&quot;&lt;s&gt;&quot;</span><span class="p">,</span> <span class="s2">&quot;&lt;/s&gt;, &lt;pad&gt;&quot;</span><span class="p">)</span></div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
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diff --git a/_modules/hezar/models/speech_recognition/whisper/whisper_feature_extractor.html b/_modules/hezar/models/speech_recognition/whisper/whisper_feature_extractor.html
new file mode 100644
index 00000000..83f78ffc
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+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.data.datasets.sequence_labeling_dataset.html">hezar.data.datasets.sequence_labeling_dataset module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.data.datasets.text_classification_dataset.html">hezar.data.datasets.text_classification_dataset module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.data.datasets.text_summarization_dataset.html">hezar.data.datasets.text_summarization_dataset module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.data.data_collators.html">hezar.data.data_collators module</a></li>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../../../source/hezar.embeddings.html">hezar.embeddings package</a><input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" role="switch" type="checkbox"/><label for="toctree-checkbox-8"><div class="visually-hidden">Toggle navigation of hezar.embeddings package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.embeddings.word2vec.html">hezar.embeddings.word2vec module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../../../source/hezar.metrics.html">hezar.metrics package</a><input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" role="switch" type="checkbox"/><label for="toctree-checkbox-9"><div class="visually-hidden">Toggle navigation of hezar.metrics package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.cer.html">hezar.metrics.cer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.f1.html">hezar.metrics.f1 module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.metric.html">hezar.metrics.metric module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.precision.html">hezar.metrics.precision module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.recall.html">hezar.metrics.recall module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.rouge.html">hezar.metrics.rouge module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.seqeval.html">hezar.metrics.seqeval module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.wer.html">hezar.metrics.wer module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../../../source/hezar.models.html">hezar.models package</a><input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" role="switch" type="checkbox"/><label for="toctree-checkbox-10"><div class="visually-hidden">Toggle navigation of hezar.models package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
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+        <article role="main">
+          <h1>Source code for hezar.models.speech_recognition.whisper.whisper_feature_extractor</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span>
+
+<span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span>
+
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">import</span> <span class="nn">torch</span>
+
+<span class="kn">from</span> <span class="nn">....preprocessors</span> <span class="kn">import</span> <span class="n">AudioFeatureExtractor</span><span class="p">,</span> <span class="n">AudioFeatureExtractorConfig</span>
+<span class="kn">from</span> <span class="nn">....registry</span> <span class="kn">import</span> <span class="n">register_preprocessor</span>
+<span class="kn">from</span> <span class="nn">....utils</span> <span class="kn">import</span> <span class="p">(</span>
+    <span class="n">Logger</span><span class="p">,</span>
+    <span class="n">convert_batch_dict_dtype</span><span class="p">,</span>
+    <span class="n">mel_filter_bank</span><span class="p">,</span>
+    <span class="n">spectrogram</span><span class="p">,</span>
+    <span class="n">window_function</span><span class="p">,</span>
+<span class="p">)</span>
+
+
+<span class="n">logger</span> <span class="o">=</span> <span class="n">Logger</span><span class="p">(</span><span class="vm">__name__</span><span class="p">)</span>
+
+
+<div class="viewcode-block" id="WhisperFeatureExtractorConfig">
+<a class="viewcode-back" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">WhisperFeatureExtractorConfig</span><span class="p">(</span><span class="n">AudioFeatureExtractorConfig</span><span class="p">):</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;whisper_feature_extractor&quot;</span>
+    <span class="n">feature_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">80</span>
+    <span class="n">sampling_rate</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">16000</span>
+    <span class="n">hop_length</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">160</span>
+    <span class="n">chunk_length</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">30</span>
+    <span class="n">n_fft</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">400</span>
+    <span class="n">padding</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;longest&quot;</span>
+    <span class="n">padding_value</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.0</span>
+    <span class="n">padding_side</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;right&quot;</span>
+    <span class="n">return_attention_mask</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span></div>
+
+
+
+<div class="viewcode-block" id="WhisperFeatureExtractor">
+<a class="viewcode-back" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractor">[docs]</a>
+<span class="nd">@register_preprocessor</span><span class="p">(</span><span class="s2">&quot;whisper_feature_extractor&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">WhisperFeatureExtractorConfig</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">WhisperFeatureExtractor</span><span class="p">(</span><span class="n">AudioFeatureExtractor</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A feature extractor for Whisper model.</span>
+
+<span class="sd">    This feature extractor inherits from `AudioFeatureExtractor` which contains most of the main methods.</span>
+
+<span class="sd">    This class extracts mel-filter bank features from raw speech using a custom numpy implementation of the `Short Time</span>
+<span class="sd">    Fourier Transform` which should match pytorch&#39;s `torch.stft` equivalent.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">WhisperFeatureExtractorConfig</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="o">=</span><span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">n_samples</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">chunk_length</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">sampling_rate</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">nb_max_frames</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">n_samples</span> <span class="o">//</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">hop_length</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mel_filters</span> <span class="o">=</span> <span class="n">mel_filter_bank</span><span class="p">(</span>
+            <span class="n">num_frequency_bins</span><span class="o">=</span><span class="mi">1</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">n_fft</span> <span class="o">//</span> <span class="mi">2</span><span class="p">,</span>
+            <span class="n">num_mel_filters</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">feature_size</span><span class="p">,</span>
+            <span class="n">min_frequency</span><span class="o">=</span><span class="mf">0.0</span><span class="p">,</span>
+            <span class="n">max_frequency</span><span class="o">=</span><span class="mf">8000.0</span><span class="p">,</span>
+            <span class="n">sampling_rate</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">sampling_rate</span><span class="p">,</span>
+            <span class="n">norm</span><span class="o">=</span><span class="s2">&quot;slaney&quot;</span><span class="p">,</span>
+            <span class="n">mel_scale</span><span class="o">=</span><span class="s2">&quot;slaney&quot;</span><span class="p">,</span>
+        <span class="p">)</span>
+
+    <span class="k">def</span> <span class="fm">__call__</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">raw_speech</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="nb">float</span><span class="p">]</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">]</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">float</span><span class="p">]],</span>
+        <span class="n">device</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">truncation</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
+        <span class="n">pad_to_multiple_of</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">return_tensors</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">return_attention_mask</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">padding</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;max_length&quot;</span><span class="p">,</span>
+        <span class="n">max_length</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">sampling_rate</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">do_normalize</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
+    <span class="p">):</span>
+        <span class="n">sampling_rate</span> <span class="o">=</span> <span class="n">sampling_rate</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">sampling_rate</span>
+        <span class="k">if</span> <span class="n">sampling_rate</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">sampling_rate</span> <span class="o">!=</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">sampling_rate</span><span class="p">:</span>
+                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                    <span class="sa">f</span><span class="s2">&quot;The model corresponding to this feature extractor: </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="vm">__class__</span><span class="o">.</span><span class="vm">__name__</span><span class="si">}</span><span class="s2"> was trained using a&quot;</span>
+                    <span class="sa">f</span><span class="s2">&quot; sampling rate of </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">sampling_rate</span><span class="si">}</span><span class="s2">. Please make sure that the provided `raw_speech` &quot;</span>
+                    <span class="sa">f</span><span class="s2">&quot;input was sampled with </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">sampling_rate</span><span class="si">}</span><span class="s2"> and not </span><span class="si">{</span><span class="n">sampling_rate</span><span class="si">}</span><span class="s2">.&quot;</span>
+                <span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">logger</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span>
+                <span class="s2">&quot;It is strongly recommended to pass the `sampling_rate` argument to this function. &quot;</span>
+                <span class="s2">&quot;Failing to do so can result in silent errors that might be hard to debug.&quot;</span>
+            <span class="p">)</span>
+
+        <span class="n">is_batched_numpy</span> <span class="o">=</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">raw_speech</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">raw_speech</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span>
+        <span class="k">if</span> <span class="n">is_batched_numpy</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">raw_speech</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Only mono-channel audio is supported for input to </span><span class="si">{</span><span class="bp">self</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+        <span class="n">is_batched</span> <span class="o">=</span> <span class="n">is_batched_numpy</span> <span class="ow">or</span> <span class="p">(</span>
+            <span class="nb">isinstance</span><span class="p">(</span><span class="n">raw_speech</span><span class="p">,</span> <span class="p">(</span><span class="nb">list</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">))</span> <span class="ow">and</span> <span class="p">(</span><span class="nb">isinstance</span><span class="p">(</span><span class="n">raw_speech</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">,</span> <span class="nb">list</span><span class="p">)))</span>
+        <span class="p">)</span>
+
+        <span class="k">if</span> <span class="n">is_batched</span><span class="p">:</span>
+            <span class="n">raw_speech</span> <span class="o">=</span> <span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">([</span><span class="n">speech</span><span class="p">],</span> <span class="n">dtype</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span><span class="o">.</span><span class="n">T</span> <span class="k">for</span> <span class="n">speech</span> <span class="ow">in</span> <span class="n">raw_speech</span><span class="p">]</span>
+        <span class="k">elif</span> <span class="ow">not</span> <span class="n">is_batched</span> <span class="ow">and</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">raw_speech</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">):</span>
+            <span class="n">raw_speech</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">raw_speech</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span>
+        <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">raw_speech</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">)</span> <span class="ow">and</span> <span class="n">raw_speech</span><span class="o">.</span><span class="n">dtype</span> <span class="ow">is</span> <span class="n">np</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">float64</span><span class="p">):</span>
+            <span class="n">raw_speech</span> <span class="o">=</span> <span class="n">raw_speech</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span>
+
+        <span class="c1"># always return batch</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="n">is_batched</span><span class="p">:</span>
+            <span class="n">raw_speech</span> <span class="o">=</span> <span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">([</span><span class="n">raw_speech</span><span class="p">])</span><span class="o">.</span><span class="n">T</span><span class="p">]</span>
+
+        <span class="n">batched_speech</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;input_features&quot;</span><span class="p">:</span> <span class="n">raw_speech</span><span class="p">}</span>
+
+        <span class="n">padded_inputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">pad</span><span class="p">(</span>
+            <span class="n">batched_speech</span><span class="p">,</span>
+            <span class="n">padding</span><span class="o">=</span><span class="n">padding</span><span class="p">,</span>
+            <span class="n">max_length</span><span class="o">=</span><span class="n">max_length</span> <span class="k">if</span> <span class="n">max_length</span> <span class="k">else</span> <span class="bp">self</span><span class="o">.</span><span class="n">n_samples</span><span class="p">,</span>
+            <span class="n">truncation</span><span class="o">=</span><span class="n">truncation</span><span class="p">,</span>
+            <span class="n">pad_to_multiple_of</span><span class="o">=</span><span class="n">pad_to_multiple_of</span><span class="p">,</span>
+            <span class="n">return_attention_mask</span><span class="o">=</span><span class="n">return_attention_mask</span> <span class="ow">or</span> <span class="n">do_normalize</span><span class="p">,</span>
+            <span class="n">return_tensors</span><span class="o">=</span><span class="s2">&quot;np&quot;</span><span class="p">,</span>
+        <span class="p">)</span>
+
+        <span class="c1"># zero-mean and unit-variance normalization</span>
+        <span class="k">if</span> <span class="n">do_normalize</span><span class="p">:</span>
+            <span class="n">padded_inputs</span><span class="p">[</span><span class="s2">&quot;input_features&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">zero_mean_unit_var_norm</span><span class="p">(</span>
+                <span class="n">padded_inputs</span><span class="p">[</span><span class="s2">&quot;input_features&quot;</span><span class="p">],</span>
+                <span class="n">attention_mask</span><span class="o">=</span><span class="n">padded_inputs</span><span class="p">[</span><span class="s2">&quot;attention_mask&quot;</span><span class="p">],</span>
+                <span class="n">padding_value</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">padding_value</span><span class="p">,</span>
+            <span class="p">)</span>
+            <span class="n">padded_inputs</span><span class="p">[</span><span class="s2">&quot;input_features&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">stack</span><span class="p">(</span><span class="n">padded_inputs</span><span class="p">[</span><span class="s2">&quot;input_features&quot;</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+
+        <span class="c1"># make sure list is in array format</span>
+        <span class="n">input_features</span> <span class="o">=</span> <span class="n">padded_inputs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;input_features&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">transpose</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
+
+        <span class="n">input_features</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_np_extract_fbank_features</span><span class="p">(</span><span class="n">waveform</span><span class="p">)</span> <span class="k">for</span> <span class="n">waveform</span> <span class="ow">in</span> <span class="n">input_features</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">input_features</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">List</span><span class="p">):</span>
+            <span class="n">padded_inputs</span><span class="p">[</span><span class="s2">&quot;input_features&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">feature</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span> <span class="k">for</span> <span class="n">feature</span> <span class="ow">in</span> <span class="n">input_features</span><span class="p">]</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">padded_inputs</span><span class="p">[</span><span class="s2">&quot;input_features&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">input_features</span>
+
+        <span class="k">if</span> <span class="n">return_attention_mask</span><span class="p">:</span>
+            <span class="c1"># rescale from sample (48000) to feature (3000)</span>
+            <span class="n">padded_inputs</span><span class="p">[</span><span class="s2">&quot;attention_mask&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">padded_inputs</span><span class="p">[</span><span class="s2">&quot;attention_mask&quot;</span><span class="p">][:,</span> <span class="p">::</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">hop_length</span><span class="p">]</span>
+
+        <span class="k">if</span> <span class="n">return_tensors</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">padded_inputs</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">padded_inputs</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+            <span class="n">padded_inputs</span> <span class="o">=</span> <span class="n">convert_batch_dict_dtype</span><span class="p">(</span><span class="n">padded_inputs</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">return_tensors</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">device</span><span class="p">:</span>
+                <span class="n">padded_inputs</span> <span class="o">=</span> <span class="p">{</span>
+                    <span class="n">k</span><span class="p">:</span> <span class="n">v</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="n">device</span><span class="p">)</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">)</span> <span class="k">else</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">padded_inputs</span><span class="o">.</span><span class="n">items</span><span class="p">()</span>
+                <span class="p">}</span>
+
+        <span class="k">return</span> <span class="n">padded_inputs</span>
+
+    <span class="k">def</span> <span class="nf">_np_extract_fbank_features</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">waveform</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Compute the log-mel spectrogram of the provided audio, gives similar results to Whisper&#39;s original torch</span>
+<span class="sd">        implementation with 1e-5 tolerance.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">log_spec</span> <span class="o">=</span> <span class="n">spectrogram</span><span class="p">(</span>
+            <span class="n">waveform</span><span class="p">,</span>
+            <span class="n">window_function</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">n_fft</span><span class="p">,</span> <span class="s2">&quot;hann&quot;</span><span class="p">),</span>
+            <span class="n">frame_length</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">n_fft</span><span class="p">,</span>
+            <span class="n">hop_length</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">hop_length</span><span class="p">,</span>
+            <span class="n">power</span><span class="o">=</span><span class="mf">2.0</span><span class="p">,</span>
+            <span class="n">mel_filters</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">mel_filters</span><span class="p">,</span>
+            <span class="n">log_mel</span><span class="o">=</span><span class="s2">&quot;log10&quot;</span><span class="p">,</span>
+        <span class="p">)</span>
+        <span class="n">log_spec</span> <span class="o">=</span> <span class="n">log_spec</span><span class="p">[:,</span> <span class="p">:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+        <span class="n">log_spec</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">maximum</span><span class="p">(</span><span class="n">log_spec</span><span class="p">,</span> <span class="n">log_spec</span><span class="o">.</span><span class="n">max</span><span class="p">()</span> <span class="o">-</span> <span class="mf">8.0</span><span class="p">)</span>
+        <span class="n">log_spec</span> <span class="o">=</span> <span class="p">(</span><span class="n">log_spec</span> <span class="o">+</span> <span class="mf">4.0</span><span class="p">)</span> <span class="o">/</span> <span class="mf">4.0</span>
+        <span class="k">return</span> <span class="n">log_spec</span>
+
+<div class="viewcode-block" id="WhisperFeatureExtractor.zero_mean_unit_var_norm">
+<a class="viewcode-back" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractor.zero_mean_unit_var_norm">[docs]</a>
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">zero_mean_unit_var_norm</span><span class="p">(</span>
+        <span class="n">input_values</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">],</span> <span class="n">attention_mask</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">],</span> <span class="n">padding_value</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.0</span>
+    <span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Every array in the list is normalized to have zero mean and unit variance</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="n">attention_mask</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">attention_mask</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">attention_mask</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">int32</span><span class="p">)</span>
+            <span class="n">normed_input_values</span> <span class="o">=</span> <span class="p">[]</span>
+
+            <span class="k">for</span> <span class="n">vector</span><span class="p">,</span> <span class="n">length</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">input_values</span><span class="p">,</span> <span class="n">attention_mask</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">)):</span>
+                <span class="n">normed_slice</span> <span class="o">=</span> <span class="p">(</span><span class="n">vector</span> <span class="o">-</span> <span class="n">vector</span><span class="p">[:</span><span class="n">length</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">())</span> <span class="o">/</span> <span class="n">np</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="n">vector</span><span class="p">[:</span><span class="n">length</span><span class="p">]</span><span class="o">.</span><span class="n">var</span><span class="p">()</span> <span class="o">+</span> <span class="mf">1e-7</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">length</span> <span class="o">&lt;</span> <span class="n">normed_slice</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]:</span>
+                    <span class="n">normed_slice</span><span class="p">[</span><span class="n">length</span><span class="p">:]</span> <span class="o">=</span> <span class="n">padding_value</span>
+
+                <span class="n">normed_input_values</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">normed_slice</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">normed_input_values</span> <span class="o">=</span> <span class="p">[(</span><span class="n">x</span> <span class="o">-</span> <span class="n">x</span><span class="o">.</span><span class="n">mean</span><span class="p">())</span> <span class="o">/</span> <span class="n">np</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">var</span><span class="p">()</span> <span class="o">+</span> <span class="mf">1e-7</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">input_values</span><span class="p">]</span>
+
+        <span class="k">return</span> <span class="n">normed_input_values</span></div>
+</div>
+
+</pre></div>
+        </article>
+      </div>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../../../source/hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
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+        <article role="main">
+          <h1>Source code for hezar.models.speech_recognition.whisper.whisper_speech_recognition</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span>
+
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span>
+
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">import</span> <span class="nn">torch</span>
+
+<span class="kn">from</span> <span class="nn">....constants</span> <span class="kn">import</span> <span class="n">Backends</span>
+<span class="kn">from</span> <span class="nn">....registry</span> <span class="kn">import</span> <span class="n">register_model</span>
+<span class="kn">from</span> <span class="nn">....utils</span> <span class="kn">import</span> <span class="n">is_backend_available</span><span class="p">,</span> <span class="n">load_audio_files</span>
+<span class="kn">from</span> <span class="nn">...model</span> <span class="kn">import</span> <span class="n">Model</span>
+<span class="kn">from</span> <span class="nn">...model_outputs</span> <span class="kn">import</span> <span class="n">SpeechRecognitionOutput</span>
+<span class="kn">from</span> <span class="nn">.whisper_speech_recognition_config</span> <span class="kn">import</span> <span class="n">WhisperSpeechRecognitionConfig</span>
+
+
+<span class="k">if</span> <span class="n">is_backend_available</span><span class="p">(</span><span class="n">Backends</span><span class="o">.</span><span class="n">TRANSFORMERS</span><span class="p">):</span>
+    <span class="kn">from</span> <span class="nn">transformers</span> <span class="kn">import</span> <span class="n">WhisperConfig</span><span class="p">,</span> <span class="n">WhisperForConditionalGeneration</span>
+
+
+<span class="n">_required_backends</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="n">Backends</span><span class="o">.</span><span class="n">TRANSFORMERS</span><span class="p">,</span>
+    <span class="n">Backends</span><span class="o">.</span><span class="n">TOKENIZERS</span><span class="p">,</span>
+    <span class="n">Backends</span><span class="o">.</span><span class="n">LIBROSA</span><span class="p">,</span>
+<span class="p">]</span>
+
+
+<div class="viewcode-block" id="WhisperSpeechRecognition">
+<a class="viewcode-back" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition">[docs]</a>
+<span class="nd">@register_model</span><span class="p">(</span><span class="s2">&quot;whisper_speech_recognition&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">WhisperSpeechRecognitionConfig</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">WhisperSpeechRecognition</span><span class="p">(</span><span class="n">Model</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Whisper model for automatic speech recognition</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">is_generative</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">required_backends</span> <span class="o">=</span> <span class="n">_required_backends</span>
+    <span class="n">feature_extractor_name</span> <span class="o">=</span> <span class="s2">&quot;whisper_feature_extractor&quot;</span>
+    <span class="n">tokenizer_name</span> <span class="o">=</span> <span class="s2">&quot;whisper_bpe_tokenizer&quot;</span>
+    <span class="n">loss_fn_name</span> <span class="o">=</span> <span class="s2">&quot;cross_entropy&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">WhisperSpeechRecognitionConfig</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">whisper</span> <span class="o">=</span> <span class="n">WhisperForConditionalGeneration</span><span class="p">(</span><span class="n">WhisperConfig</span><span class="p">(</span><span class="o">**</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="p">))</span>
+
+<div class="viewcode-block" id="WhisperSpeechRecognition.forward">
+<a class="viewcode-back" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.forward">[docs]</a>
+    <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">input_features</span><span class="p">,</span>
+        <span class="n">attention_mask</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">decoder_input_ids</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">decoder_attention_mask</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">head_mask</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">decoder_head_mask</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">cross_attn_head_mask</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">encoder_outputs</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">past_key_values</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">decoder_inputs_embeds</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">use_cache</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_attentions</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_hidden_states</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
+    <span class="p">):</span>
+        <span class="n">outputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">whisper</span><span class="p">(</span>
+            <span class="n">input_features</span><span class="o">=</span><span class="n">input_features</span><span class="p">,</span>
+            <span class="n">attention_mask</span><span class="o">=</span><span class="n">attention_mask</span><span class="p">,</span>
+            <span class="n">decoder_input_ids</span><span class="o">=</span><span class="n">decoder_input_ids</span><span class="p">,</span>
+            <span class="n">decoder_attention_mask</span><span class="o">=</span><span class="n">decoder_attention_mask</span><span class="p">,</span>
+            <span class="n">head_mask</span><span class="o">=</span><span class="n">head_mask</span><span class="p">,</span>
+            <span class="n">decoder_head_mask</span><span class="o">=</span><span class="n">decoder_head_mask</span><span class="p">,</span>
+            <span class="n">cross_attn_head_mask</span><span class="o">=</span><span class="n">cross_attn_head_mask</span><span class="p">,</span>
+            <span class="n">encoder_outputs</span><span class="o">=</span><span class="n">encoder_outputs</span><span class="p">,</span>
+            <span class="n">past_key_values</span><span class="o">=</span><span class="n">past_key_values</span><span class="p">,</span>
+            <span class="n">decoder_inputs_embeds</span><span class="o">=</span><span class="n">decoder_inputs_embeds</span><span class="p">,</span>
+            <span class="n">labels</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">use_cache</span><span class="o">=</span><span class="n">use_cache</span><span class="p">,</span>
+            <span class="n">output_attentions</span><span class="o">=</span><span class="n">output_attentions</span><span class="p">,</span>
+            <span class="n">output_hidden_states</span><span class="o">=</span><span class="n">output_hidden_states</span><span class="p">,</span>
+        <span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">outputs</span></div>
+
+
+<div class="viewcode-block" id="WhisperSpeechRecognition.compute_loss">
+<a class="viewcode-back" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.compute_loss">[docs]</a>
+    <span class="k">def</span> <span class="nf">compute_loss</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">logits</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">,</span> <span class="n">labels</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">:</span>
+        <span class="n">loss</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">criterion</span><span class="p">(</span><span class="n">logits</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">vocab_size</span><span class="p">),</span> <span class="n">labels</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">))</span>
+        <span class="k">return</span> <span class="n">loss</span></div>
+
+
+<div class="viewcode-block" id="WhisperSpeechRecognition.generate">
+<a class="viewcode-back" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.generate">[docs]</a>
+    <span class="k">def</span> <span class="nf">generate</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">input_features</span><span class="p">,</span>
+        <span class="n">forced_decoder_ids</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">generation_config</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">logits_processor</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">stopping_criteria</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">prefix_allowed_tokens_fn</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">synced_gpus</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">return_timestamps</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">task</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">language</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">is_multilingual</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">prompt_ids</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
+    <span class="p">):</span>
+        <span class="n">generation_outputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">whisper</span><span class="o">.</span><span class="n">generate</span><span class="p">(</span>
+            <span class="n">inputs</span><span class="o">=</span><span class="n">input_features</span><span class="p">,</span>
+            <span class="n">generation_config</span><span class="o">=</span><span class="n">generation_config</span><span class="p">,</span>
+            <span class="n">logits_processor</span><span class="o">=</span><span class="n">logits_processor</span><span class="p">,</span>
+            <span class="n">stopping_criteria</span><span class="o">=</span><span class="n">stopping_criteria</span><span class="p">,</span>
+            <span class="n">prefix_allowed_tokens_fn</span><span class="o">=</span><span class="n">prefix_allowed_tokens_fn</span><span class="p">,</span>
+            <span class="n">synced_gpus</span><span class="o">=</span><span class="n">synced_gpus</span><span class="p">,</span>
+            <span class="n">return_timestamps</span><span class="o">=</span><span class="n">return_timestamps</span><span class="p">,</span>
+            <span class="n">task</span><span class="o">=</span><span class="n">task</span><span class="p">,</span>
+            <span class="n">language</span><span class="o">=</span><span class="n">language</span><span class="p">,</span>
+            <span class="n">is_multilingual</span><span class="o">=</span><span class="n">is_multilingual</span><span class="p">,</span>
+            <span class="n">prompt_ids</span><span class="o">=</span><span class="n">prompt_ids</span><span class="p">,</span>
+            <span class="n">forced_decoder_ids</span><span class="o">=</span><span class="n">forced_decoder_ids</span><span class="p">,</span>
+            <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
+        <span class="p">)</span>
+        <span class="k">return</span> <span class="n">generation_outputs</span></div>
+
+
+<div class="viewcode-block" id="WhisperSpeechRecognition.prepare_inputs_for_generation">
+<a class="viewcode-back" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.prepare_inputs_for_generation">[docs]</a>
+    <span class="k">def</span> <span class="nf">prepare_inputs_for_generation</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">decoder_input_ids</span><span class="p">,</span>
+        <span class="n">past_key_values</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">use_cache</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">encoder_outputs</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">attention_mask</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
+    <span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">whisper</span><span class="o">.</span><span class="n">prepare_inputs_for_generation</span><span class="p">(</span>
+            <span class="n">decoder_input_ids</span><span class="o">=</span><span class="n">decoder_input_ids</span><span class="p">,</span>
+            <span class="n">past_key_values</span><span class="o">=</span><span class="n">past_key_values</span><span class="p">,</span>
+            <span class="n">use_cache</span><span class="o">=</span><span class="n">use_cache</span><span class="p">,</span>
+            <span class="n">encoder_outputs</span><span class="o">=</span><span class="n">encoder_outputs</span><span class="p">,</span>
+            <span class="n">attention_mask</span><span class="o">=</span><span class="n">attention_mask</span><span class="p">,</span>
+            <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
+        <span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="WhisperSpeechRecognition.get_encoder">
+<a class="viewcode-back" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.get_encoder">[docs]</a>
+    <span class="k">def</span> <span class="nf">get_encoder</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">whisper</span><span class="o">.</span><span class="n">get_encoder</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="WhisperSpeechRecognition.get_decoder">
+<a class="viewcode-back" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.get_decoder">[docs]</a>
+    <span class="k">def</span> <span class="nf">get_decoder</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">whisper</span><span class="o">.</span><span class="n">get_decoder</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="WhisperSpeechRecognition.resize_token_embeddings">
+<a class="viewcode-back" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.resize_token_embeddings">[docs]</a>
+    <span class="k">def</span> <span class="nf">resize_token_embeddings</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">new_num_tokens</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">torch</span><span class="o">.</span><span class="n">nn</span><span class="o">.</span><span class="n">Embedding</span><span class="p">:</span>
+        <span class="n">new_embeddings</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">whisper</span><span class="o">.</span><span class="n">resize_token_embeddings</span><span class="p">(</span><span class="n">new_num_tokens</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">new_embeddings</span></div>
+
+
+<div class="viewcode-block" id="WhisperSpeechRecognition.get_output_embeddings">
+<a class="viewcode-back" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.get_output_embeddings">[docs]</a>
+    <span class="k">def</span> <span class="nf">get_output_embeddings</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">whisper</span><span class="o">.</span><span class="n">proj_out</span></div>
+
+
+<div class="viewcode-block" id="WhisperSpeechRecognition.set_output_embeddings">
+<a class="viewcode-back" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.set_output_embeddings">[docs]</a>
+    <span class="k">def</span> <span class="nf">set_output_embeddings</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">new_embeddings</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">whisper</span><span class="o">.</span><span class="n">set_output_embeddings</span><span class="p">(</span><span class="n">new_embeddings</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="WhisperSpeechRecognition.get_input_embeddings">
+<a class="viewcode-back" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.get_input_embeddings">[docs]</a>
+    <span class="k">def</span> <span class="nf">get_input_embeddings</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">torch</span><span class="o">.</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">:</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">whisper</span><span class="o">.</span><span class="n">get_input_embeddings</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="WhisperSpeechRecognition.freeze_encoder">
+<a class="viewcode-back" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.freeze_encoder">[docs]</a>
+    <span class="k">def</span> <span class="nf">freeze_encoder</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">whisper</span><span class="o">.</span><span class="n">freeze_encoder</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="WhisperSpeechRecognition.preprocess">
+<a class="viewcode-back" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.preprocess">[docs]</a>
+    <span class="k">def</span> <span class="nf">preprocess</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputs</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">]</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="nb">str</span><span class="p">)</span> <span class="ow">or</span> <span class="p">(</span><span class="nb">isinstance</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="n">List</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">inputs</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="nb">str</span><span class="p">)):</span>
+            <span class="n">inputs</span> <span class="o">=</span> <span class="n">load_audio_files</span><span class="p">(</span><span class="n">inputs</span><span class="p">)</span>
+
+        <span class="n">tokenizer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">tokenizer_name</span><span class="p">]</span>
+        <span class="n">feature_extractor</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">feature_extractor_name</span><span class="p">]</span>
+
+        <span class="n">forced_decoder_ids</span> <span class="o">=</span> <span class="n">tokenizer</span><span class="o">.</span><span class="n">get_decoder_prompt_ids</span><span class="p">(</span><span class="n">language</span><span class="o">=</span><span class="s2">&quot;persian&quot;</span><span class="p">,</span> <span class="n">task</span><span class="o">=</span><span class="s2">&quot;transcribe&quot;</span><span class="p">)</span>
+        <span class="n">inputs</span> <span class="o">=</span> <span class="n">feature_extractor</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="n">sampling_rate</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">sampling_rate</span><span class="p">,</span> <span class="n">return_tensors</span><span class="o">=</span><span class="s2">&quot;pt&quot;</span><span class="p">)</span>
+        <span class="n">inputs</span><span class="p">[</span><span class="s2">&quot;forced_decoder_ids&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">forced_decoder_ids</span>
+        <span class="k">return</span> <span class="n">inputs</span></div>
+
+
+<div class="viewcode-block" id="WhisperSpeechRecognition.post_process">
+<a class="viewcode-back" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.post_process">[docs]</a>
+    <span class="k">def</span> <span class="nf">post_process</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">model_outputs</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="n">tokenizer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">tokenizer_name</span><span class="p">]</span>
+        <span class="n">transcripts</span> <span class="o">=</span> <span class="n">tokenizer</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="n">model_outputs</span><span class="p">,</span> <span class="n">decode_with_timestamps</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">skip_special_tokens</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+        <span class="n">outputs</span> <span class="o">=</span> <span class="p">[</span><span class="n">SpeechRecognitionOutput</span><span class="p">(</span><span class="n">text</span><span class="o">=</span><span class="n">transcript</span><span class="p">)</span> <span class="k">for</span> <span class="n">transcript</span> <span class="ow">in</span> <span class="n">transcripts</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">outputs</span></div>
+</div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          
+          
+        </div>
+        <div class="bottom-of-page">
+          <div class="left-details">
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+            </div>
+            Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
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+            
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+              <a class="muted-link " href="https://github.com/hezarai/hezar" aria-label="GitHub"><i class="fa-brands fa-github fa-2x" style="color: #343d4c;"></i></a>
+              <a class="muted-link " href="https://t.me/hezarai" aria-label="Telegram"><i class="fa-brands fa-telegram fa-2x" style="color: #229ed9;"></i></a>
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+              
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+        
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+    <aside class="toc-drawer no-toc">
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diff --git a/_modules/hezar/models/speech_recognition/whisper/whisper_speech_recognition_config.html b/_modules/hezar/models/speech_recognition/whisper/whisper_speech_recognition_config.html
new file mode 100644
index 00000000..be4114b6
--- /dev/null
+++ b/_modules/hezar/models/speech_recognition/whisper/whisper_speech_recognition_config.html
@@ -0,0 +1,543 @@
+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../../../../../">
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+    <meta name="viewport" content="width=device-width,initial-scale=1"/>
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+
+    <link rel="shortcut icon" href="../../../../../_static/hezar_logo.svg"/><!-- Generated with Sphinx 7.2.6 and Furo 2023.09.10 -->
+        <title>hezar.models.speech_recognition.whisper.whisper_speech_recognition_config - Hezar Documentation</title>
+      <link rel="stylesheet" type="text/css" href="../../../../../_static/pygments.css?v=83e35b93" />
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+    @media (prefers-color-scheme: dark) {
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+        --color-code-background: #263238;
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+          <h1>Source code for hezar.models.speech_recognition.whisper.whisper_speech_recognition_config</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span><span class="p">,</span> <span class="n">field</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span>
+
+<span class="kn">from</span> <span class="nn">....configs</span> <span class="kn">import</span> <span class="n">ModelConfig</span>
+
+
+<div class="viewcode-block" id="WhisperSpeechRecognitionConfig">
+<a class="viewcode-back" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">WhisperSpeechRecognitionConfig</span><span class="p">(</span><span class="n">ModelConfig</span><span class="p">):</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;whisper_speech_recognition&quot;</span>
+    <span class="n">vocab_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">51865</span>
+    <span class="n">num_mel_bins</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">80</span>
+    <span class="n">encoder_layers</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">6</span>
+    <span class="n">encoder_attention_heads</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">4</span>
+    <span class="n">decoder_layers</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">6</span>
+    <span class="n">decoder_attention_heads</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">4</span>
+    <span class="n">num_hidden_layers</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">12</span>
+    <span class="n">decoder_ffn_dim</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1536</span>
+    <span class="n">encoder_ffn_dim</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1536</span>
+    <span class="n">encoder_layerdrop</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.0</span>
+    <span class="n">decoder_layerdrop</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.0</span>
+    <span class="n">decoder_start_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">50257</span>
+    <span class="n">use_cache</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">sampling_rate</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">16000</span>
+    <span class="n">is_encoder_decoder</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">activation_function</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;gelu&quot;</span>
+    <span class="n">d_model</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">256</span>
+    <span class="n">dropout</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.0</span>
+    <span class="n">torch_dtype</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;float32&quot;</span>
+    <span class="n">attention_dropout</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.0</span>
+    <span class="n">activation_dropout</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.0</span>
+    <span class="n">init_std</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.02</span>
+    <span class="n">scale_embedding</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span>
+    <span class="n">max_source_positions</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1500</span>
+    <span class="n">max_target_positions</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">448</span>
+    <span class="n">pad_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">50256</span>
+    <span class="n">bos_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">50257</span>
+    <span class="n">eos_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">50256</span>
+    <span class="n">suppress_tokens</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">begin_suppress_tokens</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]</span> <span class="o">=</span> <span class="n">field</span><span class="p">(</span><span class="n">default_factory</span><span class="o">=</span><span class="k">lambda</span><span class="p">:</span> <span class="p">[</span><span class="mi">220</span><span class="p">,</span> <span class="mi">50256</span><span class="p">])</span>
+    <span class="n">use_weighted_layer_sum</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span>
+    <span class="n">classifier_proj_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">256</span>
+    <span class="n">apply_spec_augment</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span>
+    <span class="n">mask_time_prob</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.05</span>
+    <span class="n">mask_time_length</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">10</span>
+    <span class="n">mask_time_min_masks</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">2</span>
+    <span class="n">mask_feature_prob</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.0</span>
+    <span class="n">mask_feature_length</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">10</span>
+    <span class="n">mask_feature_min_masks</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">max_new_tokens</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">448</span></div>
+
+</pre></div>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.backbone.distilbert.html">hezar.models.backbone.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" role="switch" type="checkbox"/><label for="toctree-checkbox-13"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.distilbert.distilbert.html">hezar.models.backbone.distilbert.distilbert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../../../source/hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
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+      </div>
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+    </div>
+  </aside>
+  <div class="main">
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+        <article role="main">
+          <h1>Source code for hezar.models.speech_recognition.whisper.whisper_tokenizer</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span><span class="p">,</span> <span class="n">field</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span>
+
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+
+<span class="kn">from</span> <span class="nn">....constants</span> <span class="kn">import</span> <span class="n">Backends</span>
+<span class="kn">from</span> <span class="nn">....preprocessors</span> <span class="kn">import</span> <span class="n">BPEConfig</span><span class="p">,</span> <span class="n">BPETokenizer</span>
+<span class="kn">from</span> <span class="nn">....registry</span> <span class="kn">import</span> <span class="n">register_preprocessor</span>
+<span class="kn">from</span> <span class="nn">....utils</span> <span class="kn">import</span> <span class="n">Logger</span><span class="p">,</span> <span class="n">is_backend_available</span>
+
+
+<span class="k">if</span> <span class="n">is_backend_available</span><span class="p">(</span><span class="n">Backends</span><span class="o">.</span><span class="n">TOKENIZERS</span><span class="p">):</span>
+    <span class="kn">from</span> <span class="nn">tokenizers</span> <span class="kn">import</span> <span class="n">processors</span>
+
+<span class="n">_required_backends</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="n">Backends</span><span class="o">.</span><span class="n">TOKENIZERS</span><span class="p">,</span>
+<span class="p">]</span>
+
+<span class="n">logger</span> <span class="o">=</span> <span class="n">Logger</span><span class="p">(</span><span class="vm">__name__</span><span class="p">)</span>
+
+<span class="n">LANGUAGES</span> <span class="o">=</span> <span class="p">{</span>
+    <span class="s2">&quot;en&quot;</span><span class="p">:</span> <span class="s2">&quot;english&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;zh&quot;</span><span class="p">:</span> <span class="s2">&quot;chinese&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;de&quot;</span><span class="p">:</span> <span class="s2">&quot;german&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;es&quot;</span><span class="p">:</span> <span class="s2">&quot;spanish&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;ru&quot;</span><span class="p">:</span> <span class="s2">&quot;russian&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;ko&quot;</span><span class="p">:</span> <span class="s2">&quot;korean&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;fr&quot;</span><span class="p">:</span> <span class="s2">&quot;french&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;ja&quot;</span><span class="p">:</span> <span class="s2">&quot;japanese&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;pt&quot;</span><span class="p">:</span> <span class="s2">&quot;portuguese&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;tr&quot;</span><span class="p">:</span> <span class="s2">&quot;turkish&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;pl&quot;</span><span class="p">:</span> <span class="s2">&quot;polish&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;ca&quot;</span><span class="p">:</span> <span class="s2">&quot;catalan&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;nl&quot;</span><span class="p">:</span> <span class="s2">&quot;dutch&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;ar&quot;</span><span class="p">:</span> <span class="s2">&quot;arabic&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;sv&quot;</span><span class="p">:</span> <span class="s2">&quot;swedish&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;it&quot;</span><span class="p">:</span> <span class="s2">&quot;italian&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;id&quot;</span><span class="p">:</span> <span class="s2">&quot;indonesian&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;hi&quot;</span><span class="p">:</span> <span class="s2">&quot;hindi&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;fi&quot;</span><span class="p">:</span> <span class="s2">&quot;finnish&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;vi&quot;</span><span class="p">:</span> <span class="s2">&quot;vietnamese&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;he&quot;</span><span class="p">:</span> <span class="s2">&quot;hebrew&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;uk&quot;</span><span class="p">:</span> <span class="s2">&quot;ukrainian&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;el&quot;</span><span class="p">:</span> <span class="s2">&quot;greek&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;ms&quot;</span><span class="p">:</span> <span class="s2">&quot;malay&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;cs&quot;</span><span class="p">:</span> <span class="s2">&quot;czech&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;ro&quot;</span><span class="p">:</span> <span class="s2">&quot;romanian&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;da&quot;</span><span class="p">:</span> <span class="s2">&quot;danish&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;hu&quot;</span><span class="p">:</span> <span class="s2">&quot;hungarian&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;ta&quot;</span><span class="p">:</span> <span class="s2">&quot;tamil&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;no&quot;</span><span class="p">:</span> <span class="s2">&quot;norwegian&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;th&quot;</span><span class="p">:</span> <span class="s2">&quot;thai&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;ur&quot;</span><span class="p">:</span> <span class="s2">&quot;urdu&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;hr&quot;</span><span class="p">:</span> <span class="s2">&quot;croatian&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;bg&quot;</span><span class="p">:</span> <span class="s2">&quot;bulgarian&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;lt&quot;</span><span class="p">:</span> <span class="s2">&quot;lithuanian&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;la&quot;</span><span class="p">:</span> <span class="s2">&quot;latin&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;mi&quot;</span><span class="p">:</span> <span class="s2">&quot;maori&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;ml&quot;</span><span class="p">:</span> <span class="s2">&quot;malayalam&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;cy&quot;</span><span class="p">:</span> <span class="s2">&quot;welsh&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;sk&quot;</span><span class="p">:</span> <span class="s2">&quot;slovak&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;te&quot;</span><span class="p">:</span> <span class="s2">&quot;telugu&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;fa&quot;</span><span class="p">:</span> <span class="s2">&quot;persian&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;lv&quot;</span><span class="p">:</span> <span class="s2">&quot;latvian&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;bn&quot;</span><span class="p">:</span> <span class="s2">&quot;bengali&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;sr&quot;</span><span class="p">:</span> <span class="s2">&quot;serbian&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;az&quot;</span><span class="p">:</span> <span class="s2">&quot;azerbaijani&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;sl&quot;</span><span class="p">:</span> <span class="s2">&quot;slovenian&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;kn&quot;</span><span class="p">:</span> <span class="s2">&quot;kannada&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;et&quot;</span><span class="p">:</span> <span class="s2">&quot;estonian&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;mk&quot;</span><span class="p">:</span> <span class="s2">&quot;macedonian&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;br&quot;</span><span class="p">:</span> <span class="s2">&quot;breton&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;eu&quot;</span><span class="p">:</span> <span class="s2">&quot;basque&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;is&quot;</span><span class="p">:</span> <span class="s2">&quot;icelandic&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;hy&quot;</span><span class="p">:</span> <span class="s2">&quot;armenian&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;ne&quot;</span><span class="p">:</span> <span class="s2">&quot;nepali&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;mn&quot;</span><span class="p">:</span> <span class="s2">&quot;mongolian&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;bs&quot;</span><span class="p">:</span> <span class="s2">&quot;bosnian&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;kk&quot;</span><span class="p">:</span> <span class="s2">&quot;kazakh&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;sq&quot;</span><span class="p">:</span> <span class="s2">&quot;albanian&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;sw&quot;</span><span class="p">:</span> <span class="s2">&quot;swahili&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;gl&quot;</span><span class="p">:</span> <span class="s2">&quot;galician&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;mr&quot;</span><span class="p">:</span> <span class="s2">&quot;marathi&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;pa&quot;</span><span class="p">:</span> <span class="s2">&quot;punjabi&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;si&quot;</span><span class="p">:</span> <span class="s2">&quot;sinhala&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;km&quot;</span><span class="p">:</span> <span class="s2">&quot;khmer&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;sn&quot;</span><span class="p">:</span> <span class="s2">&quot;shona&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;yo&quot;</span><span class="p">:</span> <span class="s2">&quot;yoruba&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;so&quot;</span><span class="p">:</span> <span class="s2">&quot;somali&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;af&quot;</span><span class="p">:</span> <span class="s2">&quot;afrikaans&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;oc&quot;</span><span class="p">:</span> <span class="s2">&quot;occitan&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;ka&quot;</span><span class="p">:</span> <span class="s2">&quot;georgian&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;be&quot;</span><span class="p">:</span> <span class="s2">&quot;belarusian&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;tg&quot;</span><span class="p">:</span> <span class="s2">&quot;tajik&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;sd&quot;</span><span class="p">:</span> <span class="s2">&quot;sindhi&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;gu&quot;</span><span class="p">:</span> <span class="s2">&quot;gujarati&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;am&quot;</span><span class="p">:</span> <span class="s2">&quot;amharic&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;yi&quot;</span><span class="p">:</span> <span class="s2">&quot;yiddish&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;lo&quot;</span><span class="p">:</span> <span class="s2">&quot;lao&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;uz&quot;</span><span class="p">:</span> <span class="s2">&quot;uzbek&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;fo&quot;</span><span class="p">:</span> <span class="s2">&quot;faroese&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;ht&quot;</span><span class="p">:</span> <span class="s2">&quot;haitian creole&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;ps&quot;</span><span class="p">:</span> <span class="s2">&quot;pashto&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;tk&quot;</span><span class="p">:</span> <span class="s2">&quot;turkmen&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;nn&quot;</span><span class="p">:</span> <span class="s2">&quot;nynorsk&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;mt&quot;</span><span class="p">:</span> <span class="s2">&quot;maltese&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;sa&quot;</span><span class="p">:</span> <span class="s2">&quot;sanskrit&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;lb&quot;</span><span class="p">:</span> <span class="s2">&quot;luxembourgish&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;my&quot;</span><span class="p">:</span> <span class="s2">&quot;myanmar&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;bo&quot;</span><span class="p">:</span> <span class="s2">&quot;tibetan&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;tl&quot;</span><span class="p">:</span> <span class="s2">&quot;tagalog&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;mg&quot;</span><span class="p">:</span> <span class="s2">&quot;malagasy&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;as&quot;</span><span class="p">:</span> <span class="s2">&quot;assamese&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;tt&quot;</span><span class="p">:</span> <span class="s2">&quot;tatar&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;haw&quot;</span><span class="p">:</span> <span class="s2">&quot;hawaiian&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;ln&quot;</span><span class="p">:</span> <span class="s2">&quot;lingala&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;ha&quot;</span><span class="p">:</span> <span class="s2">&quot;hausa&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;ba&quot;</span><span class="p">:</span> <span class="s2">&quot;bashkir&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;jw&quot;</span><span class="p">:</span> <span class="s2">&quot;javanese&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;su&quot;</span><span class="p">:</span> <span class="s2">&quot;sundanese&quot;</span><span class="p">,</span>
+<span class="p">}</span>
+
+<span class="c1"># language code lookup by name, with a few language aliases</span>
+<span class="n">TO_LANGUAGE_CODE</span> <span class="o">=</span> <span class="p">{</span>
+    <span class="o">**</span><span class="p">{</span><span class="n">language</span><span class="p">:</span> <span class="n">code</span> <span class="k">for</span> <span class="n">code</span><span class="p">,</span> <span class="n">language</span> <span class="ow">in</span> <span class="n">LANGUAGES</span><span class="o">.</span><span class="n">items</span><span class="p">()},</span>
+    <span class="s2">&quot;burmese&quot;</span><span class="p">:</span> <span class="s2">&quot;my&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;valencian&quot;</span><span class="p">:</span> <span class="s2">&quot;ca&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;flemish&quot;</span><span class="p">:</span> <span class="s2">&quot;nl&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;haitian&quot;</span><span class="p">:</span> <span class="s2">&quot;ht&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;letzeburgesch&quot;</span><span class="p">:</span> <span class="s2">&quot;lb&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;pushto&quot;</span><span class="p">:</span> <span class="s2">&quot;ps&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;panjabi&quot;</span><span class="p">:</span> <span class="s2">&quot;pa&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;moldavian&quot;</span><span class="p">:</span> <span class="s2">&quot;ro&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;moldovan&quot;</span><span class="p">:</span> <span class="s2">&quot;ro&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;sinhalese&quot;</span><span class="p">:</span> <span class="s2">&quot;si&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;castilian&quot;</span><span class="p">:</span> <span class="s2">&quot;es&quot;</span><span class="p">,</span>
+<span class="p">}</span>
+
+<span class="n">TASK_IDS</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;translate&quot;</span><span class="p">,</span> <span class="s2">&quot;transcribe&quot;</span><span class="p">]</span>
+
+<span class="n">ADDITIONAL_SPECIAL_TOKENS</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="s2">&quot;&lt;|endoftext|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|endoftext|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|startoftranscript|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|en|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|zh|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|de|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|es|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|ru|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|ko|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|fr|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|ja|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|pt|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|tr|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|pl|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|ca|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|nl|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|ar|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|sv|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|it|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|id|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|hi|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|fi|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|vi|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|he|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|uk|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|el|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|ms|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|cs|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|ro|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|da|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|hu|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|ta|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|no|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|th|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|ur|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|hr|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|bg|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|lt|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|la|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|mi|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|ml|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|cy|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|sk|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|te|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|fa|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|lv|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|bn|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|sr|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|az|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|sl|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|kn|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|et|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|mk|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|br|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|eu|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|is|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|hy|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|ne|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|mn|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|bs|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|kk|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|sq|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|sw|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|gl|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|mr|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|pa|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|si|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|km|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|sn|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|yo|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|so|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|af|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|oc|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|ka|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|be|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|tg|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|sd|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|gu|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|am|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|yi|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|lo|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|uz|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|fo|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|ht|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|ps|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|tk|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|nn|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|mt|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|sa|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|lb|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|my|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|bo|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|tl|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|mg|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|as|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|tt|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|haw|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|ln|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|ha|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|ba|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|jw|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|su|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|translate|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|transcribe|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|startoflm|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|startofprev|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|nocaptions|&gt;&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;&lt;|notimestamps|&gt;&quot;</span><span class="p">,</span>
+<span class="p">]</span>
+
+
+<div class="viewcode-block" id="WhisperBPEConfig">
+<a class="viewcode-back" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">WhisperBPEConfig</span><span class="p">(</span><span class="n">BPEConfig</span><span class="p">):</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;whisper_bpe_tokenizer&quot;</span>
+    <span class="n">unk_token</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;&lt;|endoftext|&gt;&quot;</span>
+    <span class="n">bos_token</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;&lt;|startoftranscript|&gt;&quot;</span>
+    <span class="n">eos_token</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;&lt;|endoftext|&gt;&quot;</span>
+    <span class="n">translate_token</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;&lt;|translate|&gt;&quot;</span>
+    <span class="n">transcribe_token</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;&lt;|transcribe|&gt;&quot;</span>
+    <span class="n">notimestamps_token</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;&lt;|notimestamps|&gt;&quot;</span>
+    <span class="n">additional_special_tokens</span><span class="p">:</span> <span class="n">List</span> <span class="o">=</span> <span class="n">field</span><span class="p">(</span><span class="n">default_factory</span><span class="o">=</span><span class="k">lambda</span><span class="p">:</span> <span class="n">ADDITIONAL_SPECIAL_TOKENS</span><span class="p">)</span>
+    <span class="n">padding_direction</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;right&quot;</span>
+    <span class="n">add_prefix_space</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span>
+    <span class="n">add_bos_token</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span>
+    <span class="n">model_max_length</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1024</span>
+    <span class="n">language</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">task</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">predict_timestamps</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">False</span></div>
+
+
+
+<div class="viewcode-block" id="WhisperBPETokenizer">
+<a class="viewcode-back" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer">[docs]</a>
+<span class="nd">@register_preprocessor</span><span class="p">(</span><span class="s2">&quot;whisper_bpe_tokenizer&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">WhisperBPEConfig</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">WhisperBPETokenizer</span><span class="p">(</span><span class="n">BPETokenizer</span><span class="p">):</span>
+    <span class="n">required_backends</span> <span class="o">=</span> <span class="n">_required_backends</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">,</span> <span class="n">tokenizer_file</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="p">,</span> <span class="n">tokenizer_file</span><span class="o">=</span><span class="n">tokenizer_file</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">language</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">language</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">task</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">task</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">predict_timestamps</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">predict_timestamps</span>
+
+<div class="viewcode-block" id="WhisperBPETokenizer.decode">
+<a class="viewcode-back" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer.decode">[docs]</a>
+    <span class="k">def</span> <span class="nf">decode</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">token_ids</span><span class="p">,</span>
+        <span class="n">skip_special_tokens</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
+        <span class="n">output_offsets</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
+        <span class="n">time_precision</span><span class="o">=</span><span class="mf">0.02</span><span class="p">,</span>
+        <span class="n">decode_with_timestamps</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
+        <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
+    <span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Override decode method to enable timestamps and offsets.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">text</span> <span class="o">=</span> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="n">token_ids</span><span class="p">,</span> <span class="n">skip_special_tokens</span><span class="o">=</span><span class="n">skip_special_tokens</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">decode_with_timestamps</span><span class="p">:</span>
+            <span class="n">text</span> <span class="o">=</span> <span class="p">[</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_decode_with_timestamps</span><span class="p">(</span>
+                    <span class="n">token_id</span><span class="p">,</span>
+                    <span class="n">time_precision</span><span class="o">=</span><span class="n">time_precision</span><span class="p">,</span>
+                    <span class="n">skip_special_tokens</span><span class="o">=</span><span class="n">skip_special_tokens</span><span class="p">,</span>
+                <span class="p">)</span>
+                <span class="k">for</span> <span class="n">token_id</span> <span class="ow">in</span> <span class="n">token_ids</span>
+            <span class="p">]</span>
+        <span class="c1"># retrieve offsets</span>
+        <span class="k">if</span> <span class="n">output_offsets</span><span class="p">:</span>
+            <span class="n">offsets</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_compute_offsets</span><span class="p">(</span><span class="n">token_ids</span><span class="p">,</span> <span class="n">time_precision</span><span class="o">=</span><span class="n">time_precision</span><span class="p">)</span>
+            <span class="k">return</span> <span class="p">{</span><span class="s2">&quot;text&quot;</span><span class="p">:</span> <span class="n">text</span><span class="p">,</span> <span class="s2">&quot;offsets&quot;</span><span class="p">:</span> <span class="n">offsets</span><span class="p">}</span>
+        <span class="k">return</span> <span class="n">text</span></div>
+
+
+    <span class="k">def</span> <span class="nf">_decode_with_timestamps</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">token_ids</span><span class="p">,</span> <span class="n">skip_special_tokens</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">time_precision</span><span class="o">=</span><span class="mf">0.02</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Timestamp tokens are above the special tokens&#39; id range and are ignored by `decode()`. This method decodes</span>
+<span class="sd">        given tokens with timestamps tokens annotated, e.g. &quot;&lt;|1.08|&gt;&quot;.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">timestamp_begin</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">token_to_id</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">notimestamps_token</span><span class="p">)</span> <span class="o">+</span> <span class="mi">1</span>
+        <span class="n">outputs</span> <span class="o">=</span> <span class="p">[[]]</span>
+        <span class="k">for</span> <span class="n">token</span> <span class="ow">in</span> <span class="n">token_ids</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">token</span> <span class="o">&gt;=</span> <span class="n">timestamp_begin</span><span class="p">:</span>
+                <span class="n">timestamp</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;&lt;|</span><span class="si">{</span><span class="p">(</span><span class="n">token</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">timestamp_begin</span><span class="p">)</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">time_precision</span><span class="si">:</span><span class="s2">.2f</span><span class="si">}</span><span class="s2">|&gt;&quot;</span>
+                <span class="n">outputs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">timestamp</span><span class="p">)</span>
+                <span class="n">outputs</span><span class="o">.</span><span class="n">append</span><span class="p">([])</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">outputs</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">token</span><span class="p">)</span>
+        <span class="n">outputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="n">outputs</span><span class="p">,</span> <span class="n">skip_special_tokens</span><span class="o">=</span><span class="n">skip_special_tokens</span><span class="p">)</span>
+        <span class="k">return</span> <span class="s2">&quot;&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">outputs</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_compute_offsets</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">token_ids</span><span class="p">,</span> <span class="n">time_precision</span><span class="o">=</span><span class="mf">0.02</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Compute offsets for a given tokenized input</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            token_ids:</span>
+<span class="sd">                List of tokenized input ids. Can be obtained using the `__call__` method.</span>
+<span class="sd">            time_precision (`float`, `optional`, defaults to 0.02):</span>
+<span class="sd">                The time ratio to convert from token to time.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">offsets</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">token_ids</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">token_ids</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">token_ids</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">1</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">token_ids</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Can only process a single input at a time&quot;</span><span class="p">)</span>
+        <span class="n">timestamp_begin</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">token_to_id</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">notimestamps_token</span><span class="p">)</span> <span class="o">+</span> <span class="mi">1</span>
+        <span class="n">timestamp_tokens</span> <span class="o">=</span> <span class="n">token_ids</span> <span class="o">&gt;=</span> <span class="n">timestamp_begin</span>
+
+        <span class="n">consecutive</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">timestamp_tokens</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">&amp;</span> <span class="n">timestamp_tokens</span><span class="p">[</span><span class="mi">1</span><span class="p">:])[</span><span class="mi">0</span><span class="p">]</span> <span class="o">+</span> <span class="mi">1</span>
+        <span class="k">if</span> <span class="n">consecutive</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="mi">0</span> <span class="ow">and</span> <span class="n">timestamp_tokens</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span> <span class="o">&lt;=</span> <span class="mi">1</span><span class="p">:</span>
+            <span class="c1"># either there are no timestamps or there are no consecutive ones</span>
+            <span class="k">return</span> <span class="p">[]</span>
+        <span class="k">elif</span> <span class="n">np</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">timestamp_tokens</span><span class="p">)[</span><span class="mi">0</span><span class="p">][</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">+</span> <span class="mi">1</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">consecutive</span><span class="p">:</span>
+            <span class="c1"># we add the final timestamp if it is not already in the list</span>
+            <span class="n">consecutive</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">consecutive</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">timestamp_tokens</span><span class="p">)[</span><span class="mi">0</span><span class="p">][</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span>
+
+        <span class="n">last_slice</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">timestamp_tokens</span><span class="p">)[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
+        <span class="k">for</span> <span class="n">current_slice</span> <span class="ow">in</span> <span class="n">consecutive</span><span class="p">:</span>
+            <span class="n">sliced_tokens</span> <span class="o">=</span> <span class="n">token_ids</span><span class="p">[</span><span class="n">last_slice</span><span class="p">:</span><span class="n">current_slice</span><span class="p">]</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">sliced_tokens</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
+                <span class="n">start_timestamp_position</span> <span class="o">=</span> <span class="n">sliced_tokens</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">()</span> <span class="o">-</span> <span class="n">timestamp_begin</span>
+                <span class="n">end_timestamp_position</span> <span class="o">=</span> <span class="n">sliced_tokens</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">()</span> <span class="o">-</span> <span class="n">timestamp_begin</span>
+                <span class="n">offsets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span>
+                    <span class="p">{</span>
+                        <span class="s2">&quot;text&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="n">sliced_tokens</span><span class="p">),</span>
+                        <span class="s2">&quot;timestamp&quot;</span><span class="p">:</span> <span class="p">(</span>
+                            <span class="n">start_timestamp_position</span> <span class="o">*</span> <span class="n">time_precision</span><span class="p">,</span>
+                            <span class="n">end_timestamp_position</span> <span class="o">*</span> <span class="n">time_precision</span><span class="p">,</span>
+                        <span class="p">),</span>
+                    <span class="p">}</span>
+                <span class="p">)</span>
+            <span class="n">last_slice</span> <span class="o">=</span> <span class="n">current_slice</span>
+
+        <span class="k">return</span> <span class="n">offsets</span>
+
+<div class="viewcode-block" id="WhisperBPETokenizer.get_prompt_ids">
+<a class="viewcode-back" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer.get_prompt_ids">[docs]</a>
+    <span class="k">def</span> <span class="nf">get_prompt_ids</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">text</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">return_tensors</span><span class="o">=</span><span class="s2">&quot;np&quot;</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Converts prompt text to IDs that can be passed to [`~WhisperForConditionalGeneration.generate`].&quot;&quot;&quot;</span>
+        <span class="n">batch_encoding</span> <span class="o">=</span> <span class="bp">self</span><span class="p">([(</span><span class="s2">&quot;&lt;|startofprev|&gt;&quot;</span><span class="p">,</span> <span class="s2">&quot; &quot;</span> <span class="o">+</span> <span class="n">text</span><span class="o">.</span><span class="n">strip</span><span class="p">())],</span> <span class="n">add_special_tokens</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+
+        <span class="c1"># Check for special tokens</span>
+        <span class="n">prompt_text_ids</span> <span class="o">=</span> <span class="n">batch_encoding</span><span class="p">[</span><span class="s2">&quot;input_ids&quot;</span><span class="p">][</span><span class="mi">1</span><span class="p">:]</span>
+        <span class="n">special_token_id</span> <span class="o">=</span> <span class="nb">next</span><span class="p">((</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">prompt_text_ids</span> <span class="k">if</span> <span class="n">x</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">special_ids</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="kc">None</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">special_token_id</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">token</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">convert_ids_to_tokens</span><span class="p">(</span><span class="n">special_token_id</span><span class="p">)</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Encountered text in the prompt corresponding to disallowed special token: </span><span class="si">{</span><span class="n">token</span><span class="si">}</span><span class="s2">.&quot;</span><span class="p">)</span>
+
+        <span class="n">batch_encoding</span><span class="o">.</span><span class="n">convert_to_tensors</span><span class="p">(</span><span class="n">tensor_type</span><span class="o">=</span><span class="n">return_tensors</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">batch_encoding</span><span class="p">[</span><span class="s2">&quot;input_ids&quot;</span><span class="p">]</span></div>
+
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">_strip_prompt</span><span class="p">(</span><span class="n">token_ids</span><span class="p">,</span> <span class="n">prompt_token_id</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">decoder_start_token_id</span><span class="p">:</span> <span class="nb">int</span><span class="p">):</span>
+        <span class="n">has_prompt</span> <span class="o">=</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">token_ids</span><span class="p">,</span> <span class="nb">list</span><span class="p">)</span> <span class="ow">and</span> <span class="n">token_ids</span> <span class="ow">and</span> <span class="n">token_ids</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="n">prompt_token_id</span>
+        <span class="k">if</span> <span class="n">has_prompt</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">decoder_start_token_id</span> <span class="ow">in</span> <span class="n">token_ids</span><span class="p">:</span>
+                <span class="k">return</span> <span class="n">token_ids</span><span class="p">[</span><span class="n">token_ids</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">decoder_start_token_id</span><span class="p">):]</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">return</span> <span class="p">[]</span>
+
+        <span class="k">return</span> <span class="n">token_ids</span>
+
+<div class="viewcode-block" id="WhisperBPETokenizer.set_prefix_tokens">
+<a class="viewcode-back" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer.set_prefix_tokens">[docs]</a>
+    <span class="k">def</span> <span class="nf">set_prefix_tokens</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">language</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> <span class="n">task</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> <span class="n">predict_timestamps</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">None</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">language</span> <span class="o">=</span> <span class="n">language</span> <span class="k">if</span> <span class="n">language</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="k">else</span> <span class="bp">self</span><span class="o">.</span><span class="n">language</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">task</span> <span class="o">=</span> <span class="n">task</span> <span class="k">if</span> <span class="n">task</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="k">else</span> <span class="bp">self</span><span class="o">.</span><span class="n">task</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">predict_timestamps</span> <span class="o">=</span> <span class="n">predict_timestamps</span> <span class="k">if</span> <span class="n">predict_timestamps</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="k">else</span> <span class="bp">self</span><span class="o">.</span><span class="n">predict_timestamps</span>
+
+        <span class="n">prefix_token_ids</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">prefix_tokens</span>
+        <span class="n">prefixes</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">convert_ids_to_tokens</span><span class="p">(</span><span class="n">prefix_token_ids</span><span class="p">)</span>
+        <span class="n">prefix_template</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span><span class="o">.</span><span class="n">join</span><span class="p">([</span><span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">token</span><span class="si">}</span><span class="s2">:0&quot;</span> <span class="k">for</span> <span class="n">token</span> <span class="ow">in</span> <span class="n">prefixes</span><span class="p">])</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_tokenizer</span><span class="o">.</span><span class="n">post_processor</span> <span class="o">=</span> <span class="n">processors</span><span class="o">.</span><span class="n">TemplateProcessing</span><span class="p">(</span>
+            <span class="n">single</span><span class="o">=</span><span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">prefix_template</span><span class="si">}</span><span class="s2"> $A:0 </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">eos_token</span><span class="si">}</span><span class="s2">:0&quot;</span><span class="p">,</span>
+            <span class="n">pair</span><span class="o">=</span><span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">prefix_template</span><span class="si">}</span><span class="s2"> $A:0 $B:1 </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">eos_token</span><span class="si">}</span><span class="s2">:1&quot;</span><span class="p">,</span>
+            <span class="n">special_tokens</span><span class="o">=</span><span class="p">[</span>
+                <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">eos_token</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">eos_token_id</span><span class="p">),</span>
+                <span class="o">*</span><span class="nb">zip</span><span class="p">(</span><span class="n">prefixes</span><span class="p">,</span> <span class="n">prefix_token_ids</span><span class="p">),</span>
+            <span class="p">],</span>
+        <span class="p">)</span></div>
+
+
+    <span class="nd">@property</span>
+    <span class="k">def</span> <span class="nf">prefix_tokens</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]:</span>
+        <span class="n">translate_token_id</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">token_to_id</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">translate_token</span><span class="p">)</span>
+        <span class="n">transcribe_token_id</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">token_to_id</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">transcribe_token</span><span class="p">)</span>
+        <span class="n">notimestamps_token_id</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">token_to_id</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">notimestamps_token</span><span class="p">)</span>
+        <span class="n">langs</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">LANGUAGES</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">language</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">language</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">language</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">language</span> <span class="ow">in</span> <span class="n">TO_LANGUAGE_CODE</span><span class="p">:</span>
+                <span class="n">language_id</span> <span class="o">=</span> <span class="n">TO_LANGUAGE_CODE</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">language</span><span class="p">]</span>
+            <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">language</span> <span class="ow">in</span> <span class="n">TO_LANGUAGE_CODE</span><span class="o">.</span><span class="n">values</span><span class="p">():</span>
+                <span class="n">language_id</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">language</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">is_language_code</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">language</span><span class="p">)</span> <span class="o">==</span> <span class="mi">2</span>
+                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                    <span class="sa">f</span><span class="s2">&quot;Unsupported language: </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">language</span><span class="si">}</span><span class="s2">. Language should be one of:&quot;</span>
+                    <span class="sa">f</span><span class="s2">&quot; </span><span class="si">{</span><span class="nb">list</span><span class="p">(</span><span class="n">TO_LANGUAGE_CODE</span><span class="o">.</span><span class="n">values</span><span class="p">())</span><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="n">is_language_code</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="nb">list</span><span class="p">(</span><span class="n">TO_LANGUAGE_CODE</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span><span class="si">}</span><span class="s2">.&quot;</span>
+                <span class="p">)</span>
+
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">task</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">task</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">TASK_IDS</span><span class="p">:</span>
+                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Unsupported task: </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">task</span><span class="si">}</span><span class="s2">. Task should be in: </span><span class="si">{</span><span class="n">TASK_IDS</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+
+        <span class="n">bos_sequence</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">bos_token_id</span><span class="p">]</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">language</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">bos_sequence</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">bos_token_id</span> <span class="o">+</span> <span class="mi">1</span> <span class="o">+</span> <span class="n">langs</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">language_id</span><span class="p">))</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">task</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">bos_sequence</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">transcribe_token_id</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">task</span> <span class="o">==</span> <span class="s2">&quot;transcribe&quot;</span> <span class="k">else</span> <span class="n">translate_token_id</span><span class="p">)</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">predict_timestamps</span><span class="p">:</span>
+            <span class="n">bos_sequence</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">notimestamps_token_id</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">bos_sequence</span>
+
+<div class="viewcode-block" id="WhisperBPETokenizer.get_decoder_prompt_ids">
+<a class="viewcode-back" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer.get_decoder_prompt_ids">[docs]</a>
+    <span class="k">def</span> <span class="nf">get_decoder_prompt_ids</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">task</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">language</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">no_timestamps</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">set_prefix_tokens</span><span class="p">(</span><span class="n">task</span><span class="o">=</span><span class="n">task</span><span class="p">,</span> <span class="n">language</span><span class="o">=</span><span class="n">language</span><span class="p">,</span> <span class="n">predict_timestamps</span><span class="o">=</span><span class="ow">not</span> <span class="n">no_timestamps</span><span class="p">)</span>
+        <span class="c1"># prefix tokens are of the form: &lt;|startoftranscript|&gt; &lt;|lang_id|&gt; &lt;|task|&gt; &lt;|notimestamps|&gt;</span>
+        <span class="c1"># we don&#39;t want to force the bos token at position 1, as this is the starting token</span>
+        <span class="c1"># when we generate, so we slice the prefix tokens to: &lt;|lang_id|&gt; &lt;|task|&gt; &lt;|notimestamps|&gt;</span>
+        <span class="c1"># to get the forced tokens</span>
+        <span class="n">forced_tokens</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">prefix_tokens</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span>
+        <span class="n">forced_decoder_ids</span> <span class="o">=</span> <span class="p">[(</span><span class="n">rank</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">token</span><span class="p">)</span> <span class="k">for</span> <span class="n">rank</span><span class="p">,</span> <span class="n">token</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">forced_tokens</span><span class="p">)]</span>
+        <span class="k">return</span> <span class="n">forced_decoder_ids</span></div>
+
+
+    <span class="k">def</span> <span class="nf">_decode_asr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">model_outputs</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">return_timestamps</span><span class="p">,</span> <span class="n">return_language</span><span class="p">,</span> <span class="n">time_precision</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Internal method meant to only be used by asr pipeline. Handles all the little quirks specific to whisper</span>
+<span class="sd">        to handle the various options not allowed in other seq2seq models</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="c1"># =========== Overview ============</span>
+        <span class="c1"># - iterate over all outputs</span>
+        <span class="c1"># - all tokens within output</span>
+        <span class="c1"># - Each token can be</span>
+        <span class="c1">#   - language token</span>
+        <span class="c1">#   - special token</span>
+        <span class="c1">#   - timestamp token</span>
+        <span class="c1">#   - text token</span>
+        <span class="c1"># - We accumulate the text tokens.</span>
+        <span class="c1"># - We split on end timestamps</span>
+        <span class="c1"># - Lots of complexity comes from stride and timestamps</span>
+
+        <span class="n">last_language</span> <span class="o">=</span> <span class="kc">None</span>
+
+        <span class="k">def</span> <span class="nf">new_chunk</span><span class="p">():</span>
+            <span class="k">return</span> <span class="p">{</span><span class="s2">&quot;language&quot;</span><span class="p">:</span> <span class="n">last_language</span><span class="p">,</span> <span class="s2">&quot;timestamp&quot;</span><span class="p">:</span> <span class="p">[</span><span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">],</span> <span class="s2">&quot;text&quot;</span><span class="p">:</span> <span class="s2">&quot;&quot;</span><span class="p">}</span>
+
+        <span class="c1"># Welcome to the state machine !</span>
+        <span class="n">chunks</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">chunk</span> <span class="o">=</span> <span class="n">new_chunk</span><span class="p">()</span>
+        <span class="n">time_offset</span> <span class="o">=</span> <span class="mf">0.0</span>
+        <span class="n">timestamp_begin</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">convert_tokens_to_ids</span><span class="p">(</span><span class="s2">&quot;&lt;|notimestamps|&gt;&quot;</span><span class="p">)</span> <span class="o">+</span> <span class="mi">1</span>
+        <span class="n">previous_tokens</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">skip</span> <span class="o">=</span> <span class="kc">False</span>
+        <span class="n">right_stride_start</span> <span class="o">=</span> <span class="kc">None</span>
+
+        <span class="n">all_special_ids</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">special_ids</span><span class="p">)</span>
+        <span class="c1"># - iterate over all outputs</span>
+        <span class="k">for</span> <span class="n">chunk_id</span><span class="p">,</span> <span class="n">output</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">model_outputs</span><span class="p">):</span>
+            <span class="c1"># We can drop everything to Python list, it&#39;s going to make</span>
+            <span class="c1"># our lives easier</span>
+            <span class="n">token_ids</span> <span class="o">=</span> <span class="n">output</span><span class="p">[</span><span class="s2">&quot;tokens&quot;</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+
+            <span class="c1"># Those keep track of timestamps within strides</span>
+            <span class="c1"># Which need to be skipped and resolve all tokens in a single</span>
+            <span class="c1"># chunk.</span>
+            <span class="n">last_timestamp</span> <span class="o">=</span> <span class="kc">None</span>
+            <span class="n">first_timestamp</span> <span class="o">=</span> <span class="n">timestamp_begin</span>
+
+            <span class="k">if</span> <span class="s2">&quot;stride&quot;</span> <span class="ow">in</span> <span class="n">output</span><span class="p">:</span>
+                <span class="n">chunk_len</span><span class="p">,</span> <span class="n">stride_left</span><span class="p">,</span> <span class="n">stride_right</span> <span class="o">=</span> <span class="n">output</span><span class="p">[</span><span class="s2">&quot;stride&quot;</span><span class="p">]</span>
+                <span class="c1"># Offset the timings to account for the other `model_outputs`.</span>
+                <span class="n">time_offset</span> <span class="o">-=</span> <span class="n">stride_left</span>
+                <span class="n">right_stride_start</span> <span class="o">=</span> <span class="n">chunk_len</span> <span class="o">-</span> <span class="n">stride_right</span>
+
+                <span class="c1"># Keeping track of timestamps within strides</span>
+                <span class="c1"># We&#39;re going to NOT split on those, and delay until we&#39;re</span>
+                <span class="c1"># out of BOTH stride. Otherwise, lots of issues occur and</span>
+                <span class="c1"># corner cases</span>
+                <span class="k">if</span> <span class="n">stride_left</span><span class="p">:</span>
+                    <span class="n">first_timestamp</span> <span class="o">=</span> <span class="n">stride_left</span> <span class="o">/</span> <span class="n">time_precision</span> <span class="o">+</span> <span class="n">timestamp_begin</span>
+                <span class="k">if</span> <span class="n">stride_right</span><span class="p">:</span>
+                    <span class="k">for</span> <span class="n">token</span> <span class="ow">in</span> <span class="nb">reversed</span><span class="p">(</span><span class="n">token_ids</span><span class="p">):</span>
+                        <span class="k">if</span> <span class="n">token</span> <span class="o">&gt;=</span> <span class="n">timestamp_begin</span><span class="p">:</span>
+                            <span class="c1"># There can be several token in the right stride</span>
+                            <span class="c1"># But the last one is ALWAYS going to be skipped</span>
+                            <span class="k">if</span> <span class="p">(</span>
+                                <span class="n">last_timestamp</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span>
+                                <span class="ow">and</span> <span class="p">(</span><span class="n">token</span> <span class="o">-</span> <span class="n">timestamp_begin</span><span class="p">)</span> <span class="o">*</span> <span class="n">time_precision</span> <span class="o">&lt;</span> <span class="n">right_stride_start</span>
+                            <span class="p">):</span>
+                                <span class="k">break</span>
+                            <span class="n">last_timestamp</span> <span class="o">=</span> <span class="n">token</span>
+
+            <span class="n">current_tokens</span> <span class="o">=</span> <span class="p">[]</span>
+
+            <span class="c1"># - all tokens within output</span>
+            <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">token</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">token_ids</span><span class="p">):</span>
+                <span class="c1"># 4 possible states for each token</span>
+                <span class="c1"># - 1/ Language code</span>
+                <span class="c1"># - 2/ all other special tokens (which we ignore)</span>
+                <span class="c1"># - 3/ Timestamp</span>
+                <span class="c1"># - 4/ Regular text</span>
+                <span class="k">if</span> <span class="n">token</span> <span class="ow">in</span> <span class="n">all_special_ids</span><span class="p">:</span>
+                    <span class="c1"># Either language code or other</span>
+                    <span class="n">text</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">decode</span><span class="p">([</span><span class="n">token</span><span class="p">])</span>
+                    <span class="c1"># Removing outer shell &lt;|XX|&gt;</span>
+                    <span class="n">text</span> <span class="o">=</span> <span class="n">text</span><span class="p">[</span><span class="mi">2</span><span class="p">:</span><span class="o">-</span><span class="mi">2</span><span class="p">]</span>
+                    <span class="n">language</span> <span class="o">=</span> <span class="n">LANGUAGES</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">text</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+                    <span class="k">if</span> <span class="n">language</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                        <span class="c1"># 1/ Indeed some language</span>
+                        <span class="c1"># TODO Handle when language is different from the previous</span>
+                        <span class="c1"># one, and we cannot use timestamped tokens to create chunks</span>
+                        <span class="k">if</span> <span class="n">last_language</span> <span class="ow">and</span> <span class="n">language</span> <span class="o">!=</span> <span class="n">last_language</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">return_timestamps</span><span class="p">:</span>
+                            <span class="n">previous_tokens</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">current_tokens</span><span class="p">)</span>
+                            <span class="n">resolved_tokens</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_find_longest_common_sequence</span><span class="p">(</span><span class="n">previous_tokens</span><span class="p">)</span>
+                            <span class="n">resolved_text</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="n">resolved_tokens</span><span class="p">)</span>
+                            <span class="n">chunk</span><span class="p">[</span><span class="s2">&quot;text&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">resolved_text</span>
+                            <span class="n">chunks</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">chunk</span><span class="p">)</span>
+
+                            <span class="c1"># Flush all our temporary context</span>
+                            <span class="n">previous_tokens</span> <span class="o">=</span> <span class="p">[]</span>
+                            <span class="n">current_tokens</span> <span class="o">=</span> <span class="p">[]</span>
+                            <span class="n">chunk</span> <span class="o">=</span> <span class="n">new_chunk</span><span class="p">()</span>
+                        <span class="n">chunk</span><span class="p">[</span><span class="s2">&quot;language&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">language</span>
+                        <span class="n">last_language</span> <span class="o">=</span> <span class="n">language</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="c1"># 2/ This is a regular special token, ignoring it</span>
+                        <span class="k">pass</span>
+                <span class="k">elif</span> <span class="n">token</span> <span class="o">&gt;=</span> <span class="n">timestamp_begin</span><span class="p">:</span>
+                    <span class="c1"># 3/ Timestamp token</span>
+                    <span class="n">time</span> <span class="o">=</span> <span class="p">(</span><span class="n">token</span> <span class="o">-</span> <span class="n">timestamp_begin</span><span class="p">)</span> <span class="o">*</span> <span class="n">time_precision</span> <span class="o">+</span> <span class="n">time_offset</span>
+                    <span class="n">time</span> <span class="o">=</span> <span class="nb">round</span><span class="p">(</span><span class="n">time</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
+                    <span class="k">if</span> <span class="n">last_timestamp</span> <span class="ow">and</span> <span class="n">token</span> <span class="o">&gt;=</span> <span class="n">last_timestamp</span><span class="p">:</span>
+                        <span class="c1"># Whisper outputted a timestamp token, but it falls within</span>
+                        <span class="c1"># our stride, so we&#39;re going to skip it for the time being</span>
+                        <span class="c1"># and resolve this later</span>
+                        <span class="c1"># Skip is necessary because timestamp tokens always come</span>
+                        <span class="c1"># by pair, so we need to skip the next one too (which would mark the start of another chunk).</span>
+                        <span class="n">skip</span> <span class="o">=</span> <span class="kc">True</span>
+                    <span class="k">elif</span> <span class="n">skip</span> <span class="ow">or</span> <span class="p">(</span><span class="n">previous_tokens</span> <span class="ow">and</span> <span class="n">token</span> <span class="o">&lt;</span> <span class="n">first_timestamp</span><span class="p">):</span>
+                        <span class="n">skip</span> <span class="o">=</span> <span class="kc">False</span>
+                    <span class="k">elif</span> <span class="n">chunk</span><span class="p">[</span><span class="s2">&quot;timestamp&quot;</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                        <span class="n">chunk</span><span class="p">[</span><span class="s2">&quot;timestamp&quot;</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="n">time</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="c1"># This is the end of the timestamp chunk</span>
+                        <span class="k">if</span> <span class="n">time</span> <span class="o">==</span> <span class="n">chunk</span><span class="p">[</span><span class="s2">&quot;timestamp&quot;</span><span class="p">][</span><span class="mi">0</span><span class="p">]:</span>
+                            <span class="c1"># This is a bug in timestamp token output</span>
+                            <span class="c1"># where we&#39;re taking the duplicate token</span>
+                            <span class="c1"># as a stop where it should be a start.</span>
+                            <span class="c1"># This is an issue in the underlying model output</span>
+                            <span class="k">pass</span>
+                        <span class="k">else</span><span class="p">:</span>
+                            <span class="n">chunk</span><span class="p">[</span><span class="s2">&quot;timestamp&quot;</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">time</span>
+                            <span class="c1"># Handling merges.</span>
+                            <span class="n">previous_tokens</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">current_tokens</span><span class="p">)</span>
+                            <span class="n">resolved_tokens</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_find_longest_common_sequence</span><span class="p">(</span><span class="n">previous_tokens</span><span class="p">)</span>
+                            <span class="n">resolved_text</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="n">resolved_tokens</span><span class="p">)</span>
+                            <span class="n">chunk</span><span class="p">[</span><span class="s2">&quot;text&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">resolved_text</span>
+                            <span class="n">chunks</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">chunk</span><span class="p">)</span>
+
+                            <span class="c1"># Flush all our temporary context</span>
+                            <span class="n">previous_tokens</span> <span class="o">=</span> <span class="p">[]</span>
+                            <span class="n">current_tokens</span> <span class="o">=</span> <span class="p">[]</span>
+                            <span class="n">chunk</span> <span class="o">=</span> <span class="n">new_chunk</span><span class="p">()</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="c1"># 4/ Regular token</span>
+                    <span class="c1"># We just append to the list of all tokens so we can handle</span>
+                    <span class="c1"># merges later and decode into text.</span>
+                    <span class="n">current_tokens</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">token</span><span class="p">)</span>
+
+            <span class="k">if</span> <span class="s2">&quot;stride&quot;</span> <span class="ow">in</span> <span class="n">output</span><span class="p">:</span>
+                <span class="n">time_offset</span> <span class="o">+=</span> <span class="n">chunk_len</span> <span class="o">-</span> <span class="n">stride_right</span>
+
+            <span class="c1"># Leftover tokens</span>
+            <span class="k">if</span> <span class="n">current_tokens</span><span class="p">:</span>
+                <span class="n">previous_tokens</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">current_tokens</span><span class="p">)</span>
+            <span class="k">elif</span> <span class="ow">not</span> <span class="p">(</span><span class="nb">any</span><span class="p">(</span><span class="n">p</span> <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">previous_tokens</span><span class="p">)):</span>
+                <span class="c1"># print(&quot;Flushing previous tokens (END)&quot;)</span>
+                <span class="n">chunk</span> <span class="o">=</span> <span class="n">new_chunk</span><span class="p">()</span>
+                <span class="n">previous_tokens</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="n">current_tokens</span> <span class="o">=</span> <span class="p">[]</span>
+
+        <span class="k">if</span> <span class="n">previous_tokens</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">return_timestamps</span><span class="p">:</span>
+                <span class="n">logger</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span>
+                    <span class="s2">&quot;There was an error while processing timestamps, we haven&#39;t found a timestamp as last token. Was&quot;</span>
+                    <span class="s2">&quot; WhisperTimeStampLogitsProcessor used?&quot;</span>
+                <span class="p">)</span>
+            <span class="c1"># Happens when we don&#39;t use timestamps</span>
+            <span class="n">resolved_tokens</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_find_longest_common_sequence</span><span class="p">(</span><span class="n">previous_tokens</span><span class="p">)</span>
+            <span class="c1"># print(&quot;Flushing previous tokens (FINAL)&quot;)</span>
+            <span class="n">resolved_text</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="n">resolved_tokens</span><span class="p">)</span>
+            <span class="n">chunk</span><span class="p">[</span><span class="s2">&quot;text&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">resolved_text</span>
+            <span class="n">chunks</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">chunk</span><span class="p">)</span>
+
+        <span class="c1"># Preparing and cleaning up the pipeline output</span>
+        <span class="n">full_text</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">chunk</span><span class="p">[</span><span class="s2">&quot;text&quot;</span><span class="p">]</span> <span class="k">for</span> <span class="n">chunk</span> <span class="ow">in</span> <span class="n">chunks</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">return_timestamps</span> <span class="ow">or</span> <span class="n">return_language</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">chunk</span> <span class="ow">in</span> <span class="n">chunks</span><span class="p">:</span>
+                <span class="k">if</span> <span class="ow">not</span> <span class="n">return_timestamps</span><span class="p">:</span>
+                    <span class="n">chunk</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="s2">&quot;timestamp&quot;</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">chunk</span><span class="p">[</span><span class="s2">&quot;timestamp&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">chunk</span><span class="p">[</span><span class="s2">&quot;timestamp&quot;</span><span class="p">])</span>
+                <span class="k">if</span> <span class="ow">not</span> <span class="n">return_language</span><span class="p">:</span>
+                    <span class="n">chunk</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="s2">&quot;language&quot;</span><span class="p">)</span>
+            <span class="n">optional</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;chunks&quot;</span><span class="p">:</span> <span class="n">chunks</span><span class="p">}</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">optional</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">return</span> <span class="n">full_text</span><span class="p">,</span> <span class="n">optional</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">_find_longest_common_sequence</span><span class="p">(</span><span class="n">sequences</span><span class="p">):</span>
+        <span class="c1"># It would be much harder to do O(n) because of fault tolerance.</span>
+        <span class="c1"># We actually have a good property which is that the total sequence</span>
+        <span class="c1"># MUST be those subsequences in order.</span>
+        <span class="n">left_sequence</span> <span class="o">=</span> <span class="n">sequences</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+        <span class="n">left_length</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">left_sequence</span><span class="p">)</span>
+        <span class="n">total_sequence</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">right_sequence</span> <span class="ow">in</span> <span class="n">sequences</span><span class="p">[</span><span class="mi">1</span><span class="p">:]:</span>
+            <span class="c1"># index = 0</span>
+            <span class="n">max_</span> <span class="o">=</span> <span class="mf">0.0</span>
+            <span class="n">max_indices</span> <span class="o">=</span> <span class="p">(</span><span class="n">left_length</span><span class="p">,</span> <span class="n">left_length</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+            <span class="c1"># Here we&#39;re sliding matches</span>
+            <span class="c1"># [a, b, c, d]</span>
+            <span class="c1">#          [c, d, f]</span>
+            <span class="c1"># =        [c] == [d]</span>
+            <span class="c1">#</span>
+            <span class="c1"># [a, b, c, d]</span>
+            <span class="c1">#       [c, d, f]</span>
+            <span class="c1"># =     [c, d] == [c, d]</span>
+            <span class="c1">#</span>
+            <span class="c1">#</span>
+            <span class="c1"># [a, b, c, d]</span>
+            <span class="c1">#    [c, d, f]</span>
+            <span class="c1">#</span>
+            <span class="c1"># =  [b, c, d] == [c, d, f]</span>
+            <span class="c1">#</span>
+            <span class="c1"># [a, b, c, d]</span>
+            <span class="c1"># [c, d, f]</span>
+            <span class="c1">#</span>
+            <span class="c1"># [a, b, c] == [c, d, f]</span>
+            <span class="c1">#</span>
+            <span class="c1"># [a, b, c, d]</span>
+            <span class="c1"># [d, f]</span>
+            <span class="c1">#</span>
+            <span class="c1"># [a, b] == [d, f]</span>
+            <span class="c1">#</span>
+            <span class="c1"># [a, b, c, d]</span>
+            <span class="c1"># [f]</span>
+            <span class="c1">#</span>
+            <span class="c1"># [a] == [f]</span>
+            <span class="n">right_length</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">right_sequence</span><span class="p">)</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">left_length</span> <span class="o">+</span> <span class="n">right_length</span><span class="p">):</span>
+                <span class="c1"># epsilon to favor long perfect matches</span>
+                <span class="n">eps</span> <span class="o">=</span> <span class="n">i</span> <span class="o">/</span> <span class="mf">10000.0</span>
+
+                <span class="c1"># Slightly convoluted because we don&#39;t want out of bound indices</span>
+                <span class="c1"># This will be necessary for a small conflict resolution optimization</span>
+                <span class="c1"># later</span>
+                <span class="n">left_start</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">left_length</span> <span class="o">-</span> <span class="n">i</span><span class="p">)</span>
+                <span class="n">left_stop</span> <span class="o">=</span> <span class="nb">min</span><span class="p">(</span><span class="n">left_length</span><span class="p">,</span> <span class="n">left_length</span> <span class="o">+</span> <span class="n">right_length</span> <span class="o">-</span> <span class="n">i</span><span class="p">)</span>
+                <span class="n">left</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">left_sequence</span><span class="p">[</span><span class="n">left_start</span><span class="p">:</span><span class="n">left_stop</span><span class="p">])</span>
+
+                <span class="n">right_start</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">i</span> <span class="o">-</span> <span class="n">left_length</span><span class="p">)</span>
+                <span class="n">right_stop</span> <span class="o">=</span> <span class="nb">min</span><span class="p">(</span><span class="n">right_length</span><span class="p">,</span> <span class="n">i</span><span class="p">)</span>
+                <span class="n">right</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">right_sequence</span><span class="p">[</span><span class="n">right_start</span><span class="p">:</span><span class="n">right_stop</span><span class="p">])</span>
+
+                <span class="c1"># We can only match subsequences of the same size.</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">left</span><span class="p">)</span> <span class="o">!=</span> <span class="nb">len</span><span class="p">(</span><span class="n">right</span><span class="p">):</span>
+                    <span class="k">raise</span> <span class="ne">RuntimeError</span><span class="p">(</span>
+                        <span class="s2">&quot;There is a bug within whisper `decode_asr` function, please report it. &quot;</span>
+                        <span class="s2">&quot;Dropping to prevent bad inference.&quot;</span>
+                    <span class="p">)</span>
+
+                <span class="n">matches</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">left</span> <span class="o">==</span> <span class="n">right</span><span class="p">)</span>
+                <span class="n">matching</span> <span class="o">=</span> <span class="n">matches</span> <span class="o">/</span> <span class="n">i</span> <span class="o">+</span> <span class="n">eps</span>
+                <span class="k">if</span> <span class="n">matches</span> <span class="o">&gt;</span> <span class="mi">1</span> <span class="ow">and</span> <span class="n">matching</span> <span class="o">&gt;</span> <span class="n">max_</span><span class="p">:</span>
+                    <span class="n">max_</span> <span class="o">=</span> <span class="n">matching</span>
+                    <span class="n">max_indices</span> <span class="o">=</span> <span class="p">(</span><span class="n">left_start</span><span class="p">,</span> <span class="n">left_stop</span><span class="p">,</span> <span class="n">right_start</span><span class="p">,</span> <span class="n">right_stop</span><span class="p">)</span>
+
+            <span class="p">(</span><span class="n">left_start</span><span class="p">,</span> <span class="n">left_stop</span><span class="p">,</span> <span class="n">right_start</span><span class="p">,</span> <span class="n">right_stop</span><span class="p">)</span> <span class="o">=</span> <span class="n">max_indices</span>
+
+            <span class="c1"># This is a small conflict optimization since those sequences overlap</span>
+            <span class="c1"># in audio.</span>
+            <span class="c1"># We&#39;re going to give more confidence to the left sequence</span>
+            <span class="c1"># for the left of the overlap,</span>
+            <span class="c1"># and to the right of the sequence, for the right of the overlap</span>
+            <span class="n">left_mid</span> <span class="o">=</span> <span class="p">(</span><span class="n">left_stop</span> <span class="o">+</span> <span class="n">left_start</span><span class="p">)</span> <span class="o">//</span> <span class="mi">2</span>
+            <span class="n">right_mid</span> <span class="o">=</span> <span class="p">(</span><span class="n">right_stop</span> <span class="o">+</span> <span class="n">right_start</span><span class="p">)</span> <span class="o">//</span> <span class="mi">2</span>
+            <span class="n">total_sequence</span><span class="o">.</span><span class="n">extend</span><span class="p">(</span><span class="n">left_sequence</span><span class="p">[:</span><span class="n">left_mid</span><span class="p">])</span>
+            <span class="n">left_sequence</span> <span class="o">=</span> <span class="n">right_sequence</span><span class="p">[</span><span class="n">right_mid</span><span class="p">:]</span>
+            <span class="n">left_length</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">left_sequence</span><span class="p">)</span>
+
+        <span class="n">total_sequence</span><span class="o">.</span><span class="n">extend</span><span class="p">(</span><span class="n">left_sequence</span><span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">total_sequence</span></div>
+
+</pre></div>
+        </article>
+      </div>
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diff --git a/_modules/hezar/models/text_classification/bert/bert_text_classification.html b/_modules/hezar/models/text_classification/bert/bert_text_classification.html
new file mode 100644
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+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../../../../../">
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
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+        <article role="main">
+          <h1>Source code for hezar.models.text_classification.bert.bert_text_classification</h1><div class="highlight"><pre>
+<span></span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">A BERT model for text classification built using HuggingFace Transformers</span>
+<span class="sd">&quot;&quot;&quot;</span>
+<span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span>
+
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">List</span>
+
+<span class="kn">import</span> <span class="nn">torch</span>
+<span class="kn">from</span> <span class="nn">torch</span> <span class="kn">import</span> <span class="n">nn</span>
+
+<span class="kn">from</span> <span class="nn">....constants</span> <span class="kn">import</span> <span class="n">Backends</span>
+<span class="kn">from</span> <span class="nn">....registry</span> <span class="kn">import</span> <span class="n">register_model</span>
+<span class="kn">from</span> <span class="nn">....utils</span> <span class="kn">import</span> <span class="n">is_backend_available</span>
+<span class="kn">from</span> <span class="nn">...model</span> <span class="kn">import</span> <span class="n">Model</span>
+<span class="kn">from</span> <span class="nn">...model_outputs</span> <span class="kn">import</span> <span class="n">TextClassificationOutput</span>
+<span class="kn">from</span> <span class="nn">.bert_text_classification_config</span> <span class="kn">import</span> <span class="n">BertTextClassificationConfig</span>
+
+
+<span class="k">if</span> <span class="n">is_backend_available</span><span class="p">(</span><span class="n">Backends</span><span class="o">.</span><span class="n">TRANSFORMERS</span><span class="p">):</span>
+    <span class="kn">from</span> <span class="nn">transformers</span> <span class="kn">import</span> <span class="n">BertConfig</span><span class="p">,</span> <span class="n">BertModel</span>
+
+<span class="n">_required_backends</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="n">Backends</span><span class="o">.</span><span class="n">TRANSFORMERS</span><span class="p">,</span>
+    <span class="n">Backends</span><span class="o">.</span><span class="n">TOKENIZERS</span><span class="p">,</span>
+<span class="p">]</span>
+
+
+<div class="viewcode-block" id="BertTextClassification">
+<a class="viewcode-back" href="../../../../../source/hezar.models.text_classification.bert.bert_text_classification.html#hezar.models.text_classification.bert.bert_text_classification.BertTextClassification">[docs]</a>
+<span class="nd">@register_model</span><span class="p">(</span><span class="n">model_name</span><span class="o">=</span><span class="s2">&quot;bert_text_classification&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">BertTextClassificationConfig</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">BertTextClassification</span><span class="p">(</span><span class="n">Model</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A standard 🤗Transformers Bert model for text classification</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        config: The whole model config including arguments needed for the inner 🤗Transformers model.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">required_backends</span> <span class="o">=</span> <span class="n">_required_backends</span>
+    <span class="n">tokenizer_name</span> <span class="o">=</span> <span class="s2">&quot;wordpiece_tokenizer&quot;</span>
+    <span class="n">skip_keys_on_load</span> <span class="o">=</span> <span class="p">[</span>
+        <span class="s2">&quot;model.embeddings.position_ids&quot;</span><span class="p">,</span>  <span class="c1"># For older versions</span>
+        <span class="s2">&quot;bert.embeddings.position_ids&quot;</span><span class="p">,</span>
+        <span class="s2">&quot;model.bert.embeddings.position_ids&quot;</span><span class="p">,</span>
+    <span class="p">]</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">BertTextClassificationConfig</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">bert</span> <span class="o">=</span> <span class="n">BertModel</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_build_inner_config</span><span class="p">())</span>
+        <span class="n">classifier_dropout</span> <span class="o">=</span> <span class="p">(</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">classifier_dropout</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">classifier_dropout</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span>
+            <span class="k">else</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">hidden_dropout_prob</span>
+        <span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">dropout</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Dropout</span><span class="p">(</span><span class="n">classifier_dropout</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">classifier</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">hidden_size</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">num_labels</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_build_inner_config</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">num_labels</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">id2label</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Both `num_labels` and `id2label` are None. Please provide at least one of them!&quot;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">id2label</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">num_labels</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">num_labels</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">id2label</span><span class="p">)</span>
+        <span class="n">bert_config</span> <span class="o">=</span> <span class="n">BertConfig</span><span class="p">(</span><span class="o">**</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">bert_config</span>
+
+<div class="viewcode-block" id="BertTextClassification.compute_loss">
+<a class="viewcode-back" href="../../../../../source/hezar.models.text_classification.bert.bert_text_classification.html#hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.compute_loss">[docs]</a>
+    <span class="k">def</span> <span class="nf">compute_loss</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">logits</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">,</span> <span class="n">labels</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">:</span>
+        <span class="n">criterion</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">CrossEntropyLoss</span><span class="p">()</span>
+        <span class="n">loss</span> <span class="o">=</span> <span class="n">criterion</span><span class="p">(</span><span class="n">logits</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">num_labels</span><span class="p">),</span> <span class="n">labels</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">))</span>
+        <span class="k">return</span> <span class="n">loss</span></div>
+
+
+<div class="viewcode-block" id="BertTextClassification.forward">
+<a class="viewcode-back" href="../../../../../source/hezar.models.text_classification.bert.bert_text_classification.html#hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.forward">[docs]</a>
+    <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">token_ids</span><span class="p">,</span>
+        <span class="n">attention_mask</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">token_type_ids</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">position_ids</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">head_mask</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">inputs_embeds</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">encoder_hidden_states</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">encoder_attention_mask</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">past_key_values</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">use_cache</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_attentions</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_hidden_states</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
+    <span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">:</span>
+        <span class="n">lm_outputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">bert</span><span class="p">(</span>
+            <span class="n">token_ids</span><span class="p">,</span>
+            <span class="n">attention_mask</span><span class="o">=</span><span class="n">attention_mask</span><span class="p">,</span>
+            <span class="n">position_ids</span><span class="o">=</span><span class="n">position_ids</span><span class="p">,</span>
+            <span class="n">head_mask</span><span class="o">=</span><span class="n">head_mask</span><span class="p">,</span>
+            <span class="n">inputs_embeds</span><span class="o">=</span><span class="n">inputs_embeds</span><span class="p">,</span>
+            <span class="n">encoder_hidden_states</span><span class="o">=</span><span class="n">encoder_hidden_states</span><span class="p">,</span>
+            <span class="n">encoder_attention_mask</span><span class="o">=</span><span class="n">encoder_attention_mask</span><span class="p">,</span>
+            <span class="n">past_key_values</span><span class="o">=</span><span class="n">past_key_values</span><span class="p">,</span>
+            <span class="n">use_cache</span><span class="o">=</span><span class="n">use_cache</span><span class="p">,</span>
+            <span class="n">output_attentions</span><span class="o">=</span><span class="n">output_attentions</span><span class="p">,</span>
+            <span class="n">output_hidden_states</span><span class="o">=</span><span class="n">output_hidden_states</span><span class="p">,</span>
+            <span class="n">return_dict</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+        <span class="p">)</span>
+        <span class="n">pooled_output</span> <span class="o">=</span> <span class="n">lm_outputs</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+        <span class="n">pooled_output</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">dropout</span><span class="p">(</span><span class="n">pooled_output</span><span class="p">)</span>
+        <span class="n">logits</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">classifier</span><span class="p">(</span><span class="n">pooled_output</span><span class="p">)</span>
+        <span class="n">outputs</span> <span class="o">=</span> <span class="p">{</span>
+            <span class="s2">&quot;logits&quot;</span><span class="p">:</span> <span class="n">logits</span><span class="p">,</span>
+            <span class="s2">&quot;hidden_states&quot;</span><span class="p">:</span> <span class="n">lm_outputs</span><span class="o">.</span><span class="n">hidden_states</span><span class="p">,</span>
+            <span class="s2">&quot;attentions&quot;</span><span class="p">:</span> <span class="n">lm_outputs</span><span class="o">.</span><span class="n">attentions</span><span class="p">,</span>
+        <span class="p">}</span>
+        <span class="k">return</span> <span class="n">outputs</span></div>
+
+
+<div class="viewcode-block" id="BertTextClassification.preprocess">
+<a class="viewcode-back" href="../../../../../source/hezar.models.text_classification.bert.bert_text_classification.html#hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.preprocess">[docs]</a>
+    <span class="k">def</span> <span class="nf">preprocess</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputs</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="n">inputs</span> <span class="o">=</span> <span class="p">[</span><span class="n">inputs</span><span class="p">]</span>
+        <span class="k">if</span> <span class="s2">&quot;text_normalizer&quot;</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">:</span>
+            <span class="n">normalizer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">[</span><span class="s2">&quot;text_normalizer&quot;</span><span class="p">]</span>
+            <span class="n">inputs</span> <span class="o">=</span> <span class="n">normalizer</span><span class="p">(</span><span class="n">inputs</span><span class="p">)</span>
+        <span class="n">tokenizer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">tokenizer_name</span><span class="p">]</span>
+        <span class="n">inputs</span> <span class="o">=</span> <span class="n">tokenizer</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="n">return_tensors</span><span class="o">=</span><span class="s2">&quot;pt&quot;</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">device</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">inputs</span></div>
+
+
+<div class="viewcode-block" id="BertTextClassification.post_process">
+<a class="viewcode-back" href="../../../../../source/hezar.models.text_classification.bert.bert_text_classification.html#hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.post_process">[docs]</a>
+    <span class="k">def</span> <span class="nf">post_process</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">model_outputs</span><span class="p">:</span> <span class="nb">dict</span><span class="p">,</span> <span class="n">top_k</span><span class="o">=</span><span class="mi">1</span><span class="p">):</span>
+        <span class="n">output_logits</span> <span class="o">=</span> <span class="n">model_outputs</span><span class="p">[</span><span class="s2">&quot;logits&quot;</span><span class="p">]</span>
+        <span class="n">outputs</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">logits</span> <span class="ow">in</span> <span class="n">output_logits</span><span class="p">:</span>
+            <span class="n">probs</span> <span class="o">=</span> <span class="n">logits</span><span class="o">.</span><span class="n">softmax</span><span class="p">(</span><span class="n">dim</span><span class="o">=-</span><span class="mi">1</span><span class="p">)</span>
+            <span class="n">scores</span><span class="p">,</span> <span class="n">label_ids</span> <span class="o">=</span> <span class="n">probs</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">descending</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+            <span class="n">row</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="p">(</span><span class="n">score</span><span class="p">,</span> <span class="n">label_id</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">scores</span><span class="p">,</span> <span class="n">label_ids</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">i</span> <span class="o">==</span> <span class="n">top_k</span><span class="p">:</span>
+                    <span class="k">break</span>
+                <span class="n">label_str</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">id2label</span><span class="p">[</span><span class="n">label_id</span><span class="o">.</span><span class="n">item</span><span class="p">()]</span>
+                <span class="n">score</span> <span class="o">=</span> <span class="n">score</span><span class="o">.</span><span class="n">item</span><span class="p">()</span>
+                <span class="n">row</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">TextClassificationOutput</span><span class="p">(</span><span class="n">label</span><span class="o">=</span><span class="n">label_str</span><span class="p">,</span> <span class="n">score</span><span class="o">=</span><span class="n">score</span><span class="p">))</span>
+            <span class="n">outputs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">row</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">outputs</span></div>
+</div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          
+          
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+            </div>
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\ No newline at end of file
diff --git a/_modules/hezar/models/text_classification/bert/bert_text_classification_config.html b/_modules/hezar/models/text_classification/bert/bert_text_classification_config.html
new file mode 100644
index 00000000..f61b84a0
--- /dev/null
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../../../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
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+          <h1>Source code for hezar.models.text_classification.bert.bert_text_classification_config</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span>
+
+<span class="kn">from</span> <span class="nn">....configs</span> <span class="kn">import</span> <span class="n">ModelConfig</span>
+<span class="kn">from</span> <span class="nn">....constants</span> <span class="kn">import</span> <span class="n">TaskType</span>
+
+
+<div class="viewcode-block" id="BertTextClassificationConfig">
+<a class="viewcode-back" href="../../../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">BertTextClassificationConfig</span><span class="p">(</span><span class="n">ModelConfig</span><span class="p">):</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;bert_text_classification&quot;</span>
+    <span class="n">task</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="n">TaskType</span><span class="o">.</span><span class="n">TEXT_CLASSIFICATION</span>
+    <span class="n">num_labels</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">id2label</span><span class="p">:</span> <span class="nb">dict</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">vocab_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">42000</span>
+    <span class="n">hidden_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">768</span>
+    <span class="n">num_hidden_layers</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">12</span>
+    <span class="n">num_attention_heads</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">12</span>
+    <span class="n">intermediate_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">3072</span>
+    <span class="n">hidden_act</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;gelu&quot;</span>
+    <span class="n">hidden_dropout_prob</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.1</span>
+    <span class="n">attention_probs_dropout_prob</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.1</span>
+    <span class="n">max_position_embeddings</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">512</span>
+    <span class="n">type_vocab_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">2</span>
+    <span class="n">initializer_range</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.02</span>
+    <span class="n">layer_norm_eps</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">1e-12</span>
+    <span class="n">pad_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">position_embedding_type</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;absolute&quot;</span>
+    <span class="n">use_cache</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">classifier_dropout</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="kc">None</span></div>
+
+</pre></div>
+        </article>
+      </div>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
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+        <article role="main">
+          <h1>Source code for hezar.models.text_classification.distilbert.distilbert_text_classification</h1><div class="highlight"><pre>
+<span></span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">A DistilBERT model for text classification built using HuggingFace Transformers</span>
+<span class="sd">&quot;&quot;&quot;</span>
+<span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span>
+
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">List</span>
+
+<span class="kn">import</span> <span class="nn">torch</span>
+<span class="kn">from</span> <span class="nn">torch</span> <span class="kn">import</span> <span class="n">nn</span>
+
+<span class="kn">from</span> <span class="nn">....constants</span> <span class="kn">import</span> <span class="n">Backends</span>
+<span class="kn">from</span> <span class="nn">....registry</span> <span class="kn">import</span> <span class="n">register_model</span>
+<span class="kn">from</span> <span class="nn">....utils</span> <span class="kn">import</span> <span class="n">is_backend_available</span>
+<span class="kn">from</span> <span class="nn">...model</span> <span class="kn">import</span> <span class="n">Model</span>
+<span class="kn">from</span> <span class="nn">...model_outputs</span> <span class="kn">import</span> <span class="n">TextClassificationOutput</span>
+<span class="kn">from</span> <span class="nn">.distilbert_text_classification_config</span> <span class="kn">import</span> <span class="n">DistilBertTextClassificationConfig</span>
+
+
+<span class="k">if</span> <span class="n">is_backend_available</span><span class="p">(</span><span class="n">Backends</span><span class="o">.</span><span class="n">TRANSFORMERS</span><span class="p">):</span>
+    <span class="kn">from</span> <span class="nn">transformers</span> <span class="kn">import</span> <span class="n">DistilBertConfig</span><span class="p">,</span> <span class="n">DistilBertModel</span>
+
+<span class="n">_required_backends</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="n">Backends</span><span class="o">.</span><span class="n">TRANSFORMERS</span><span class="p">,</span>
+    <span class="n">Backends</span><span class="o">.</span><span class="n">TOKENIZERS</span><span class="p">,</span>
+<span class="p">]</span>
+
+
+<div class="viewcode-block" id="DistilBertTextClassification">
+<a class="viewcode-back" href="../../../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification.html#hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification">[docs]</a>
+<span class="nd">@register_model</span><span class="p">(</span><span class="n">model_name</span><span class="o">=</span><span class="s2">&quot;distilbert_text_classification&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">DistilBertTextClassificationConfig</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">DistilBertTextClassification</span><span class="p">(</span><span class="n">Model</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A standard 🤗Transformers DistilBert model for text classification</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        config: The whole model config including arguments needed for the inner 🤗Transformers model.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">required_backends</span> <span class="o">=</span> <span class="n">_required_backends</span>
+    <span class="n">tokenizer_name</span> <span class="o">=</span> <span class="s2">&quot;wordpiece_tokenizer&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">DistilBertTextClassificationConfig</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">distilbert</span> <span class="o">=</span> <span class="n">DistilBertModel</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_build_inner_config</span><span class="p">())</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">pre_classifier</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">dim</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">dim</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">classifier</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">dim</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">num_labels</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">dropout</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Dropout</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">seq_classif_dropout</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_build_inner_config</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">num_labels</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">id2label</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Both `num_labels` and `id2label` are None. Please provide at least one of them!&quot;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">id2label</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">num_labels</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">num_labels</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">id2label</span><span class="p">)</span>
+        <span class="n">bert_config</span> <span class="o">=</span> <span class="n">DistilBertConfig</span><span class="p">(</span><span class="o">**</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">bert_config</span>
+
+<div class="viewcode-block" id="DistilBertTextClassification.forward">
+<a class="viewcode-back" href="../../../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification.html#hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification.forward">[docs]</a>
+    <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">token_ids</span><span class="p">,</span>
+        <span class="n">attention_mask</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">head_mask</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">inputs_embeds</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_attentions</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_hidden_states</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
+    <span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">:</span>
+        <span class="n">lm_outputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">distilbert</span><span class="p">(</span>
+            <span class="n">input_ids</span><span class="o">=</span><span class="n">token_ids</span><span class="p">,</span>
+            <span class="n">attention_mask</span><span class="o">=</span><span class="n">attention_mask</span><span class="p">,</span>
+            <span class="n">head_mask</span><span class="o">=</span><span class="n">head_mask</span><span class="p">,</span>
+            <span class="n">inputs_embeds</span><span class="o">=</span><span class="n">inputs_embeds</span><span class="p">,</span>
+            <span class="n">output_attentions</span><span class="o">=</span><span class="n">output_attentions</span><span class="p">,</span>
+            <span class="n">output_hidden_states</span><span class="o">=</span><span class="n">output_hidden_states</span><span class="p">,</span>
+            <span class="n">return_dict</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+        <span class="p">)</span>
+        <span class="n">hidden_state</span> <span class="o">=</span> <span class="n">lm_outputs</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+        <span class="n">pooled_output</span> <span class="o">=</span> <span class="n">hidden_state</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">]</span>  <span class="c1"># classification output</span>
+        <span class="n">pooled_output</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">pre_classifier</span><span class="p">(</span><span class="n">pooled_output</span><span class="p">)</span>
+        <span class="n">pooled_output</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">ReLU</span><span class="p">()(</span><span class="n">pooled_output</span><span class="p">)</span>
+        <span class="n">pooled_output</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">dropout</span><span class="p">(</span><span class="n">pooled_output</span><span class="p">)</span>
+        <span class="n">logits</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">classifier</span><span class="p">(</span><span class="n">pooled_output</span><span class="p">)</span>
+
+        <span class="n">outputs</span> <span class="o">=</span> <span class="p">{</span>
+            <span class="s2">&quot;logits&quot;</span><span class="p">:</span> <span class="n">logits</span><span class="p">,</span>
+            <span class="s2">&quot;hidden_states&quot;</span><span class="p">:</span> <span class="n">lm_outputs</span><span class="o">.</span><span class="n">hidden_states</span><span class="p">,</span>
+            <span class="s2">&quot;attentions&quot;</span><span class="p">:</span> <span class="n">lm_outputs</span><span class="o">.</span><span class="n">attentions</span><span class="p">,</span>
+        <span class="p">}</span>
+        <span class="k">return</span> <span class="n">outputs</span></div>
+
+
+<div class="viewcode-block" id="DistilBertTextClassification.compute_loss">
+<a class="viewcode-back" href="../../../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification.html#hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification.compute_loss">[docs]</a>
+    <span class="k">def</span> <span class="nf">compute_loss</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">logits</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">,</span> <span class="n">labels</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">:</span>
+        <span class="n">criterion</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">CrossEntropyLoss</span><span class="p">()</span>
+        <span class="n">loss</span> <span class="o">=</span> <span class="n">criterion</span><span class="p">(</span><span class="n">logits</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">num_labels</span><span class="p">),</span> <span class="n">labels</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">))</span>
+        <span class="k">return</span> <span class="n">loss</span></div>
+
+
+<div class="viewcode-block" id="DistilBertTextClassification.preprocess">
+<a class="viewcode-back" href="../../../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification.html#hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification.preprocess">[docs]</a>
+    <span class="k">def</span> <span class="nf">preprocess</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputs</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="n">inputs</span> <span class="o">=</span> <span class="p">[</span><span class="n">inputs</span><span class="p">]</span>
+        <span class="k">if</span> <span class="s2">&quot;text_normalizer&quot;</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">:</span>
+            <span class="n">normalizer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">[</span><span class="s2">&quot;text_normalizer&quot;</span><span class="p">]</span>
+            <span class="n">inputs</span> <span class="o">=</span> <span class="n">normalizer</span><span class="p">(</span><span class="n">inputs</span><span class="p">)</span>
+        <span class="n">tokenizer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">tokenizer_name</span><span class="p">]</span>
+        <span class="n">inputs</span> <span class="o">=</span> <span class="n">tokenizer</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="n">return_tensors</span><span class="o">=</span><span class="s2">&quot;pt&quot;</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">device</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">inputs</span></div>
+
+
+<div class="viewcode-block" id="DistilBertTextClassification.post_process">
+<a class="viewcode-back" href="../../../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification.html#hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification.post_process">[docs]</a>
+    <span class="k">def</span> <span class="nf">post_process</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">model_outputs</span><span class="p">:</span> <span class="nb">dict</span><span class="p">,</span> <span class="n">top_k</span><span class="o">=</span><span class="mi">1</span><span class="p">):</span>
+        <span class="n">output_logits</span> <span class="o">=</span> <span class="n">model_outputs</span><span class="p">[</span><span class="s2">&quot;logits&quot;</span><span class="p">]</span>
+        <span class="n">outputs</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">logits</span> <span class="ow">in</span> <span class="n">output_logits</span><span class="p">:</span>
+            <span class="n">probs</span> <span class="o">=</span> <span class="n">logits</span><span class="o">.</span><span class="n">softmax</span><span class="p">(</span><span class="n">dim</span><span class="o">=-</span><span class="mi">1</span><span class="p">)</span>
+            <span class="n">scores</span><span class="p">,</span> <span class="n">label_ids</span> <span class="o">=</span> <span class="n">probs</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">descending</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+            <span class="n">row</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="p">(</span><span class="n">score</span><span class="p">,</span> <span class="n">label_id</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">scores</span><span class="p">,</span> <span class="n">label_ids</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">i</span> <span class="o">==</span> <span class="n">top_k</span><span class="p">:</span>
+                    <span class="k">break</span>
+                <span class="n">label_str</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">id2label</span><span class="p">[</span><span class="n">label_id</span><span class="o">.</span><span class="n">item</span><span class="p">()]</span>
+                <span class="n">score</span> <span class="o">=</span> <span class="n">score</span><span class="o">.</span><span class="n">item</span><span class="p">()</span>
+                <span class="n">row</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">TextClassificationOutput</span><span class="p">(</span><span class="n">label</span><span class="o">=</span><span class="n">label_str</span><span class="p">,</span> <span class="n">score</span><span class="o">=</span><span class="n">score</span><span class="p">))</span>
+            <span class="n">outputs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">row</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">outputs</span></div>
+</div>
+
+</pre></div>
+        </article>
+      </div>
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+        
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diff --git a/_modules/hezar/models/text_classification/distilbert/distilbert_text_classification_config.html b/_modules/hezar/models/text_classification/distilbert/distilbert_text_classification_config.html
new file mode 100644
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+<!doctype html>
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+          <h1>Source code for hezar.models.text_classification.distilbert.distilbert_text_classification_config</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span>
+
+<span class="kn">from</span> <span class="nn">....configs</span> <span class="kn">import</span> <span class="n">ModelConfig</span>
+<span class="kn">from</span> <span class="nn">....constants</span> <span class="kn">import</span> <span class="n">TaskType</span>
+
+
+<div class="viewcode-block" id="DistilBertTextClassificationConfig">
+<a class="viewcode-back" href="../../../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">DistilBertTextClassificationConfig</span><span class="p">(</span><span class="n">ModelConfig</span><span class="p">):</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;distilbert_text_classification&quot;</span>
+    <span class="n">task</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="n">TaskType</span><span class="o">.</span><span class="n">TEXT_CLASSIFICATION</span>
+    <span class="n">num_labels</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">id2label</span><span class="p">:</span> <span class="nb">dict</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">activation</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;gelu&quot;</span>
+    <span class="n">attention_dropout</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.1</span>
+    <span class="n">dim</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">768</span>
+    <span class="n">dropout</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.1</span>
+    <span class="n">hidden_dim</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">3072</span>
+    <span class="n">initializer_range</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.02</span>
+    <span class="n">max_position_embeddings</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">512</span>
+    <span class="n">n_heads</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">12</span>
+    <span class="n">n_layers</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">6</span>
+    <span class="n">output_past</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">pad_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">qa_dropout</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.1</span>
+    <span class="n">seq_classif_dropout</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.2</span>
+    <span class="n">tie_weights_</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">vocab_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">42000</span></div>
+
+</pre></div>
+        </article>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
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+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../../../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../../../source/hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
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+          <h1>Source code for hezar.models.text_classification.roberta.roberta_text_classification</h1><div class="highlight"><pre>
+<span></span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">A RoBERTa Language Model (HuggingFace Transformers) wrapped by a Hezar Model class</span>
+<span class="sd">&quot;&quot;&quot;</span>
+<span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span>
+
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span>
+
+<span class="kn">import</span> <span class="nn">torch</span>
+<span class="kn">from</span> <span class="nn">torch</span> <span class="kn">import</span> <span class="n">nn</span><span class="p">,</span> <span class="n">tanh</span>
+
+<span class="kn">from</span> <span class="nn">....constants</span> <span class="kn">import</span> <span class="n">Backends</span>
+<span class="kn">from</span> <span class="nn">....registry</span> <span class="kn">import</span> <span class="n">register_model</span>
+<span class="kn">from</span> <span class="nn">....utils</span> <span class="kn">import</span> <span class="n">is_backend_available</span>
+<span class="kn">from</span> <span class="nn">...model</span> <span class="kn">import</span> <span class="n">Model</span>
+<span class="kn">from</span> <span class="nn">...model_outputs</span> <span class="kn">import</span> <span class="n">TextClassificationOutput</span>
+<span class="kn">from</span> <span class="nn">.roberta_text_classification_config</span> <span class="kn">import</span> <span class="n">RobertaTextClassificationConfig</span>
+
+
+<span class="k">if</span> <span class="n">is_backend_available</span><span class="p">(</span><span class="n">Backends</span><span class="o">.</span><span class="n">TRANSFORMERS</span><span class="p">):</span>
+    <span class="kn">from</span> <span class="nn">transformers</span> <span class="kn">import</span> <span class="n">RobertaConfig</span><span class="p">,</span> <span class="n">RobertaModel</span>
+
+<span class="n">_required_backends</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="n">Backends</span><span class="o">.</span><span class="n">TRANSFORMERS</span><span class="p">,</span>
+    <span class="n">Backends</span><span class="o">.</span><span class="n">TOKENIZERS</span><span class="p">,</span>
+<span class="p">]</span>
+
+
+<div class="viewcode-block" id="RobertaTextClassification">
+<a class="viewcode-back" href="../../../../../source/hezar.models.text_classification.roberta.roberta_text_classification.html#hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification">[docs]</a>
+<span class="nd">@register_model</span><span class="p">(</span><span class="s2">&quot;roberta_text_classification&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">RobertaTextClassificationConfig</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">RobertaTextClassification</span><span class="p">(</span><span class="n">Model</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A standard 🤗Transformers RoBERTa model for text classification</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        config: The whole model config including arguments needed for the inner 🤗Transformers model.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">required_backends</span> <span class="o">=</span> <span class="n">_required_backends</span>
+    <span class="n">tokenizer_name</span> <span class="o">=</span> <span class="s2">&quot;bpe_tokenizer&quot;</span>
+    <span class="n">skip_keys_on_load</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;model.embeddings.position_ids&quot;</span><span class="p">,</span> <span class="s2">&quot;roberta.embeddings.position_ids&quot;</span><span class="p">]</span>  <span class="c1"># For older versions</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="o">=</span><span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">roberta</span> <span class="o">=</span> <span class="n">RobertaModel</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_build_inner_config</span><span class="p">(),</span> <span class="n">add_pooling_layer</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">classifier</span> <span class="o">=</span> <span class="n">RobertaClassificationHead</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_build_inner_config</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">num_labels</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">id2label</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Both `num_labels` and `id2label` are None. Please provide at least one of them!&quot;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">id2label</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">num_labels</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">num_labels</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">id2label</span><span class="p">)</span>
+        <span class="n">bert_config</span> <span class="o">=</span> <span class="n">RobertaConfig</span><span class="p">(</span><span class="o">**</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">bert_config</span>
+
+<div class="viewcode-block" id="RobertaTextClassification.forward">
+<a class="viewcode-back" href="../../../../../source/hezar.models.text_classification.roberta.roberta_text_classification.html#hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.forward">[docs]</a>
+    <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">token_ids</span><span class="p">,</span>
+        <span class="n">attention_mask</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">token_type_ids</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">position_ids</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">head_mask</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">inputs_embeds</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_attentions</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_hidden_states</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">return_dict</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
+    <span class="p">):</span>
+        <span class="n">lm_outputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">roberta</span><span class="p">(</span>
+            <span class="n">token_ids</span><span class="p">,</span>
+            <span class="n">attention_mask</span><span class="o">=</span><span class="n">attention_mask</span><span class="p">,</span>
+            <span class="n">token_type_ids</span><span class="o">=</span><span class="n">token_type_ids</span><span class="p">,</span>
+            <span class="n">position_ids</span><span class="o">=</span><span class="n">position_ids</span><span class="p">,</span>
+            <span class="n">head_mask</span><span class="o">=</span><span class="n">head_mask</span><span class="p">,</span>
+            <span class="n">inputs_embeds</span><span class="o">=</span><span class="n">inputs_embeds</span><span class="p">,</span>
+            <span class="n">output_attentions</span><span class="o">=</span><span class="n">output_attentions</span><span class="p">,</span>
+            <span class="n">output_hidden_states</span><span class="o">=</span><span class="n">output_hidden_states</span><span class="p">,</span>
+            <span class="n">return_dict</span><span class="o">=</span><span class="n">return_dict</span><span class="p">,</span>
+        <span class="p">)</span>
+        <span class="n">sequence_output</span> <span class="o">=</span> <span class="n">lm_outputs</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+        <span class="n">logits</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">classifier</span><span class="p">(</span><span class="n">sequence_output</span><span class="p">)</span>
+
+        <span class="n">outputs</span> <span class="o">=</span> <span class="p">{</span>
+            <span class="s2">&quot;logits&quot;</span><span class="p">:</span> <span class="n">logits</span><span class="p">,</span>
+            <span class="s2">&quot;hidden_states&quot;</span><span class="p">:</span> <span class="n">lm_outputs</span><span class="o">.</span><span class="n">hidden_states</span><span class="p">,</span>
+            <span class="s2">&quot;attentions&quot;</span><span class="p">:</span> <span class="n">lm_outputs</span><span class="o">.</span><span class="n">attentions</span><span class="p">,</span>
+        <span class="p">}</span>
+        <span class="k">return</span> <span class="n">outputs</span></div>
+
+
+<div class="viewcode-block" id="RobertaTextClassification.compute_loss">
+<a class="viewcode-back" href="../../../../../source/hezar.models.text_classification.roberta.roberta_text_classification.html#hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.compute_loss">[docs]</a>
+    <span class="k">def</span> <span class="nf">compute_loss</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputs</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">,</span> <span class="n">targets</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">:</span>
+        <span class="n">criterion</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">CrossEntropyLoss</span><span class="p">()</span>
+        <span class="n">loss</span> <span class="o">=</span> <span class="n">criterion</span><span class="p">(</span><span class="n">inputs</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">num_labels</span><span class="p">),</span> <span class="n">targets</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">))</span>
+        <span class="k">return</span> <span class="n">loss</span></div>
+
+
+<div class="viewcode-block" id="RobertaTextClassification.preprocess">
+<a class="viewcode-back" href="../../../../../source/hezar.models.text_classification.roberta.roberta_text_classification.html#hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.preprocess">[docs]</a>
+    <span class="k">def</span> <span class="nf">preprocess</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputs</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="n">inputs</span> <span class="o">=</span> <span class="p">[</span><span class="n">inputs</span><span class="p">]</span>
+        <span class="k">if</span> <span class="s2">&quot;text_normalizer&quot;</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">:</span>
+            <span class="n">normalizer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">[</span><span class="s2">&quot;text_normalizer&quot;</span><span class="p">]</span>
+            <span class="n">inputs</span> <span class="o">=</span> <span class="n">normalizer</span><span class="p">(</span><span class="n">inputs</span><span class="p">)</span>
+        <span class="n">tokenizer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">tokenizer_name</span><span class="p">]</span>
+        <span class="n">inputs</span> <span class="o">=</span> <span class="n">tokenizer</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="n">return_tensors</span><span class="o">=</span><span class="s2">&quot;pt&quot;</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">device</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">inputs</span></div>
+
+
+<div class="viewcode-block" id="RobertaTextClassification.post_process">
+<a class="viewcode-back" href="../../../../../source/hezar.models.text_classification.roberta.roberta_text_classification.html#hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.post_process">[docs]</a>
+    <span class="k">def</span> <span class="nf">post_process</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">model_outputs</span><span class="p">:</span> <span class="nb">dict</span><span class="p">,</span> <span class="n">top_k</span><span class="o">=</span><span class="mi">1</span><span class="p">):</span>
+        <span class="n">output_logits</span> <span class="o">=</span> <span class="n">model_outputs</span><span class="p">[</span><span class="s2">&quot;logits&quot;</span><span class="p">]</span>
+        <span class="n">outputs</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">logits</span> <span class="ow">in</span> <span class="n">output_logits</span><span class="p">:</span>
+            <span class="n">probs</span> <span class="o">=</span> <span class="n">logits</span><span class="o">.</span><span class="n">softmax</span><span class="p">(</span><span class="n">dim</span><span class="o">=-</span><span class="mi">1</span><span class="p">)</span>
+            <span class="n">scores</span><span class="p">,</span> <span class="n">label_ids</span> <span class="o">=</span> <span class="n">probs</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">descending</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+            <span class="n">row</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="p">(</span><span class="n">score</span><span class="p">,</span> <span class="n">label_id</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">scores</span><span class="p">,</span> <span class="n">label_ids</span><span class="p">)):</span>
+                <span class="k">if</span> <span class="n">i</span> <span class="o">==</span> <span class="n">top_k</span><span class="p">:</span>
+                    <span class="k">break</span>
+                <span class="n">label_str</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">id2label</span><span class="p">[</span><span class="n">label_id</span><span class="o">.</span><span class="n">item</span><span class="p">()]</span>
+                <span class="n">score</span> <span class="o">=</span> <span class="n">score</span><span class="o">.</span><span class="n">item</span><span class="p">()</span>
+                <span class="n">row</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">TextClassificationOutput</span><span class="p">(</span><span class="n">label</span><span class="o">=</span><span class="n">label_str</span><span class="p">,</span> <span class="n">score</span><span class="o">=</span><span class="n">score</span><span class="p">))</span>
+            <span class="n">outputs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">row</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">outputs</span></div>
+</div>
+
+
+
+<div class="viewcode-block" id="RobertaClassificationHead">
+<a class="viewcode-back" href="../../../../../source/hezar.models.text_classification.roberta.roberta_text_classification.html#hezar.models.text_classification.roberta.roberta_text_classification.RobertaClassificationHead">[docs]</a>
+<span class="k">class</span> <span class="nc">RobertaClassificationHead</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;Head for sentence-level classification tasks.&quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">dense</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="n">config</span><span class="o">.</span><span class="n">hidden_size</span><span class="p">,</span> <span class="n">config</span><span class="o">.</span><span class="n">hidden_size</span><span class="p">)</span>
+        <span class="n">classifier_dropout</span> <span class="o">=</span> <span class="p">(</span>
+            <span class="n">config</span><span class="o">.</span><span class="n">classifier_dropout</span> <span class="k">if</span> <span class="n">config</span><span class="o">.</span><span class="n">classifier_dropout</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="k">else</span> <span class="n">config</span><span class="o">.</span><span class="n">hidden_dropout_prob</span>
+        <span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">dropout</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Dropout</span><span class="p">(</span><span class="n">classifier_dropout</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">out_proj</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="n">config</span><span class="o">.</span><span class="n">hidden_size</span><span class="p">,</span> <span class="n">config</span><span class="o">.</span><span class="n">num_labels</span><span class="p">)</span>
+
+<div class="viewcode-block" id="RobertaClassificationHead.forward">
+<a class="viewcode-back" href="../../../../../source/hezar.models.text_classification.roberta.roberta_text_classification.html#hezar.models.text_classification.roberta.roberta_text_classification.RobertaClassificationHead.forward">[docs]</a>
+    <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputs</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="n">x</span> <span class="o">=</span> <span class="n">inputs</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">,</span> <span class="p">:]</span>  <span class="c1"># take &lt;s&gt; token (equiv. to [CLS])</span>
+        <span class="n">x</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">dropout</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+        <span class="n">x</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">dense</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+        <span class="n">x</span> <span class="o">=</span> <span class="n">tanh</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+        <span class="n">x</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">dropout</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+        <span class="n">x</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">out_proj</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">x</span></div>
+</div>
+
+</pre></div>
+        </article>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.f1.html">hezar.metrics.f1 module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.metric.html">hezar.metrics.metric module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.precision.html">hezar.metrics.precision module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.recall.html">hezar.metrics.recall module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.rouge.html">hezar.metrics.rouge module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.seqeval.html">hezar.metrics.seqeval module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.wer.html">hezar.metrics.wer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../../../source/hezar.models.html">hezar.models package</a><input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" role="switch" type="checkbox"/><label for="toctree-checkbox-10"><div class="visually-hidden">Toggle navigation of hezar.models package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.bert.bert.html">hezar.models.backbone.bert.bert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.bert.bert_config.html">hezar.models.backbone.bert.bert_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.backbone.distilbert.html">hezar.models.backbone.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" role="switch" type="checkbox"/><label for="toctree-checkbox-13"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.distilbert.distilbert.html">hezar.models.backbone.distilbert.distilbert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+          <h1>Source code for hezar.models.text_classification.roberta.roberta_text_classification_config</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span>
+
+<span class="kn">from</span> <span class="nn">....configs</span> <span class="kn">import</span> <span class="n">ModelConfig</span>
+<span class="kn">from</span> <span class="nn">....constants</span> <span class="kn">import</span> <span class="n">TaskType</span>
+
+
+<div class="viewcode-block" id="RobertaTextClassificationConfig">
+<a class="viewcode-back" href="../../../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">RobertaTextClassificationConfig</span><span class="p">(</span><span class="n">ModelConfig</span><span class="p">):</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;roberta_text_classification&quot;</span>
+    <span class="n">task</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="n">TaskType</span><span class="o">.</span><span class="n">TEXT_CLASSIFICATION</span>
+    <span class="n">num_labels</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">id2label</span><span class="p">:</span> <span class="nb">dict</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">attention_probs_dropout_prob</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.1</span>
+    <span class="n">bos_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">eos_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">2</span>
+    <span class="n">gradient_checkpointing</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span>
+    <span class="n">hidden_act</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;gelu&quot;</span>
+    <span class="n">hidden_dropout_prob</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.1</span>
+    <span class="n">hidden_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">768</span>
+    <span class="n">classifier_dropout</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">initializer_range</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mf">0.02</span>
+    <span class="n">intermediate_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">3072</span>
+    <span class="n">layer_norm_eps</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">1e-12</span>
+    <span class="n">max_position_embeddings</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">514</span>
+    <span class="n">num_attention_heads</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">12</span>
+    <span class="n">num_hidden_layers</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">12</span>
+    <span class="n">pad_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="n">position_embedding_type</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;absolute&quot;</span>
+    <span class="n">type_vocab_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="n">use_cache</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">vocab_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">42000</span></div>
+
+</pre></div>
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+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
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+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../../../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../../../source/hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
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+<li class="toctree-l1"><a class="reference internal" href="../../../../../contributing.html">Contributing to Hezar</a></li>
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+    </div>
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+  <div class="main">
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+        <article role="main">
+          <h1>Source code for hezar.models.text_generation.gpt2.gpt2_text_generation</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span>
+
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span>
+
+<span class="kn">import</span> <span class="nn">torch</span>
+
+<span class="kn">from</span> <span class="nn">....constants</span> <span class="kn">import</span> <span class="n">Backends</span>
+<span class="kn">from</span> <span class="nn">....registry</span> <span class="kn">import</span> <span class="n">register_model</span>
+<span class="kn">from</span> <span class="nn">....utils</span> <span class="kn">import</span> <span class="n">is_backend_available</span>
+<span class="kn">from</span> <span class="nn">...model</span> <span class="kn">import</span> <span class="n">Model</span>
+<span class="kn">from</span> <span class="nn">...model_outputs</span> <span class="kn">import</span> <span class="n">TextGenerationOutput</span>
+<span class="kn">from</span> <span class="nn">.gpt2_text_generation_config</span> <span class="kn">import</span> <span class="n">GPT2TextGenerationConfig</span>
+
+
+<span class="k">if</span> <span class="n">is_backend_available</span><span class="p">(</span><span class="n">Backends</span><span class="o">.</span><span class="n">TRANSFORMERS</span><span class="p">):</span>
+    <span class="kn">from</span> <span class="nn">transformers</span> <span class="kn">import</span> <span class="p">(</span>
+        <span class="n">GenerationConfig</span><span class="p">,</span>
+        <span class="n">GPT2Config</span><span class="p">,</span>
+        <span class="n">GPT2LMHeadModel</span><span class="p">,</span>
+    <span class="p">)</span>
+
+<span class="n">_required_backends</span> <span class="o">=</span> <span class="p">[</span><span class="n">Backends</span><span class="o">.</span><span class="n">TRANSFORMERS</span><span class="p">,</span> <span class="n">Backends</span><span class="o">.</span><span class="n">TOKENIZERS</span><span class="p">]</span>
+
+
+<div class="viewcode-block" id="GPT2TextGeneration">
+<a class="viewcode-back" href="../../../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation.html#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration">[docs]</a>
+<span class="nd">@register_model</span><span class="p">(</span><span class="s2">&quot;gpt2_text_generation&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">GPT2TextGenerationConfig</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">GPT2TextGeneration</span><span class="p">(</span><span class="n">Model</span><span class="p">):</span>
+    <span class="n">is_generative</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">tokenizer_name</span> <span class="o">=</span> <span class="s2">&quot;bpe_tokenizer&quot;</span>
+    <span class="n">required_backends</span> <span class="o">=</span> <span class="n">_required_backends</span>
+    <span class="n">loss_fn_name</span> <span class="o">=</span> <span class="s2">&quot;cross_entropy&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">GPT2TextGenerationConfig</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">gpt2</span> <span class="o">=</span> <span class="n">GPT2LMHeadModel</span><span class="p">(</span><span class="n">config</span><span class="o">=</span><span class="n">GPT2Config</span><span class="p">(</span><span class="o">**</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="p">))</span>
+
+<div class="viewcode-block" id="GPT2TextGeneration.forward">
+<a class="viewcode-back" href="../../../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation.html#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.forward">[docs]</a>
+    <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">token_ids</span><span class="p">,</span>
+        <span class="n">past_key_values</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">attention_mask</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">token_type_ids</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">position_ids</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">head_mask</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">inputs_embeds</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">encoder_hidden_states</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">encoder_attention_mask</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">use_cache</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_attentions</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_hidden_states</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">return_dict</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="o">**</span><span class="n">kwargs</span>
+    <span class="p">):</span>
+        <span class="n">outputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">gpt2</span><span class="p">(</span>
+            <span class="n">input_ids</span><span class="o">=</span><span class="n">token_ids</span><span class="p">,</span>
+            <span class="n">past_key_values</span><span class="o">=</span><span class="n">past_key_values</span><span class="p">,</span>
+            <span class="n">attention_mask</span><span class="o">=</span><span class="n">attention_mask</span><span class="p">,</span>
+            <span class="n">token_type_ids</span><span class="o">=</span><span class="n">token_type_ids</span><span class="p">,</span>
+            <span class="n">position_ids</span><span class="o">=</span><span class="n">position_ids</span><span class="p">,</span>
+            <span class="n">head_mask</span><span class="o">=</span><span class="n">head_mask</span><span class="p">,</span>
+            <span class="n">inputs_embeds</span><span class="o">=</span><span class="n">inputs_embeds</span><span class="p">,</span>
+            <span class="n">encoder_hidden_states</span><span class="o">=</span><span class="n">encoder_hidden_states</span><span class="p">,</span>
+            <span class="n">encoder_attention_mask</span><span class="o">=</span><span class="n">encoder_attention_mask</span><span class="p">,</span>
+            <span class="n">labels</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">use_cache</span><span class="o">=</span><span class="n">use_cache</span><span class="p">,</span>
+            <span class="n">output_attentions</span><span class="o">=</span><span class="n">output_attentions</span><span class="p">,</span>
+            <span class="n">output_hidden_states</span><span class="o">=</span><span class="n">output_hidden_states</span><span class="p">,</span>
+            <span class="n">return_dict</span><span class="o">=</span><span class="n">return_dict</span><span class="p">,</span>
+        <span class="p">)</span>
+        <span class="k">return</span> <span class="nb">dict</span><span class="p">(</span><span class="n">outputs</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="GPT2TextGeneration.compute_loss">
+<a class="viewcode-back" href="../../../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation.html#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.compute_loss">[docs]</a>
+    <span class="k">def</span> <span class="nf">compute_loss</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">logits</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">,</span> <span class="n">labels</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">:</span>
+        <span class="n">labels</span> <span class="o">=</span> <span class="n">labels</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="n">logits</span><span class="o">.</span><span class="n">device</span><span class="p">)</span>
+        <span class="c1"># Shift so that tokens &lt; n predict n</span>
+        <span class="n">shift_logits</span> <span class="o">=</span> <span class="n">logits</span><span class="p">[</span><span class="o">...</span><span class="p">,</span> <span class="p">:</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="p">:]</span><span class="o">.</span><span class="n">contiguous</span><span class="p">()</span>
+        <span class="n">shift_labels</span> <span class="o">=</span> <span class="n">labels</span><span class="p">[</span><span class="o">...</span><span class="p">,</span> <span class="mi">1</span><span class="p">:]</span><span class="o">.</span><span class="n">contiguous</span><span class="p">()</span>
+        <span class="c1"># Compute loss</span>
+        <span class="n">loss</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">criterion</span><span class="p">(</span><span class="n">shift_logits</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="n">shift_logits</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">)),</span> <span class="n">shift_labels</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">))</span>
+        <span class="k">return</span> <span class="n">loss</span></div>
+
+
+<div class="viewcode-block" id="GPT2TextGeneration.generate">
+<a class="viewcode-back" href="../../../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation.html#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.generate">[docs]</a>
+    <span class="k">def</span> <span class="nf">generate</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">token_ids</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">generation</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">kwargs</span> <span class="ow">or</span> <span class="p">{})</span>
+        <span class="n">generation_config</span> <span class="o">=</span> <span class="n">GenerationConfig</span><span class="p">(</span><span class="o">**</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">generation</span><span class="p">)</span>
+        <span class="n">generated_ids</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">gpt2</span><span class="o">.</span><span class="n">generate</span><span class="p">(</span><span class="n">token_ids</span><span class="p">,</span> <span class="n">generation_config</span><span class="o">=</span><span class="n">generation_config</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">generated_ids</span></div>
+
+
+<div class="viewcode-block" id="GPT2TextGeneration.preprocess">
+<a class="viewcode-back" href="../../../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation.html#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.preprocess">[docs]</a>
+    <span class="k">def</span> <span class="nf">preprocess</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">texts</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="n">tokenizer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">tokenizer_name</span><span class="p">]</span>
+        <span class="n">inputs</span> <span class="o">=</span> <span class="n">tokenizer</span><span class="p">(</span><span class="n">texts</span><span class="p">,</span> <span class="n">return_tensors</span><span class="o">=</span><span class="s2">&quot;pt&quot;</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">device</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">inputs</span></div>
+
+
+<div class="viewcode-block" id="GPT2TextGeneration.post_process">
+<a class="viewcode-back" href="../../../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation.html#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.post_process">[docs]</a>
+    <span class="k">def</span> <span class="nf">post_process</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">generated_ids</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">):</span>
+        <span class="n">tokenizer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">tokenizer_name</span><span class="p">]</span>
+        <span class="n">decoded_outputs</span> <span class="o">=</span> <span class="n">tokenizer</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="n">generated_ids</span><span class="o">.</span><span class="n">cpu</span><span class="p">()</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span><span class="o">.</span><span class="n">tolist</span><span class="p">())</span>
+        <span class="n">outputs</span> <span class="o">=</span> <span class="p">[</span><span class="n">TextGenerationOutput</span><span class="p">(</span><span class="n">text</span><span class="o">=</span><span class="n">text</span><span class="p">)</span> <span class="k">for</span> <span class="n">text</span> <span class="ow">in</span> <span class="n">decoded_outputs</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">outputs</span></div>
+</div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
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diff --git a/_modules/hezar/models/text_generation/gpt2/gpt2_text_generation_config.html b/_modules/hezar/models/text_generation/gpt2/gpt2_text_generation_config.html
new file mode 100644
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+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../../../../../">
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.model.html">hezar.models.model module</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
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+          <h1>Source code for hezar.models.text_generation.gpt2.gpt2_text_generation_config</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span><span class="p">,</span> <span class="n">field</span>
+
+<span class="kn">from</span> <span class="nn">....configs</span> <span class="kn">import</span> <span class="n">ModelConfig</span>
+
+
+<div class="viewcode-block" id="GenerationConfig">
+<a class="viewcode-back" href="../../../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">GenerationConfig</span><span class="p">(</span><span class="n">ModelConfig</span><span class="p">):</span>
+    <span class="n">bos_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">decoder_start_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">early_stopping</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">eos_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">2</span>
+    <span class="n">length_penalty</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">2.0</span>
+    <span class="n">max_new_tokens</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">50</span>
+    <span class="n">no_repeat_ngram_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">3</span>
+    <span class="n">num_beams</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">4</span>
+    <span class="n">pad_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1</span></div>
+
+
+
+<div class="viewcode-block" id="GPT2TextGenerationConfig">
+<a class="viewcode-back" href="../../../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">GPT2TextGenerationConfig</span><span class="p">(</span><span class="n">ModelConfig</span><span class="p">):</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;gpt2_text_generation&quot;</span>
+    <span class="n">add_cross_attention</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span>
+    <span class="n">vocab_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">42001</span>
+    <span class="n">attn_pdrop</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.1</span>
+    <span class="n">bos_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">5</span>
+    <span class="n">embd_pdrop</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.1</span>
+    <span class="n">eos_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">5</span>
+    <span class="n">gradient_checkpointing</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span>
+    <span class="n">initializer_range</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.02</span>
+    <span class="n">layer_norm_epsilon</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">1e-05</span>
+    <span class="n">model_type</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;gpt2&quot;</span>
+    <span class="n">n_ctx</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1024</span>
+    <span class="n">n_embd</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">768</span>
+    <span class="n">n_head</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">12</span>
+    <span class="n">n_inner</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">n_layer</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">12</span>
+    <span class="n">n_positions</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1024</span>
+    <span class="n">resid_pdrop</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.1</span>
+    <span class="n">summary_activation</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span>
+    <span class="n">summary_first_dropout</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.1</span>
+    <span class="n">use_cache</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">generation</span><span class="p">:</span> <span class="n">GenerationConfig</span> <span class="o">=</span> <span class="n">field</span><span class="p">(</span><span class="n">default_factory</span><span class="o">=</span><span class="n">GenerationConfig</span><span class="p">)</span></div>
+
+</pre></div>
+        </article>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.bert.bert.html">hezar.models.backbone.bert.bert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.bert.bert_config.html">hezar.models.backbone.bert.bert_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.distilbert.distilbert.html">hezar.models.backbone.distilbert.distilbert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
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+        <article role="main">
+          <h1>Source code for hezar.models.text_generation.t5.t5_text_generation</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span>
+
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">List</span>
+
+<span class="kn">import</span> <span class="nn">torch</span>
+
+<span class="kn">from</span> <span class="nn">....constants</span> <span class="kn">import</span> <span class="n">Backends</span>
+<span class="kn">from</span> <span class="nn">....registry</span> <span class="kn">import</span> <span class="n">register_model</span>
+<span class="kn">from</span> <span class="nn">....utils</span> <span class="kn">import</span> <span class="n">is_backend_available</span>
+<span class="kn">from</span> <span class="nn">...model</span> <span class="kn">import</span> <span class="n">Model</span>
+<span class="kn">from</span> <span class="nn">...model_outputs</span> <span class="kn">import</span> <span class="n">TextGenerationOutput</span>
+<span class="kn">from</span> <span class="nn">.t5_text_generation_config</span> <span class="kn">import</span> <span class="n">T5TextGenerationConfig</span>
+
+
+<span class="k">if</span> <span class="n">is_backend_available</span><span class="p">(</span><span class="n">Backends</span><span class="o">.</span><span class="n">TRANSFORMERS</span><span class="p">):</span>
+    <span class="kn">from</span> <span class="nn">transformers</span> <span class="kn">import</span> <span class="n">T5Config</span><span class="p">,</span> <span class="n">T5ForConditionalGeneration</span>
+
+<span class="n">_required_backends</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="n">Backends</span><span class="o">.</span><span class="n">TRANSFORMERS</span><span class="p">,</span>
+    <span class="n">Backends</span><span class="o">.</span><span class="n">TOKENIZERS</span><span class="p">,</span>
+<span class="p">]</span>
+
+
+<div class="viewcode-block" id="T5TextGeneration">
+<a class="viewcode-back" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation.html#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration">[docs]</a>
+<span class="nd">@register_model</span><span class="p">(</span><span class="s2">&quot;t5_text_generation&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">T5TextGenerationConfig</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">T5TextGeneration</span><span class="p">(</span><span class="n">Model</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    T5 for text to text generation</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">is_generative</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">required_backends</span> <span class="o">=</span> <span class="n">_required_backends</span>
+    <span class="n">tokenizer_name</span> <span class="o">=</span> <span class="s2">&quot;sentencepiece_unigram_tokenizer&quot;</span>
+    <span class="n">loss_fn_name</span> <span class="o">=</span> <span class="s2">&quot;cross_entropy&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">T5TextGenerationConfig</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="o">=</span><span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">t5</span> <span class="o">=</span> <span class="n">T5ForConditionalGeneration</span><span class="p">(</span><span class="n">T5Config</span><span class="p">(</span><span class="o">**</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="p">))</span>
+
+<div class="viewcode-block" id="T5TextGeneration.forward">
+<a class="viewcode-back" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation.html#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.forward">[docs]</a>
+    <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">token_ids</span><span class="p">,</span>
+        <span class="n">labels</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">attention_mask</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">decoder_input_ids</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">decoder_attention_mask</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">head_mask</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">decoder_head_mask</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">cross_attn_head_mask</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">encoder_outputs</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">past_key_values</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">inputs_embeds</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">decoder_inputs_embeds</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">use_cache</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_attentions</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_hidden_states</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
+    <span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">:</span>
+
+        <span class="k">if</span> <span class="n">labels</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">decoder_input_ids</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">decoder_inputs_embeds</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="c1"># get decoder inputs from shifting lm labels to the right</span>
+            <span class="n">decoder_input_ids</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_shift_right</span><span class="p">(</span><span class="n">labels</span><span class="p">)</span>
+
+        <span class="n">outputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">t5</span><span class="p">(</span>
+            <span class="n">input_ids</span><span class="o">=</span><span class="n">token_ids</span><span class="p">,</span>
+            <span class="n">attention_mask</span><span class="o">=</span><span class="n">attention_mask</span><span class="p">,</span>
+            <span class="n">decoder_input_ids</span><span class="o">=</span><span class="n">decoder_input_ids</span><span class="p">,</span>
+            <span class="n">decoder_attention_mask</span><span class="o">=</span><span class="n">decoder_attention_mask</span><span class="p">,</span>
+            <span class="n">head_mask</span><span class="o">=</span><span class="n">head_mask</span><span class="p">,</span>
+            <span class="n">decoder_head_mask</span><span class="o">=</span><span class="n">decoder_head_mask</span><span class="p">,</span>
+            <span class="n">cross_attn_head_mask</span><span class="o">=</span><span class="n">cross_attn_head_mask</span><span class="p">,</span>
+            <span class="n">encoder_outputs</span><span class="o">=</span><span class="n">encoder_outputs</span><span class="p">,</span>
+            <span class="n">past_key_values</span><span class="o">=</span><span class="n">past_key_values</span><span class="p">,</span>
+            <span class="n">inputs_embeds</span><span class="o">=</span><span class="n">inputs_embeds</span><span class="p">,</span>
+            <span class="n">decoder_inputs_embeds</span><span class="o">=</span><span class="n">decoder_inputs_embeds</span><span class="p">,</span>
+            <span class="n">labels</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">use_cache</span><span class="o">=</span><span class="n">use_cache</span><span class="p">,</span>
+            <span class="n">output_attentions</span><span class="o">=</span><span class="n">output_attentions</span><span class="p">,</span>
+            <span class="n">output_hidden_states</span><span class="o">=</span><span class="n">output_hidden_states</span><span class="p">,</span>
+        <span class="p">)</span>
+
+        <span class="k">return</span> <span class="nb">dict</span><span class="p">(</span><span class="n">outputs</span><span class="p">)</span></div>
+
+
+    <span class="k">def</span> <span class="nf">_shift_right</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">input_ids</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">t5</span><span class="o">.</span><span class="n">_shift_right</span><span class="p">(</span><span class="n">input_ids</span><span class="p">)</span>
+
+<div class="viewcode-block" id="T5TextGeneration.compute_loss">
+<a class="viewcode-back" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation.html#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.compute_loss">[docs]</a>
+    <span class="k">def</span> <span class="nf">compute_loss</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">logits</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">,</span> <span class="n">labels</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">:</span>
+        <span class="n">labels</span> <span class="o">=</span> <span class="n">labels</span><span class="o">.</span><span class="n">clone</span><span class="p">()</span>
+        <span class="n">labels</span><span class="p">[</span><span class="n">labels</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">pad_token_id</span><span class="p">]</span> <span class="o">=</span> <span class="o">-</span><span class="mi">100</span>
+        <span class="n">loss</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">criterion</span><span class="p">(</span><span class="n">logits</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="n">logits</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">)),</span> <span class="n">labels</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">))</span>
+        <span class="k">return</span> <span class="n">loss</span></div>
+
+
+<div class="viewcode-block" id="T5TextGeneration.generate">
+<a class="viewcode-back" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation.html#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.generate">[docs]</a>
+    <span class="k">def</span> <span class="nf">generate</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">token_ids</span><span class="p">,</span> <span class="n">attention_mask</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="c1"># TODO Merge kwargs into generation config so users can control generation from kwargs</span>
+        <span class="n">model_inputs</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;input_ids&quot;</span><span class="p">:</span> <span class="n">token_ids</span><span class="p">,</span> <span class="s2">&quot;attention_mask&quot;</span><span class="p">:</span> <span class="n">attention_mask</span><span class="p">}</span>
+        <span class="n">generation_kwargs</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;min_length&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">min_length</span><span class="p">,</span> <span class="s2">&quot;max_length&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">max_length</span><span class="p">}</span>
+        <span class="n">output_ids</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">t5</span><span class="o">.</span><span class="n">generate</span><span class="p">(</span><span class="o">**</span><span class="n">model_inputs</span><span class="p">,</span> <span class="o">**</span><span class="n">generation_kwargs</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">output_ids</span></div>
+
+
+<div class="viewcode-block" id="T5TextGeneration.preprocess">
+<a class="viewcode-back" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation.html#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.preprocess">[docs]</a>
+    <span class="k">def</span> <span class="nf">preprocess</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputs</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="n">prefix</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="n">inputs</span> <span class="o">=</span> <span class="p">[</span><span class="n">inputs</span><span class="p">]</span>
+        <span class="n">prefix</span> <span class="o">=</span> <span class="n">prefix</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">input_prefix</span>
+        <span class="k">if</span> <span class="n">prefix</span><span class="p">:</span>
+            <span class="n">inputs</span> <span class="o">=</span> <span class="p">[</span><span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">prefix</span><span class="si">}{</span><span class="n">x</span><span class="si">}</span><span class="s2">&quot;</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">inputs</span><span class="p">]</span>
+        <span class="n">tokenizer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">tokenizer_name</span><span class="p">]</span>
+        <span class="n">inputs</span> <span class="o">=</span> <span class="n">tokenizer</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="n">return_tensors</span><span class="o">=</span><span class="s2">&quot;pt&quot;</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">device</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">inputs</span></div>
+
+
+<div class="viewcode-block" id="T5TextGeneration.post_process">
+<a class="viewcode-back" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation.html#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.post_process">[docs]</a>
+    <span class="k">def</span> <span class="nf">post_process</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">generated_ids</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="n">tokenizer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">tokenizer_name</span><span class="p">]</span>
+        <span class="n">decoded_outputs</span> <span class="o">=</span> <span class="n">tokenizer</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="n">generated_ids</span><span class="o">.</span><span class="n">cpu</span><span class="p">()</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span><span class="o">.</span><span class="n">tolist</span><span class="p">())</span>
+        <span class="n">outputs</span> <span class="o">=</span> <span class="p">[</span><span class="n">TextGenerationOutput</span><span class="p">(</span><span class="n">text</span><span class="o">=</span><span class="n">text</span><span class="p">)</span> <span class="k">for</span> <span class="n">text</span> <span class="ow">in</span> <span class="n">decoded_outputs</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">outputs</span></div>
+</div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
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new file mode 100644
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+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.cer.html">hezar.metrics.cer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.f1.html">hezar.metrics.f1 module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.metric.html">hezar.metrics.metric module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.precision.html">hezar.metrics.precision module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.recall.html">hezar.metrics.recall module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.rouge.html">hezar.metrics.rouge module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.seqeval.html">hezar.metrics.seqeval module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.metrics.wer.html">hezar.metrics.wer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../../../source/hezar.models.html">hezar.models package</a><input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" role="switch" type="checkbox"/><label for="toctree-checkbox-10"><div class="visually-hidden">Toggle navigation of hezar.models package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.bert.bert.html">hezar.models.backbone.bert.bert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.bert.bert_config.html">hezar.models.backbone.bert.bert_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.backbone.distilbert.html">hezar.models.backbone.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" role="switch" type="checkbox"/><label for="toctree-checkbox-13"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.distilbert.distilbert.html">hezar.models.backbone.distilbert.distilbert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
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+          <h1>Source code for hezar.models.text_generation.t5.t5_text_generation_config</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span>
+
+<span class="kn">from</span> <span class="nn">....configs</span> <span class="kn">import</span> <span class="n">ModelConfig</span>
+
+
+<div class="viewcode-block" id="T5TextGenerationConfig">
+<a class="viewcode-back" href="../../../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">T5TextGenerationConfig</span><span class="p">(</span><span class="n">ModelConfig</span><span class="p">):</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;t5_text_generation&quot;</span>
+    <span class="n">vocab_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">32103</span>
+    <span class="n">d_model</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">768</span>
+    <span class="n">d_kv</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">64</span>
+    <span class="n">d_ff</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">2048</span>
+    <span class="n">num_layers</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">12</span>
+    <span class="n">num_decoder_layers</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">12</span>
+    <span class="n">num_heads</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">12</span>
+    <span class="n">relative_attention_num_buckets</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">32</span>
+    <span class="n">relative_attention_max_distance</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">128</span>
+    <span class="n">dropout_rate</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.1</span>
+    <span class="n">layer_norm_epsilon</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">1e-6</span>
+    <span class="n">initializer_factor</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">1.0</span>
+    <span class="n">feed_forward_proj</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;gated-gelu&quot;</span>
+    <span class="n">is_encoder_decoder</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">tie_word_embeddings</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span>
+    <span class="n">use_cache</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">pad_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">decoder_start_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">eos_token_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="n">min_length</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">max_length</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">100</span>
+    <span class="n">input_prefix</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span></div>
+
+</pre></div>
+        </article>
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diff --git a/_modules/hezar/preprocessors/audio_feature_extractor.html b/_modules/hezar/preprocessors/audio_feature_extractor.html
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+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
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+          <h1>Source code for hezar.preprocessors.audio_feature_extractor</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Mapping</span>
+
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+
+<span class="kn">from</span> <span class="nn">..builders</span> <span class="kn">import</span> <span class="n">build_preprocessor</span>
+<span class="kn">from</span> <span class="nn">..configs</span> <span class="kn">import</span> <span class="n">PreprocessorConfig</span>
+<span class="kn">from</span> <span class="nn">..constants</span> <span class="kn">import</span> <span class="n">DEFAULT_FEATURE_EXTRACTOR_CONFIG_FILE</span>
+<span class="kn">from</span> <span class="nn">..utils</span> <span class="kn">import</span> <span class="n">convert_batch_dict_dtype</span>
+<span class="kn">from</span> <span class="nn">.preprocessor</span> <span class="kn">import</span> <span class="n">Preprocessor</span>
+
+
+<div class="viewcode-block" id="AudioFeatureExtractorConfig">
+<a class="viewcode-back" href="../../../source/hezar.preprocessors.audio_feature_extractor.html#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">AudioFeatureExtractorConfig</span><span class="p">(</span><span class="n">PreprocessorConfig</span><span class="p">):</span>
+    <span class="n">feature_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">sampling_rate</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">16000</span>
+    <span class="n">padding</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">padding_value</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.0</span>
+    <span class="n">padding_side</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span></div>
+
+
+
+<div class="viewcode-block" id="AudioFeatureExtractor">
+<a class="viewcode-back" href="../../../source/hezar.preprocessors.audio_feature_extractor.html#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor">[docs]</a>
+<span class="k">class</span> <span class="nc">AudioFeatureExtractor</span><span class="p">(</span><span class="n">Preprocessor</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Base class for all audio feature extractors.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">model_input_name</span> <span class="o">=</span> <span class="s2">&quot;input_features&quot;</span>
+    <span class="n">config_filename</span> <span class="o">=</span> <span class="n">DEFAULT_FEATURE_EXTRACTOR_CONFIG_FILE</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">AudioFeatureExtractorConfig</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="o">=</span><span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="fm">__call__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputs</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="k">raise</span> <span class="ne">NotImplementedError</span>
+
+<div class="viewcode-block" id="AudioFeatureExtractor.pad">
+<a class="viewcode-back" href="../../../source/hezar.preprocessors.audio_feature_extractor.html#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor.pad">[docs]</a>
+    <span class="k">def</span> <span class="nf">pad</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">processed_features</span><span class="p">,</span>
+        <span class="n">padding</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">max_length</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">truncation</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">pad_to_multiple_of</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">return_attention_mask</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">return_tensors</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+    <span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Pad input values / input vectors or a batch of input values / input vectors up to predefined length or to the</span>
+<span class="sd">        max sequence length in the batch.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            processed_features: Processed inputs to add padding to</span>
+<span class="sd">            padding: Padding strategy which can be `longest`, `max_length`, `False`</span>
+<span class="sd">            max_length: Max input length (Only effective if padding is `max_length` too, ignored otherwise)</span>
+<span class="sd">            truncation: Whether to truncate long inputs or not</span>
+<span class="sd">            pad_to_multiple_of: If set will pad the sequence to a multiple of the provided value.</span>
+<span class="sd">            return_attention_mask:  Whether to return the attention mask.</span>
+<span class="sd">            return_tensors: Tensors return type among `pt`, `np`, `list`</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">return_attention_mask</span> <span class="o">=</span> <span class="n">return_attention_mask</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">return_attention_mask</span>
+        <span class="n">padding</span> <span class="o">=</span> <span class="n">padding</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">padding</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">processed_features</span><span class="p">,</span> <span class="p">(</span><span class="nb">list</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">))</span> <span class="ow">and</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">processed_features</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">Mapping</span><span class="p">):</span>
+            <span class="n">processed_features</span> <span class="o">=</span> <span class="p">{</span>
+                <span class="n">key</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="n">example</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="k">for</span> <span class="n">example</span> <span class="ow">in</span> <span class="n">processed_features</span><span class="p">])</span> <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">processed_features</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">()</span>
+            <span class="p">}</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">model_input_name</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">processed_features</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                <span class="sa">f</span><span class="s2">&quot;Processed inputs must have a `</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">model_input_name</span><span class="si">}</span><span class="s2">` key!</span><span class="se">\n</span><span class="s2">&quot;</span>
+                <span class="sa">f</span><span class="s2">&quot;Provided keys: </span><span class="si">{</span><span class="nb">list</span><span class="p">(</span><span class="n">processed_features</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span><span class="si">}</span><span class="s2">&quot;</span>
+            <span class="p">)</span>
+
+        <span class="n">required_input</span> <span class="o">=</span> <span class="n">processed_features</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">model_input_name</span><span class="p">]</span>
+
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">required_input</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">return_attention_mask</span><span class="p">:</span>
+                <span class="n">processed_features</span><span class="p">[</span><span class="s2">&quot;attention_mask&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">return</span> <span class="n">processed_features</span>
+
+        <span class="n">first_element</span> <span class="o">=</span> <span class="n">required_input</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">first_element</span><span class="p">,</span> <span class="p">(</span><span class="nb">list</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">)):</span>
+            <span class="c1"># first_element might be an empty list/tuple in some edge cases so we grab the first non-empty element.</span>
+            <span class="n">index</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="k">while</span> <span class="nb">len</span><span class="p">(</span><span class="n">required_input</span><span class="p">[</span><span class="n">index</span><span class="p">])</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">index</span> <span class="o">+=</span> <span class="mi">1</span>
+            <span class="k">if</span> <span class="n">index</span> <span class="o">&lt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">required_input</span><span class="p">):</span>
+                <span class="n">first_element</span> <span class="o">=</span> <span class="n">required_input</span><span class="p">[</span><span class="n">index</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
+
+        <span class="c1"># processed_features = convert_batch_dict_dtype(processed_features, dtype=&quot;np&quot;)</span>
+        <span class="n">padding_strategy</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_padding_strategy</span><span class="p">(</span><span class="n">padding</span><span class="o">=</span><span class="n">padding</span><span class="p">,</span> <span class="n">max_length</span><span class="o">=</span><span class="n">max_length</span><span class="p">)</span>
+
+        <span class="n">required_input</span> <span class="o">=</span> <span class="n">processed_features</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">model_input_name</span><span class="p">]</span>
+
+        <span class="n">batch_size</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">required_input</span><span class="p">)</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="nb">all</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="o">==</span> <span class="n">batch_size</span> <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">processed_features</span><span class="o">.</span><span class="n">values</span><span class="p">()):</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Some items in the output dictionary have a different batch size than others.&quot;</span><span class="p">)</span>
+
+        <span class="n">truncated_inputs</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">batch_size</span><span class="p">):</span>
+            <span class="n">inputs</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">processed_features</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+            <span class="c1"># truncation</span>
+            <span class="n">inputs_slice</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_truncate</span><span class="p">(</span>
+                <span class="n">inputs</span><span class="p">,</span>
+                <span class="n">max_length</span><span class="o">=</span><span class="n">max_length</span><span class="p">,</span>
+                <span class="n">pad_to_multiple_of</span><span class="o">=</span><span class="n">pad_to_multiple_of</span><span class="p">,</span>
+                <span class="n">truncation</span><span class="o">=</span><span class="n">truncation</span><span class="p">,</span>
+            <span class="p">)</span>
+            <span class="n">truncated_inputs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">inputs_slice</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="n">padding_strategy</span> <span class="o">==</span> <span class="s2">&quot;longest&quot;</span><span class="p">:</span>
+            <span class="c1"># make sure that `max_length` cannot be longer than the longest truncated length</span>
+            <span class="n">max_length</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">input_slice</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">model_input_name</span><span class="p">])</span> <span class="k">for</span> <span class="n">input_slice</span> <span class="ow">in</span> <span class="n">truncated_inputs</span><span class="p">)</span>
+            <span class="n">padding_strategy</span> <span class="o">=</span> <span class="s2">&quot;max_length&quot;</span>
+
+        <span class="n">batch_outputs</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">batch_size</span><span class="p">):</span>
+            <span class="c1"># padding</span>
+            <span class="n">outputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_pad</span><span class="p">(</span>
+                <span class="n">truncated_inputs</span><span class="p">[</span><span class="n">i</span><span class="p">],</span>
+                <span class="n">max_length</span><span class="o">=</span><span class="n">max_length</span><span class="p">,</span>
+                <span class="n">padding_strategy</span><span class="o">=</span><span class="n">padding_strategy</span><span class="p">,</span>
+                <span class="n">pad_to_multiple_of</span><span class="o">=</span><span class="n">pad_to_multiple_of</span><span class="p">,</span>
+                <span class="n">return_attention_mask</span><span class="o">=</span><span class="n">return_attention_mask</span><span class="p">,</span>
+            <span class="p">)</span>
+            <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">outputs</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+                <span class="k">if</span> <span class="n">key</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">batch_outputs</span><span class="p">:</span>
+                    <span class="n">batch_outputs</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="k">if</span> <span class="n">value</span><span class="o">.</span><span class="n">dtype</span> <span class="ow">is</span> <span class="n">np</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">float64</span><span class="p">):</span>
+                    <span class="n">value</span> <span class="o">=</span> <span class="n">value</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span>
+                <span class="n">batch_outputs</span><span class="p">[</span><span class="n">key</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+
+        <span class="n">batch_outputs</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">batch_outputs</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+
+        <span class="n">padded_features</span> <span class="o">=</span> <span class="n">convert_batch_dict_dtype</span><span class="p">(</span><span class="n">batch_outputs</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">return_tensors</span><span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">padded_features</span></div>
+
+
+    <span class="k">def</span> <span class="nf">_pad</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">processed_features</span><span class="p">,</span>
+        <span class="n">max_length</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">padding_strategy</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">pad_to_multiple_of</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">return_attention_mask</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+    <span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Pad inputs based on padding strategy and max length</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            processed_features: Processed inputs to add padding to</span>
+<span class="sd">            padding_strategy: Padding strategy which can be `longest`, `max_length`, `False`</span>
+<span class="sd">            max_length: Max input length (Only effective if padding is `max_length` too, ignored otherwise)</span>
+<span class="sd">            pad_to_multiple_of: If set will pad the sequence to a multiple of the provided value.</span>
+<span class="sd">            return_attention_mask:  Whether to return the attention mask.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            Batch dict of the padded features</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">required_input</span> <span class="o">=</span> <span class="n">processed_features</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">model_input_name</span><span class="p">]</span>
+
+        <span class="k">if</span> <span class="n">padding_strategy</span> <span class="o">==</span> <span class="s2">&quot;longest&quot;</span><span class="p">:</span>
+            <span class="n">max_length</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">required_input</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="n">max_length</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">pad_to_multiple_of</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="p">(</span><span class="n">max_length</span> <span class="o">%</span> <span class="n">pad_to_multiple_of</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">):</span>
+            <span class="n">max_length</span> <span class="o">=</span> <span class="p">((</span><span class="n">max_length</span> <span class="o">//</span> <span class="n">pad_to_multiple_of</span><span class="p">)</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span> <span class="o">*</span> <span class="n">pad_to_multiple_of</span>
+
+        <span class="n">needs_to_be_padded</span> <span class="o">=</span> <span class="n">padding_strategy</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">required_input</span><span class="p">)</span> <span class="o">&lt;</span> <span class="n">max_length</span>
+
+        <span class="k">if</span> <span class="n">return_attention_mask</span> <span class="ow">and</span> <span class="s2">&quot;attention_mask&quot;</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">processed_features</span><span class="p">:</span>
+            <span class="n">processed_features</span><span class="p">[</span><span class="s2">&quot;attention_mask&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">ones</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">required_input</span><span class="p">),</span> <span class="n">dtype</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">int32</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="n">needs_to_be_padded</span><span class="p">:</span>
+            <span class="n">difference</span> <span class="o">=</span> <span class="n">max_length</span> <span class="o">-</span> <span class="nb">len</span><span class="p">(</span><span class="n">required_input</span><span class="p">)</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">padding_side</span> <span class="o">==</span> <span class="s2">&quot;right&quot;</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">return_attention_mask</span><span class="p">:</span>
+                    <span class="n">processed_features</span><span class="p">[</span><span class="s2">&quot;attention_mask&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">pad</span><span class="p">(</span><span class="n">processed_features</span><span class="p">[</span><span class="s2">&quot;attention_mask&quot;</span><span class="p">],</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">difference</span><span class="p">))</span>
+                <span class="n">padding_shape</span> <span class="o">=</span> <span class="p">((</span><span class="mi">0</span><span class="p">,</span> <span class="n">difference</span><span class="p">),</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">))</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">feature_size</span> <span class="o">&gt;</span> <span class="mi">1</span> <span class="k">else</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">difference</span><span class="p">)</span>
+                <span class="n">processed_features</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">model_input_name</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">pad</span><span class="p">(</span>
+                    <span class="n">required_input</span><span class="p">,</span> <span class="n">padding_shape</span><span class="p">,</span> <span class="s2">&quot;constant&quot;</span><span class="p">,</span> <span class="n">constant_values</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">padding_value</span>
+                <span class="p">)</span>
+            <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">padding_side</span> <span class="o">==</span> <span class="s2">&quot;left&quot;</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">return_attention_mask</span><span class="p">:</span>
+                    <span class="n">processed_features</span><span class="p">[</span><span class="s2">&quot;attention_mask&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">pad</span><span class="p">(</span><span class="n">processed_features</span><span class="p">[</span><span class="s2">&quot;attention_mask&quot;</span><span class="p">],</span> <span class="p">(</span><span class="n">difference</span><span class="p">,</span> <span class="mi">0</span><span class="p">))</span>
+                <span class="n">padding_shape</span> <span class="o">=</span> <span class="p">((</span><span class="n">difference</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">))</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">feature_size</span> <span class="o">&gt;</span> <span class="mi">1</span> <span class="k">else</span> <span class="p">(</span><span class="n">difference</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+                <span class="n">processed_features</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">model_input_name</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">pad</span><span class="p">(</span>
+                    <span class="n">required_input</span><span class="p">,</span> <span class="n">padding_shape</span><span class="p">,</span> <span class="s2">&quot;constant&quot;</span><span class="p">,</span> <span class="n">constant_values</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">padding_value</span>
+                <span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Invalid padding strategy:&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">padding_side</span><span class="p">))</span>
+
+        <span class="k">return</span> <span class="n">processed_features</span>
+
+    <span class="k">def</span> <span class="nf">_get_padding_strategy</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">padding</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">max_length</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Find the correct padding strategy</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="n">padding</span> <span class="o">==</span> <span class="s2">&quot;longest&quot;</span> <span class="ow">or</span> <span class="n">padding</span> <span class="ow">is</span> <span class="kc">True</span><span class="p">:</span>
+            <span class="n">padding_strategy</span> <span class="o">=</span> <span class="s2">&quot;longest&quot;</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">padding_value</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Setting padding to `</span><span class="si">{</span><span class="n">padding_strategy</span><span class="si">}</span><span class="s2">`, but `config.padding_value` is `None`!&quot;</span><span class="p">)</span>
+
+        <span class="k">elif</span> <span class="n">padding</span> <span class="o">==</span> <span class="s2">&quot;max_length&quot;</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">max_length</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Setting `padding=max_length` but leaving `max_length` as `None` is invalid!&quot;</span><span class="p">)</span>
+            <span class="n">padding_strategy</span> <span class="o">=</span> <span class="s2">&quot;max_length&quot;</span>
+
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">padding_strategy</span> <span class="o">=</span> <span class="kc">None</span>
+
+        <span class="k">return</span> <span class="n">padding_strategy</span>
+
+    <span class="k">def</span> <span class="nf">_truncate</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">processed_features</span><span class="p">,</span>
+        <span class="n">max_length</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">pad_to_multiple_of</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">truncation</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+    <span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Truncate inputs to predefined length or max length in the batch</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            processed_features: Dictionary of input values</span>
+<span class="sd">            max_length: maximum length of the returned list and optionally padding length</span>
+<span class="sd">            pad_to_multiple_of: Integer if set will pad the sequence to a multiple of the provided value.</span>
+<span class="sd">            truncation: Activates truncation to cut input sequences longer than `max_length` to `max_length`.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="n">truncation</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">processed_features</span>
+        <span class="k">elif</span> <span class="n">truncation</span> <span class="ow">and</span> <span class="n">max_length</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;When setting ``truncation=True``, make sure that ``max_length`` is defined.&quot;</span><span class="p">)</span>
+
+        <span class="n">required_input</span> <span class="o">=</span> <span class="n">processed_features</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">model_input_name</span><span class="p">]</span>
+
+        <span class="c1"># find `max_length` that fits `pad_to_multiple_of`</span>
+        <span class="k">if</span> <span class="n">max_length</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">pad_to_multiple_of</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="p">(</span><span class="n">max_length</span> <span class="o">%</span> <span class="n">pad_to_multiple_of</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">):</span>
+            <span class="n">max_length</span> <span class="o">=</span> <span class="p">((</span><span class="n">max_length</span> <span class="o">//</span> <span class="n">pad_to_multiple_of</span><span class="p">)</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span> <span class="o">*</span> <span class="n">pad_to_multiple_of</span>
+
+        <span class="n">needs_to_be_truncated</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">required_input</span><span class="p">)</span> <span class="o">&gt;</span> <span class="n">max_length</span>
+
+        <span class="k">if</span> <span class="n">needs_to_be_truncated</span><span class="p">:</span>
+            <span class="n">processed_features</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">model_input_name</span><span class="p">]</span> <span class="o">=</span> <span class="n">processed_features</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">model_input_name</span><span class="p">][:</span><span class="n">max_length</span><span class="p">]</span>
+            <span class="k">if</span> <span class="s2">&quot;attention_mask&quot;</span> <span class="ow">in</span> <span class="n">processed_features</span><span class="p">:</span>
+                <span class="n">processed_features</span><span class="p">[</span><span class="s2">&quot;attention_mask&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">processed_features</span><span class="p">[</span><span class="s2">&quot;attention_mask&quot;</span><span class="p">][:</span><span class="n">max_length</span><span class="p">]</span>
+
+        <span class="k">return</span> <span class="n">processed_features</span>
+
+<div class="viewcode-block" id="AudioFeatureExtractor.save">
+<a class="viewcode-back" href="../../../source/hezar.preprocessors.audio_feature_extractor.html#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">path</span><span class="p">,</span>
+        <span class="n">subfolder</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">config_filename</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+    <span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Save the feature extractor to the path. This normally is equal to only saving the</span>
+<span class="sd">        `feature_extractor_config.yaml` file.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            path: Main path to save the feature extractor files</span>
+<span class="sd">            subfolder: Optional subfolder, defaults to `preprocessor`</span>
+<span class="sd">            config_filename: Optional config file name, defaults to `feature_extractor_config.yaml`</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">subfolder</span> <span class="o">=</span> <span class="n">subfolder</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor_subfolder</span>
+        <span class="n">config_filename</span> <span class="o">=</span> <span class="n">config_filename</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config_filename</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">path</span><span class="p">,</span> <span class="n">filename</span><span class="o">=</span><span class="n">config_filename</span><span class="p">,</span> <span class="n">subfolder</span><span class="o">=</span><span class="n">subfolder</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="AudioFeatureExtractor.push_to_hub">
+<a class="viewcode-back" href="../../../source/hezar.preprocessors.audio_feature_extractor.html#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor.push_to_hub">[docs]</a>
+    <span class="k">def</span> <span class="nf">push_to_hub</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">repo_id</span><span class="p">,</span>
+        <span class="n">subfolder</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">commit_message</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">private</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">config_filename</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+    <span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Push the feature extractor files to a repo on the Hub.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            repo_id: Hub repo id</span>
+<span class="sd">            subfolder: Subfolder to save, defaults to `self.preprocessor_subfolder` (`preprocessor`)</span>
+<span class="sd">            commit_message: Commit message for the push</span>
+<span class="sd">            private: If the repo does not exist already, specify whether the created repo must be private or not</span>
+<span class="sd">            config_filename: Config filename, defaults to `self.config_filename` (`feature_extractor_config.yaml`)</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">subfolder</span> <span class="o">=</span> <span class="n">subfolder</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor_subfolder</span>
+        <span class="n">config_filename</span> <span class="o">=</span> <span class="n">config_filename</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config_filename</span>
+
+        <span class="k">if</span> <span class="n">commit_message</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">commit_message</span> <span class="o">=</span> <span class="s2">&quot;Hezar: Upload feature extractor&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">push_to_hub</span><span class="p">(</span>
+            <span class="n">repo_id</span><span class="p">,</span>
+            <span class="n">subfolder</span><span class="o">=</span><span class="n">subfolder</span><span class="p">,</span>
+            <span class="n">filename</span><span class="o">=</span><span class="n">config_filename</span><span class="p">,</span>
+            <span class="n">private</span><span class="o">=</span><span class="n">private</span><span class="p">,</span>
+            <span class="n">commit_message</span><span class="o">=</span><span class="n">commit_message</span><span class="p">,</span>
+        <span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="AudioFeatureExtractor.load">
+<a class="viewcode-back" href="../../../source/hezar.preprocessors.audio_feature_extractor.html#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor.load">[docs]</a>
+    <span class="nd">@classmethod</span>
+    <span class="k">def</span> <span class="nf">load</span><span class="p">(</span>
+        <span class="bp">cls</span><span class="p">,</span>
+        <span class="n">hub_or_local_path</span><span class="p">,</span>
+        <span class="n">subfolder</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">config_filename</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">cache_dir</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
+    <span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Load a feature extractor from Hub or local path.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            hub_or_local_path: Hub repo id or local path</span>
+<span class="sd">            subfolder: Preprocessor subfolder path</span>
+<span class="sd">            config_filename: Config file name</span>
+<span class="sd">            cache_dir: Path to cache directory</span>
+<span class="sd">            **kwargs:</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            A AudioFeatureExtractor object</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">subfolder</span> <span class="o">=</span> <span class="n">subfolder</span> <span class="ow">or</span> <span class="bp">cls</span><span class="o">.</span><span class="n">preprocessor_subfolder</span>
+        <span class="n">config_filename</span> <span class="o">=</span> <span class="n">config_filename</span> <span class="ow">or</span> <span class="bp">cls</span><span class="o">.</span><span class="n">config_filename</span>
+
+        <span class="n">config</span> <span class="o">=</span> <span class="n">AudioFeatureExtractorConfig</span><span class="o">.</span><span class="n">load</span><span class="p">(</span>
+            <span class="n">hub_or_local_path</span><span class="p">,</span>
+            <span class="n">subfolder</span><span class="o">=</span><span class="n">subfolder</span><span class="p">,</span>
+            <span class="n">filename</span><span class="o">=</span><span class="n">config_filename</span><span class="p">,</span>
+            <span class="n">cache_dir</span><span class="o">=</span><span class="n">cache_dir</span><span class="p">,</span>
+        <span class="p">)</span>
+
+        <span class="n">feature_extractor</span> <span class="o">=</span> <span class="n">build_preprocessor</span><span class="p">(</span><span class="n">config</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="n">config</span><span class="o">=</span><span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">feature_extractor</span></div>
+</div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          
+          
+        </div>
+        <div class="bottom-of-page">
+          <div class="left-details">
+            <div class="copyright">
+                Copyright &#169; 2023, Hezar AI Team &amp; contributors
+            </div>
+            Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
+            
+            <a href="https://github.com/pradyunsg/furo">Furo</a>
+            
+          </div>
+          <div class="right-details">
+            <div class="icons">
+              <a class="muted-link " href="https://github.com/hezarai/hezar" aria-label="GitHub"><i class="fa-brands fa-github fa-2x" style="color: #343d4c;"></i></a>
+              <a class="muted-link " href="https://t.me/hezarai" aria-label="Telegram"><i class="fa-brands fa-telegram fa-2x" style="color: #229ed9;"></i></a>
+              <a class="muted-link " href="https://huggingface.co/hezarai" aria-label="Hugging Face"> <img style="width:32px;height:32px;" src="https://huggingface.co/front/assets/huggingface_logo-noborder.svg"></a>
+              
+            </div>
+          </div>
+        </div>
+        
+      </footer>
+    </div>
+    <aside class="toc-drawer no-toc">
+      
+      
+      
+    </aside>
+  </div>
+</div><script src="../../../_static/documentation_options.js?v=5929fcd5"></script>
+    <script src="../../../_static/doctools.js?v=888ff710"></script>
+    <script src="../../../_static/sphinx_highlight.js?v=dc90522c"></script>
+    <script src="../../../_static/scripts/furo.js?v=32e29ea5"></script>
+    <script src="../../../_static/clipboard.min.js?v=a7894cd8"></script>
+    <script src="../../../_static/copybutton.js?v=f281be69"></script>
+    </body>
+</html>
\ No newline at end of file
diff --git a/_modules/hezar/preprocessors/image_processor.html b/_modules/hezar/preprocessors/image_processor.html
new file mode 100644
index 00000000..c510e104
--- /dev/null
+++ b/_modules/hezar/preprocessors/image_processor.html
@@ -0,0 +1,761 @@
+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../../../">
+  <head><meta charset="utf-8"/>
+    <meta name="viewport" content="width=device-width,initial-scale=1"/>
+    <meta name="color-scheme" content="light dark"><link rel="index" title="Index" href="../../../genindex.html" /><link rel="search" title="Search" href="../../../search.html" />
+
+    <link rel="shortcut icon" href="../../../_static/hezar_logo.svg"/><!-- Generated with Sphinx 7.2.6 and Furo 2023.09.10 -->
+        <title>hezar.preprocessors.image_processor - Hezar Documentation</title>
+      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=83e35b93" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=135e06be" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/copybutton.css?v=76b2166b" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo-extensions.css?v=36a5483c" />
+    <link rel="stylesheet" type="text/css" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.0.0/css/fontawesome.min.css" />
+    <link rel="stylesheet" type="text/css" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.0.0/css/solid.min.css" />
+    <link rel="stylesheet" type="text/css" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.0.0/css/brands.min.css" />
+    
+    
+
+
+<style>
+  body {
+    --color-code-background: #f8f8f8;
+  --color-code-foreground: black;
+  --color-foreground-primary: #2C3E50;
+  --color-inline-code-background: #F1F1F1;
+  --color-background-border: white;
+  --color-toc-background: #F8F9FB;
+  --color-highlight-on-target: white;
+  
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+          <h1>Source code for hezar.preprocessors.image_processor</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span><span class="p">,</span> <span class="n">field</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Iterable</span><span class="p">,</span> <span class="n">List</span><span class="p">,</span> <span class="n">Tuple</span>
+
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+
+<span class="kn">from</span> <span class="nn">..builders</span> <span class="kn">import</span> <span class="n">build_preprocessor</span>
+<span class="kn">from</span> <span class="nn">..configs</span> <span class="kn">import</span> <span class="n">PreprocessorConfig</span>
+<span class="kn">from</span> <span class="nn">..constants</span> <span class="kn">import</span> <span class="p">(</span>
+    <span class="n">DEFAULT_IMAGE_PROCESSOR_CONFIG_FILE</span><span class="p">,</span>
+    <span class="n">DEFAULT_PREPROCESSOR_SUBFOLDER</span><span class="p">,</span>
+    <span class="n">Backends</span><span class="p">,</span>
+    <span class="n">ImageType</span><span class="p">,</span>
+<span class="p">)</span>
+<span class="kn">from</span> <span class="nn">..registry</span> <span class="kn">import</span> <span class="n">register_preprocessor</span>
+<span class="kn">from</span> <span class="nn">..utils</span> <span class="kn">import</span> <span class="p">(</span>
+    <span class="n">convert_batch_dict_dtype</span><span class="p">,</span>
+    <span class="n">convert_image_type</span><span class="p">,</span>
+    <span class="n">gray_scale_image</span><span class="p">,</span>
+    <span class="n">load_image</span><span class="p">,</span>
+    <span class="n">mirror_image</span><span class="p">,</span>
+    <span class="n">normalize_image</span><span class="p">,</span>
+    <span class="n">rescale_image</span><span class="p">,</span>
+    <span class="n">resize_image</span><span class="p">,</span>
+    <span class="n">transpose_channels_axis_side</span><span class="p">,</span>
+<span class="p">)</span>
+<span class="kn">from</span> <span class="nn">.preprocessor</span> <span class="kn">import</span> <span class="n">Preprocessor</span>
+
+
+<span class="c1"># List of backends required for the image processor</span>
+<span class="n">_required_backends</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="n">Backends</span><span class="o">.</span><span class="n">PILLOW</span><span class="p">,</span>
+<span class="p">]</span>
+
+<span class="n">_DESCRIPTION</span> <span class="o">=</span> <span class="sa">r</span><span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">A general image processor to perform various image transformations in a composable/configurable pipeline.</span>
+<span class="s2">&quot;&quot;&quot;</span>
+
+<span class="c1"># Aliases for different image types</span>
+<span class="n">_image_type_aliases</span> <span class="o">=</span> <span class="p">{</span>
+    <span class="s2">&quot;pt&quot;</span><span class="p">:</span> <span class="n">ImageType</span><span class="o">.</span><span class="n">TORCH</span><span class="p">,</span>
+    <span class="s2">&quot;pytorch&quot;</span><span class="p">:</span> <span class="n">ImageType</span><span class="o">.</span><span class="n">TORCH</span><span class="p">,</span>
+    <span class="s2">&quot;torch&quot;</span><span class="p">:</span> <span class="n">ImageType</span><span class="o">.</span><span class="n">TORCH</span><span class="p">,</span>
+    <span class="s2">&quot;np&quot;</span><span class="p">:</span> <span class="n">ImageType</span><span class="o">.</span><span class="n">NUMPY</span><span class="p">,</span>
+    <span class="s2">&quot;numpy&quot;</span><span class="p">:</span> <span class="n">ImageType</span><span class="o">.</span><span class="n">NUMPY</span><span class="p">,</span>
+    <span class="s2">&quot;pil&quot;</span><span class="p">:</span> <span class="n">ImageType</span><span class="o">.</span><span class="n">PILLOW</span><span class="p">,</span>
+    <span class="s2">&quot;pillow&quot;</span><span class="p">:</span> <span class="n">ImageType</span><span class="o">.</span><span class="n">PILLOW</span><span class="p">,</span>
+<span class="p">}</span>
+
+
+<div class="viewcode-block" id="ImageProcessorConfig">
+<a class="viewcode-back" href="../../../source/hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessorConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">ImageProcessorConfig</span><span class="p">(</span><span class="n">PreprocessorConfig</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Configuration class for the ImageProcessor.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;image_processor&quot;</span>
+    <span class="n">mean</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">float</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">std</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">float</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">rescale</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">resample</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">size</span><span class="p">:</span> <span class="n">Tuple</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">]</span> <span class="o">=</span> <span class="n">field</span><span class="p">(</span>
+        <span class="n">default</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">metadata</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;description&quot;</span><span class="p">:</span> <span class="s2">&quot;Image size tuple (width, height)&quot;</span><span class="p">},</span>
+    <span class="p">)</span>
+    <span class="n">mirror</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span>
+    <span class="n">gray_scale</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span></div>
+
+
+
+<div class="viewcode-block" id="ImageProcessor">
+<a class="viewcode-back" href="../../../source/hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessor">[docs]</a>
+<span class="nd">@register_preprocessor</span><span class="p">(</span><span class="s2">&quot;image_processor&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">ImageProcessorConfig</span><span class="p">,</span> <span class="n">description</span><span class="o">=</span><span class="n">_DESCRIPTION</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">ImageProcessor</span><span class="p">(</span><span class="n">Preprocessor</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    General image processor to perform sequential transforms on a list of images.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">required_backends</span> <span class="o">=</span> <span class="n">_required_backends</span>
+
+    <span class="n">preprocessor_subfolder</span> <span class="o">=</span> <span class="n">DEFAULT_PREPROCESSOR_SUBFOLDER</span>
+    <span class="n">image_processor_config_file</span> <span class="o">=</span> <span class="n">DEFAULT_IMAGE_PROCESSOR_CONFIG_FILE</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">ImageProcessorConfig</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Initializes the ImageProcessor.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            config (ImageProcessorConfig): Configuration for the image processor.</span>
+<span class="sd">            **kwargs: Additional keyword arguments.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="fm">__call__</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">images</span><span class="p">:</span> <span class="n">List</span><span class="p">,</span>
+        <span class="n">device</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">mean</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">std</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">rescale</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">size</span><span class="p">:</span> <span class="n">Tuple</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">resample</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">mirror</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">gray_scale</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">return_tensors</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;pt&quot;</span><span class="p">,</span>
+        <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
+    <span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Perform sequential image processing on a list of input images.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            images (List): A list of input images of types torch, numpy, pillow.</span>
+<span class="sd">            mean (float): Image mean value for normalization.</span>
+<span class="sd">            std (float): Image std value for normalization.</span>
+<span class="sd">            rescale (float): Scale factor for rescaling the image.</span>
+<span class="sd">            size (Tuple[int, int]): Image size tuple (width, height) for resizing.</span>
+<span class="sd">            resample (float): Resample method value based on Image.Resampling.</span>
+<span class="sd">            mirror (bool): Flag to mirror the images.</span>
+<span class="sd">            gray_scale (bool): Flag to convert images to grayscale.</span>
+<span class="sd">            return_tensors (str): The type of the output images.</span>
+<span class="sd">            **kwargs: Extra parameters.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            dict: Transformed images list.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">mean</span> <span class="o">=</span> <span class="n">mean</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">mean</span>
+        <span class="n">std</span> <span class="o">=</span> <span class="n">std</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">std</span>
+        <span class="n">rescale</span> <span class="o">=</span> <span class="n">rescale</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">rescale</span>
+        <span class="n">size</span> <span class="o">=</span> <span class="n">size</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">size</span>
+        <span class="n">resample</span> <span class="o">=</span> <span class="n">resample</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">resample</span>
+        <span class="n">mirror</span> <span class="o">=</span> <span class="n">mirror</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">mirror</span>
+        <span class="n">gray_scale</span> <span class="o">=</span> <span class="n">gray_scale</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">gray_scale</span>
+
+        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">images</span><span class="p">,</span> <span class="n">Iterable</span><span class="p">)</span> <span class="ow">or</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">images</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="n">images</span> <span class="o">=</span> <span class="p">[</span><span class="n">images</span><span class="p">]</span>
+
+        <span class="c1"># Load images if inputs are list of files</span>
+        <span class="n">images</span> <span class="o">=</span> <span class="p">[</span><span class="n">load_image</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">return_type</span><span class="o">=</span><span class="s2">&quot;numpy&quot;</span><span class="p">)</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="nb">str</span><span class="p">)</span> <span class="k">else</span> <span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">images</span><span class="p">]</span>
+
+        <span class="c1"># Cast image types</span>
+        <span class="n">images</span> <span class="o">=</span> <span class="p">[</span><span class="n">convert_image_type</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">target_type</span><span class="o">=</span><span class="s2">&quot;numpy&quot;</span><span class="p">)</span> <span class="k">for</span> <span class="n">image</span> <span class="ow">in</span> <span class="n">images</span><span class="p">]</span>
+
+        <span class="c1"># Convert to grayscale</span>
+        <span class="k">if</span> <span class="n">gray_scale</span><span class="p">:</span>
+            <span class="n">images</span> <span class="o">=</span> <span class="p">[</span><span class="n">gray_scale_image</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">return_type</span><span class="o">=</span><span class="s2">&quot;numpy&quot;</span><span class="p">)</span> <span class="k">for</span> <span class="n">image</span> <span class="ow">in</span> <span class="n">images</span><span class="p">]</span>
+
+        <span class="c1"># Mirror images if mirror is set</span>
+        <span class="k">if</span> <span class="n">mirror</span><span class="p">:</span>
+            <span class="n">images</span> <span class="o">=</span> <span class="p">[</span><span class="n">mirror_image</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">return_type</span><span class="o">=</span><span class="s2">&quot;numpy&quot;</span><span class="p">)</span> <span class="k">for</span> <span class="n">image</span> <span class="ow">in</span> <span class="n">images</span><span class="p">]</span>
+
+        <span class="k">if</span> <span class="n">size</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">size</span><span class="p">,</span> <span class="n">Iterable</span><span class="p">)</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">size</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
+                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;The parameter `size` must be a tuple/list of (width, height), got `</span><span class="si">{</span><span class="n">size</span><span class="si">}</span><span class="s2">`&quot;</span><span class="p">)</span>
+            <span class="n">images</span> <span class="o">=</span> <span class="p">[</span><span class="n">resize_image</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="n">size</span><span class="p">,</span> <span class="n">resample</span><span class="o">=</span><span class="n">resample</span><span class="p">)</span> <span class="k">for</span> <span class="n">image</span> <span class="ow">in</span> <span class="n">images</span><span class="p">]</span>
+
+        <span class="k">if</span> <span class="n">rescale</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">images</span> <span class="o">=</span> <span class="p">[</span><span class="n">rescale_image</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">scale</span><span class="o">=</span><span class="n">rescale</span><span class="p">)</span> <span class="k">for</span> <span class="n">image</span> <span class="ow">in</span> <span class="n">images</span><span class="p">]</span>
+
+        <span class="k">if</span> <span class="n">mean</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">std</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">images</span> <span class="o">=</span> <span class="p">[</span><span class="n">normalize_image</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">mean</span><span class="o">=</span><span class="n">mean</span><span class="p">,</span> <span class="n">std</span><span class="o">=</span><span class="n">std</span><span class="p">,</span> <span class="n">channel_axis</span><span class="o">=</span><span class="s2">&quot;last&quot;</span><span class="p">)</span> <span class="k">for</span> <span class="n">image</span> <span class="ow">in</span> <span class="n">images</span><span class="p">]</span>
+
+        <span class="c1"># Transpose channels axis</span>
+        <span class="n">images</span> <span class="o">=</span> <span class="p">[</span><span class="n">transpose_channels_axis_side</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">axis_side</span><span class="o">=</span><span class="s2">&quot;first&quot;</span><span class="p">)</span> <span class="k">for</span> <span class="n">image</span> <span class="ow">in</span> <span class="n">images</span><span class="p">]</span>
+
+        <span class="c1"># Return images batch dict</span>
+        <span class="n">images</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="n">convert_image_type</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">target_type</span><span class="o">=</span><span class="s2">&quot;numpy&quot;</span><span class="p">)</span> <span class="k">for</span> <span class="n">image</span> <span class="ow">in</span> <span class="n">images</span><span class="p">],</span> <span class="n">dtype</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span>
+
+        <span class="n">images</span> <span class="o">=</span> <span class="n">convert_batch_dict_dtype</span><span class="p">({</span><span class="s2">&quot;pixel_values&quot;</span><span class="p">:</span> <span class="n">images</span><span class="p">},</span> <span class="n">dtype</span><span class="o">=</span><span class="n">return_tensors</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="n">device</span><span class="p">:</span>
+            <span class="kn">import</span> <span class="nn">torch</span>
+
+            <span class="n">images</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="n">device</span><span class="p">)</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">)</span> <span class="k">else</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">images</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+
+        <span class="k">return</span> <span class="n">images</span>
+
+<div class="viewcode-block" id="ImageProcessor.load">
+<a class="viewcode-back" href="../../../source/hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessor.load">[docs]</a>
+    <span class="nd">@classmethod</span>
+    <span class="k">def</span> <span class="nf">load</span><span class="p">(</span>
+        <span class="bp">cls</span><span class="p">,</span>
+        <span class="n">hub_or_local_path</span><span class="p">,</span>
+        <span class="n">subfolder</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">force_return_dict</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
+        <span class="n">config_filename</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">cache_dir</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
+    <span class="p">)</span> <span class="o">-&gt;</span> <span class="s2">&quot;ImageProcessor&quot;</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Load an ImageProcessor from a specified path.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            hub_or_local_path: Path to the hub or local location.</span>
+<span class="sd">            subfolder (str): Subfolder within the specified path.</span>
+<span class="sd">            force_return_dict (bool): Flag to force return as a dictionary.</span>
+<span class="sd">            config_filename (str): Configuration filename.</span>
+<span class="sd">            cache_dir: Path to cache directory</span>
+<span class="sd">            **kwargs: Additional keyword arguments.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            ImageProcessor: Loaded image processor instance.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">subfolder</span> <span class="o">=</span> <span class="n">subfolder</span> <span class="ow">or</span> <span class="bp">cls</span><span class="o">.</span><span class="n">preprocessor_subfolder</span>
+        <span class="n">config_filename</span> <span class="o">=</span> <span class="n">config_filename</span> <span class="ow">or</span> <span class="bp">cls</span><span class="o">.</span><span class="n">image_processor_config_file</span>
+        <span class="n">config</span> <span class="o">=</span> <span class="n">ImageProcessorConfig</span><span class="o">.</span><span class="n">load</span><span class="p">(</span>
+            <span class="n">hub_or_local_path</span><span class="p">,</span>
+            <span class="n">filename</span><span class="o">=</span><span class="n">config_filename</span><span class="p">,</span>
+            <span class="n">subfolder</span><span class="o">=</span><span class="n">subfolder</span><span class="p">,</span>
+            <span class="n">cache_dir</span><span class="o">=</span><span class="n">cache_dir</span><span class="p">,</span>
+        <span class="p">)</span>
+        <span class="n">image_processor</span> <span class="o">=</span> <span class="n">build_preprocessor</span><span class="p">(</span><span class="n">config</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">image_processor</span></div>
+
+
+<div class="viewcode-block" id="ImageProcessor.save">
+<a class="viewcode-back" href="../../../source/hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessor.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">path</span><span class="p">,</span>
+        <span class="n">subfolder</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">config_filename</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+    <span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Save the ImageProcessor configuration.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            path: Path to save the configuration.</span>
+<span class="sd">            subfolder (str): Subfolder within the specified path.</span>
+<span class="sd">            config_filename (str): Configuration filename.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">subfolder</span> <span class="o">=</span> <span class="n">subfolder</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor_subfolder</span>
+        <span class="n">config_filename</span> <span class="o">=</span> <span class="n">config_filename</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">image_processor_config_file</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">path</span><span class="p">,</span> <span class="n">subfolder</span><span class="o">=</span><span class="n">subfolder</span><span class="p">,</span> <span class="n">filename</span><span class="o">=</span><span class="n">config_filename</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="ImageProcessor.push_to_hub">
+<a class="viewcode-back" href="../../../source/hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessor.push_to_hub">[docs]</a>
+    <span class="k">def</span> <span class="nf">push_to_hub</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">repo_id</span><span class="p">,</span>
+        <span class="n">subfolder</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">commit_message</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">private</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">config_filename</span><span class="o">=</span><span class="kc">None</span>
+    <span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Push the ImageProcessor configuration to the hub.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            repo_id: ID of the repository.</span>
+<span class="sd">            subfolder (str): Subfolder within the repository.</span>
+<span class="sd">            commit_message (str): Commit message.</span>
+<span class="sd">            private (bool): Flag indicating whether the repository is private.</span>
+<span class="sd">            config_filename (str): Configuration filename.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">subfolder</span> <span class="o">=</span> <span class="n">subfolder</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor_subfolder</span>
+        <span class="n">config_filename</span> <span class="o">=</span> <span class="n">config_filename</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">image_processor_config_file</span>
+
+        <span class="k">if</span> <span class="n">commit_message</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">commit_message</span> <span class="o">=</span> <span class="s2">&quot;Hezar: Upload image processor files&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">push_to_hub</span><span class="p">(</span>
+            <span class="n">repo_id</span><span class="p">,</span>
+            <span class="n">subfolder</span><span class="o">=</span><span class="n">subfolder</span><span class="p">,</span>
+            <span class="n">filename</span><span class="o">=</span><span class="n">config_filename</span><span class="p">,</span>
+            <span class="n">private</span><span class="o">=</span><span class="n">private</span><span class="p">,</span>
+            <span class="n">commit_message</span><span class="o">=</span><span class="n">commit_message</span><span class="p">,</span>
+        <span class="p">)</span></div>
+</div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          
+          
+        </div>
+        <div class="bottom-of-page">
+          <div class="left-details">
+            <div class="copyright">
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+            </div>
+            Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
+            
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+            
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+              
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+        
+      </footer>
+    </div>
+    <aside class="toc-drawer no-toc">
+      
+      
+      
+    </aside>
+  </div>
+</div><script src="../../../_static/documentation_options.js?v=5929fcd5"></script>
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+</html>
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diff --git a/_modules/hezar/preprocessors/preprocessor.html b/_modules/hezar/preprocessors/preprocessor.html
new file mode 100644
index 00000000..46bbbee9
--- /dev/null
+++ b/_modules/hezar/preprocessors/preprocessor.html
@@ -0,0 +1,660 @@
+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../../../">
+  <head><meta charset="utf-8"/>
+    <meta name="viewport" content="width=device-width,initial-scale=1"/>
+    <meta name="color-scheme" content="light dark"><link rel="index" title="Index" href="../../../genindex.html" /><link rel="search" title="Search" href="../../../search.html" />
+
+    <link rel="shortcut icon" href="../../../_static/hezar_logo.svg"/><!-- Generated with Sphinx 7.2.6 and Furo 2023.09.10 -->
+        <title>hezar.preprocessors.preprocessor - Hezar Documentation</title>
+      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=83e35b93" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=135e06be" />
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+    
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+
+<style>
+  body {
+    --color-code-background: #f8f8f8;
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+    @media (prefers-color-scheme: dark) {
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+</style></head>
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+    
+    <script>
+      document.body.dataset.theme = localStorage.getItem("theme") || "auto";
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
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+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="../../../source/hezar.builders.html">hezar.builders module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../source/hezar.configs.html">hezar.configs module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../source/hezar.constants.html">hezar.constants module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../source/hezar.registry.html">hezar.registry module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../../../contributing.html">Contributing to Hezar</a></li>
+</ul>
+
+</div>
+</div>
+
+      </div>
+      
+    </div>
+  </aside>
+  <div class="main">
+    <div class="content">
+      <div class="article-container">
+        <a href="#" class="back-to-top muted-link">
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+            <div class="visually-hidden">Toggle table of contents sidebar</div>
+            <i class="icon"><svg><use href="#svg-toc"></use></svg></i>
+          </label>
+        </div>
+        <article role="main">
+          <h1>Source code for hezar.preprocessors.preprocessor</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span>
+
+<span class="kn">import</span> <span class="nn">os</span>
+<span class="kn">from</span> <span class="nn">collections</span> <span class="kn">import</span> <span class="n">OrderedDict</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span>
+
+<span class="kn">from</span> <span class="nn">huggingface_hub</span> <span class="kn">import</span> <span class="n">hf_hub_download</span>
+<span class="kn">from</span> <span class="nn">omegaconf</span> <span class="kn">import</span> <span class="n">OmegaConf</span>
+
+<span class="kn">from</span> <span class="nn">..configs</span> <span class="kn">import</span> <span class="n">PreprocessorConfig</span>
+<span class="kn">from</span> <span class="nn">..constants</span> <span class="kn">import</span> <span class="n">DEFAULT_PREPROCESSOR_SUBFOLDER</span><span class="p">,</span> <span class="n">HEZAR_CACHE_DIR</span><span class="p">,</span> <span class="n">Backends</span><span class="p">,</span> <span class="n">RegistryType</span><span class="p">,</span> <span class="n">RepoType</span>
+<span class="kn">from</span> <span class="nn">..utils</span> <span class="kn">import</span> <span class="n">get_module_class</span><span class="p">,</span> <span class="n">list_repo_files</span><span class="p">,</span> <span class="n">verify_dependencies</span>
+
+
+<div class="viewcode-block" id="Preprocessor">
+<a class="viewcode-back" href="../../../source/hezar.preprocessors.preprocessor.html#hezar.preprocessors.preprocessor.Preprocessor">[docs]</a>
+<span class="k">class</span> <span class="nc">Preprocessor</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Base class for all data preprocessors.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        config: Preprocessor properties</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">required_backends</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span> <span class="o">|</span> <span class="n">Backends</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="n">preprocessor_subfolder</span> <span class="o">=</span> <span class="n">DEFAULT_PREPROCESSOR_SUBFOLDER</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">PreprocessorConfig</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="n">verify_dependencies</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">required_backends</span><span class="p">)</span>  <span class="c1"># Check if all the required dependencies are installed</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">config</span> <span class="o">=</span> <span class="n">config</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">kwargs</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="fm">__call__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputs</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        An abstract call method for a preprocessor. All preprocessors must implement this.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            inputs: Raw inputs to process. Usually a list or a dict</span>
+<span class="sd">            **kwargs: Extra keyword arguments depending on the preprocessor</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">raise</span> <span class="ne">NotImplementedError</span>
+
+<div class="viewcode-block" id="Preprocessor.save">
+<a class="viewcode-back" href="../../../source/hezar.preprocessors.preprocessor.html#hezar.preprocessors.preprocessor.Preprocessor.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">path</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="k">raise</span> <span class="ne">NotImplementedError</span></div>
+
+
+<div class="viewcode-block" id="Preprocessor.push_to_hub">
+<a class="viewcode-back" href="../../../source/hezar.preprocessors.preprocessor.html#hezar.preprocessors.preprocessor.Preprocessor.push_to_hub">[docs]</a>
+    <span class="k">def</span> <span class="nf">push_to_hub</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">repo_id</span><span class="p">,</span>
+        <span class="n">subfolder</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">commit_message</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">private</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
+    <span class="p">):</span>
+        <span class="k">raise</span> <span class="ne">NotImplementedError</span></div>
+
+
+<div class="viewcode-block" id="Preprocessor.load">
+<a class="viewcode-back" href="../../../source/hezar.preprocessors.preprocessor.html#hezar.preprocessors.preprocessor.Preprocessor.load">[docs]</a>
+    <span class="nd">@classmethod</span>
+    <span class="k">def</span> <span class="nf">load</span><span class="p">(</span>
+        <span class="bp">cls</span><span class="p">,</span>
+        <span class="n">hub_or_local_path</span><span class="p">,</span>
+        <span class="n">subfolder</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">force_return_dict</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
+        <span class="n">cache_dir</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="o">**</span><span class="n">kwargs</span>
+    <span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Load a preprocessor or a pipeline of preprocessors from a local or Hub path. This method automatically detects</span>
+<span class="sd">        any preprocessor in the path. If there&#39;s only one preprocessor, returns it and if there are more, returns a</span>
+<span class="sd">        dictionary of preprocessors.</span>
+
+<span class="sd">        This method must also be overriden by subclasses as it internally calls this method for every possible</span>
+<span class="sd">        preprocessor found in the repo.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            hub_or_local_path: Path to hub or local repo</span>
+<span class="sd">            subfolder: Subfolder for the preprocessor.</span>
+<span class="sd">            force_return_dict: Whether to return a dict even if there&#39;s only one preprocessor available on the repo</span>
+<span class="sd">            cache_dir: Path to cache directory</span>
+<span class="sd">            **kwargs: Extra kwargs</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            A Preprocessor subclass or a dict of Preprocessor subclass instances</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">subfolder</span> <span class="o">=</span> <span class="n">subfolder</span> <span class="ow">or</span> <span class="bp">cls</span><span class="o">.</span><span class="n">preprocessor_subfolder</span>
+        <span class="n">cache_dir</span> <span class="o">=</span> <span class="n">cache_dir</span> <span class="ow">or</span> <span class="n">HEZAR_CACHE_DIR</span>
+        <span class="n">preprocessor_files</span> <span class="o">=</span> <span class="n">list_repo_files</span><span class="p">(</span><span class="n">hub_or_local_path</span><span class="p">,</span> <span class="n">subfolder</span><span class="o">=</span><span class="n">subfolder</span><span class="p">)</span>
+        <span class="n">preprocessors</span> <span class="o">=</span> <span class="n">PreprocessorsContainer</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">f</span> <span class="ow">in</span> <span class="n">preprocessor_files</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">f</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s2">&quot;.yaml&quot;</span><span class="p">):</span>
+                <span class="k">if</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">isdir</span><span class="p">(</span><span class="n">hub_or_local_path</span><span class="p">):</span>
+                    <span class="n">config_file</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">hub_or_local_path</span><span class="p">,</span> <span class="n">subfolder</span><span class="p">,</span> <span class="n">f</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">config_file</span> <span class="o">=</span> <span class="n">hf_hub_download</span><span class="p">(</span>
+                        <span class="n">hub_or_local_path</span><span class="p">,</span>
+                        <span class="n">filename</span><span class="o">=</span><span class="n">f</span><span class="p">,</span>
+                        <span class="n">subfolder</span><span class="o">=</span><span class="n">subfolder</span><span class="p">,</span>
+                        <span class="n">repo_type</span><span class="o">=</span><span class="n">RepoType</span><span class="o">.</span><span class="n">MODEL</span><span class="p">,</span>
+                        <span class="n">cache_dir</span><span class="o">=</span><span class="n">cache_dir</span><span class="p">,</span>
+                    <span class="p">)</span>
+                <span class="n">config</span> <span class="o">=</span> <span class="n">OmegaConf</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">config_file</span><span class="p">)</span>
+                <span class="n">name</span> <span class="o">=</span> <span class="n">config</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;name&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">name</span><span class="p">:</span>
+                    <span class="n">preprocessor_cls</span> <span class="o">=</span> <span class="n">get_module_class</span><span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="n">registry_type</span><span class="o">=</span><span class="n">RegistryType</span><span class="o">.</span><span class="n">PREPROCESSOR</span><span class="p">)</span>
+                    <span class="n">preprocessor</span> <span class="o">=</span> <span class="n">preprocessor_cls</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">hub_or_local_path</span><span class="p">,</span> <span class="n">subfolder</span><span class="o">=</span><span class="n">subfolder</span><span class="p">,</span> <span class="n">cache_dir</span><span class="o">=</span><span class="n">cache_dir</span><span class="p">)</span>
+                    <span class="n">preprocessors</span><span class="p">[</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="n">preprocessor</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;The config file `</span><span class="si">{</span><span class="n">config_file</span><span class="si">}</span><span class="s2">` does not have the property `name`!&quot;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">preprocessors</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">force_return_dict</span><span class="p">:</span>
+            <span class="k">return</span> <span class="nb">list</span><span class="p">(</span><span class="n">preprocessors</span><span class="o">.</span><span class="n">values</span><span class="p">())[</span><span class="mi">0</span><span class="p">]</span>
+
+        <span class="k">return</span> <span class="n">preprocessors</span></div>
+</div>
+
+
+
+<div class="viewcode-block" id="PreprocessorsContainer">
+<a class="viewcode-back" href="../../../source/hezar.preprocessors.preprocessor.html#hezar.preprocessors.preprocessor.PreprocessorsContainer">[docs]</a>
+<span class="k">class</span> <span class="nc">PreprocessorsContainer</span><span class="p">(</span><span class="n">OrderedDict</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class to hold the preprocessors by their name</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__getattr__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Override this method to be able to access preprocessors as attributes</span>
+
+<span class="sd">        Examples:</span>
+<span class="sd">            &gt;&gt;&gt; preprocessor[&quot;text_normalizer&quot;] is preprocessor.text_normalizer  # noqa</span>
+<span class="sd">            ... True</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="p">:</span>
+            <span class="k">return</span> <span class="bp">self</span><span class="p">[</span><span class="n">item</span><span class="p">]</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__getattribute__</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+
+<div class="viewcode-block" id="PreprocessorsContainer.save">
+<a class="viewcode-back" href="../../../source/hezar.preprocessors.preprocessor.html#hezar.preprocessors.preprocessor.PreprocessorsContainer.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">path</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Save every preprocessor item in the container</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">name</span><span class="p">,</span> <span class="n">preprocessor</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">preprocessor</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">path</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="PreprocessorsContainer.push_to_hub">
+<a class="viewcode-back" href="../../../source/hezar.preprocessors.preprocessor.html#hezar.preprocessors.preprocessor.PreprocessorsContainer.push_to_hub">[docs]</a>
+    <span class="k">def</span> <span class="nf">push_to_hub</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">repo_id</span><span class="p">,</span>
+        <span class="n">subfolder</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">commit_message</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">private</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+    <span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Push every preprocessor item in the container</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">name</span><span class="p">,</span> <span class="n">preprocessor</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">preprocessor</span><span class="o">.</span><span class="n">push_to_hub</span><span class="p">(</span><span class="n">repo_id</span><span class="p">,</span> <span class="n">subfolder</span><span class="o">=</span><span class="n">subfolder</span><span class="p">,</span> <span class="n">commit_message</span><span class="o">=</span><span class="n">commit_message</span><span class="p">,</span> <span class="n">private</span><span class="o">=</span><span class="n">private</span><span class="p">)</span></div>
+</div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          
+          
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diff --git a/_modules/hezar/preprocessors/text_normalizer.html b/_modules/hezar/preprocessors/text_normalizer.html
new file mode 100644
index 00000000..0d913b76
--- /dev/null
+++ b/_modules/hezar/preprocessors/text_normalizer.html
@@ -0,0 +1,655 @@
+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../../../">
+  <head><meta charset="utf-8"/>
+    <meta name="viewport" content="width=device-width,initial-scale=1"/>
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+
+    <link rel="shortcut icon" href="../../../_static/hezar_logo.svg"/><!-- Generated with Sphinx 7.2.6 and Furo 2023.09.10 -->
+        <title>hezar.preprocessors.text_normalizer - Hezar Documentation</title>
+      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=83e35b93" />
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="../../../source/hezar.builders.html">hezar.builders module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../source/hezar.configs.html">hezar.configs module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../source/hezar.constants.html">hezar.constants module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../source/hezar.registry.html">hezar.registry module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../../../contributing.html">Contributing to Hezar</a></li>
+</ul>
+
+</div>
+</div>
+
+      </div>
+      
+    </div>
+  </aside>
+  <div class="main">
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+        </div>
+        <article role="main">
+          <h1>Source code for hezar.preprocessors.text_normalizer</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span>
+
+<span class="kn">import</span> <span class="nn">os</span>
+<span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">List</span><span class="p">,</span> <span class="n">Mapping</span><span class="p">,</span> <span class="n">Tuple</span>
+
+<span class="kn">from</span> <span class="nn">..builders</span> <span class="kn">import</span> <span class="n">build_preprocessor</span>
+<span class="kn">from</span> <span class="nn">..configs</span> <span class="kn">import</span> <span class="n">PreprocessorConfig</span>
+<span class="kn">from</span> <span class="nn">..constants</span> <span class="kn">import</span> <span class="p">(</span>
+    <span class="n">DEFAULT_NORMALIZER_CONFIG_FILE</span><span class="p">,</span>
+    <span class="n">DEFAULT_PREPROCESSOR_SUBFOLDER</span><span class="p">,</span>
+    <span class="n">Backends</span><span class="p">,</span>
+<span class="p">)</span>
+<span class="kn">from</span> <span class="nn">..registry</span> <span class="kn">import</span> <span class="n">register_preprocessor</span>
+<span class="kn">from</span> <span class="nn">..utils</span> <span class="kn">import</span> <span class="n">Logger</span><span class="p">,</span> <span class="n">is_backend_available</span>
+<span class="kn">from</span> <span class="nn">.preprocessor</span> <span class="kn">import</span> <span class="n">Preprocessor</span>
+
+
+<span class="k">if</span> <span class="n">is_backend_available</span><span class="p">(</span><span class="n">Backends</span><span class="o">.</span><span class="n">TOKENIZERS</span><span class="p">):</span>
+    <span class="kn">from</span> <span class="nn">tokenizers</span> <span class="kn">import</span> <span class="n">Regex</span><span class="p">,</span> <span class="n">normalizers</span>
+
+<span class="n">_required_backends</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="n">Backends</span><span class="o">.</span><span class="n">TOKENIZERS</span><span class="p">,</span>
+<span class="p">]</span>
+
+<span class="n">logger</span> <span class="o">=</span> <span class="n">Logger</span><span class="p">(</span><span class="vm">__name__</span><span class="p">)</span>
+
+
+<div class="viewcode-block" id="TextNormalizerConfig">
+<a class="viewcode-back" href="../../../source/hezar.preprocessors.text_normalizer.html#hezar.preprocessors.text_normalizer.TextNormalizerConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">TextNormalizerConfig</span><span class="p">(</span><span class="n">PreprocessorConfig</span><span class="p">):</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;text_normalizer&quot;</span>
+    <span class="n">replace_patterns</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">Tuple</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">str</span><span class="p">]]</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">List</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">nfkd</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">nfkc</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+
+    <span class="k">def</span> <span class="nf">__post_init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="c1"># convert a list of dicts in replace_patterns to a list of tuples</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">replace_patterns</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">replace_patterns</span><span class="p">):</span>
+            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">replace_patterns</span><span class="p">,</span> <span class="n">Mapping</span><span class="p">):</span>
+                <span class="n">patterns</span> <span class="o">=</span> <span class="p">[]</span>
+                <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">replace_patterns</span><span class="o">.</span><span class="n">values</span><span class="p">():</span>
+                    <span class="n">patterns</span> <span class="o">+=</span> <span class="n">v</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">replace_patterns</span> <span class="o">=</span> <span class="n">patterns</span></div>
+
+
+
+<div class="viewcode-block" id="TextNormalizer">
+<a class="viewcode-back" href="../../../source/hezar.preprocessors.text_normalizer.html#hezar.preprocessors.text_normalizer.TextNormalizer">[docs]</a>
+<span class="nd">@register_preprocessor</span><span class="p">(</span><span class="s2">&quot;text_normalizer&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">TextNormalizerConfig</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">TextNormalizer</span><span class="p">(</span><span class="n">Preprocessor</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A simple configurable text normalizer</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">required_backends</span> <span class="o">=</span> <span class="n">_required_backends</span>
+
+    <span class="n">preprocessor_subfolder</span> <span class="o">=</span> <span class="n">DEFAULT_PREPROCESSOR_SUBFOLDER</span>
+    <span class="n">normalizer_config_file</span> <span class="o">=</span> <span class="n">DEFAULT_NORMALIZER_CONFIG_FILE</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">TextNormalizerConfig</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="fm">__call__</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">inputs</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span>
+        <span class="n">replace_patterns</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">Tuple</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">str</span><span class="p">]]</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">nfkd</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">nfkc</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
+    <span class="p">):</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="n">inputs</span> <span class="o">=</span> <span class="p">[</span><span class="n">inputs</span><span class="p">]</span>
+
+        <span class="n">nfkd</span> <span class="o">=</span> <span class="n">nfkd</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">nfkd</span>
+        <span class="n">nfkc</span> <span class="o">=</span> <span class="n">nfkc</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">nfkc</span>
+        <span class="n">replace_patterns</span> <span class="o">=</span> <span class="n">replace_patterns</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">replace_patterns</span>
+
+        <span class="k">if</span> <span class="n">nfkd</span><span class="p">:</span>
+            <span class="n">inputs</span> <span class="o">=</span> <span class="p">[</span><span class="n">normalizers</span><span class="o">.</span><span class="n">NFKD</span><span class="p">()</span><span class="o">.</span><span class="n">normalize_str</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">inputs</span><span class="p">]</span>
+        <span class="k">if</span> <span class="n">nfkc</span><span class="p">:</span>
+            <span class="n">inputs</span> <span class="o">=</span> <span class="p">[</span><span class="n">normalizers</span><span class="o">.</span><span class="n">NFKC</span><span class="p">()</span><span class="o">.</span><span class="n">normalize_str</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">inputs</span><span class="p">]</span>
+
+        <span class="k">if</span> <span class="n">replace_patterns</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">replacer</span> <span class="o">=</span> <span class="n">normalizers</span><span class="o">.</span><span class="n">Sequence</span><span class="p">(</span>
+                <span class="p">[</span><span class="n">normalizers</span><span class="o">.</span><span class="n">Replace</span><span class="p">(</span><span class="n">Regex</span><span class="p">(</span><span class="n">src</span><span class="p">),</span> <span class="n">trg</span><span class="p">)</span> <span class="k">for</span> <span class="n">src</span><span class="p">,</span> <span class="n">trg</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">replace_patterns</span><span class="p">]</span>  <span class="c1"># noqa</span>
+            <span class="p">)</span>
+            <span class="n">inputs</span> <span class="o">=</span> <span class="p">[</span><span class="n">replacer</span><span class="o">.</span><span class="n">normalize_str</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">inputs</span><span class="p">]</span>
+
+        <span class="k">return</span> <span class="n">inputs</span>
+
+<div class="viewcode-block" id="TextNormalizer.load">
+<a class="viewcode-back" href="../../../source/hezar.preprocessors.text_normalizer.html#hezar.preprocessors.text_normalizer.TextNormalizer.load">[docs]</a>
+    <span class="nd">@classmethod</span>
+    <span class="k">def</span> <span class="nf">load</span><span class="p">(</span>
+        <span class="bp">cls</span><span class="p">,</span>
+        <span class="n">hub_or_local_path</span><span class="p">,</span>
+        <span class="n">subfolder</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">config_filename</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">cache_dir</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="o">**</span><span class="n">kwargs</span>
+    <span class="p">)</span> <span class="o">-&gt;</span> <span class="s2">&quot;TextNormalizer&quot;</span><span class="p">:</span>
+        <span class="n">config_filename</span> <span class="o">=</span> <span class="n">config_filename</span> <span class="ow">or</span> <span class="bp">cls</span><span class="o">.</span><span class="n">normalizer_config_file</span>
+        <span class="n">subfolder</span> <span class="o">=</span> <span class="n">subfolder</span> <span class="ow">or</span> <span class="bp">cls</span><span class="o">.</span><span class="n">preprocessor_subfolder</span>
+        <span class="n">config</span> <span class="o">=</span> <span class="n">TextNormalizerConfig</span><span class="o">.</span><span class="n">load</span><span class="p">(</span>
+            <span class="n">hub_or_local_path</span><span class="p">,</span>
+            <span class="n">filename</span><span class="o">=</span><span class="n">config_filename</span><span class="p">,</span>
+            <span class="n">subfolder</span><span class="o">=</span><span class="n">subfolder</span><span class="p">,</span>
+            <span class="n">cache_dir</span><span class="o">=</span><span class="n">cache_dir</span><span class="p">,</span>
+        <span class="p">)</span>
+        <span class="n">normalizer</span> <span class="o">=</span> <span class="n">build_preprocessor</span><span class="p">(</span><span class="n">config</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">normalizer</span></div>
+
+
+<div class="viewcode-block" id="TextNormalizer.push_to_hub">
+<a class="viewcode-back" href="../../../source/hezar.preprocessors.text_normalizer.html#hezar.preprocessors.text_normalizer.TextNormalizer.push_to_hub">[docs]</a>
+    <span class="k">def</span> <span class="nf">push_to_hub</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">repo_id</span><span class="p">,</span>
+        <span class="n">commit_message</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">subfolder</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">config_filename</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">private</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+    <span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Push normalizer config and other optional files to the Hub.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            repo_id: Repo id on the Hub</span>
+<span class="sd">            commit_message: Commit message</span>
+<span class="sd">            subfolder: Optional subfolder for the normalizer</span>
+<span class="sd">            config_filename: Optional normalizer config filename</span>
+<span class="sd">            private: Whether to create a private repo if it does not exist already</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">subfolder</span> <span class="o">=</span> <span class="n">subfolder</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor_subfolder</span>
+        <span class="n">config_filename</span> <span class="o">=</span> <span class="n">config_filename</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">normalizer_config_file</span>
+
+        <span class="k">if</span> <span class="n">commit_message</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">commit_message</span> <span class="o">=</span> <span class="s2">&quot;Hezar: Upload normalizer&quot;</span>
+
+        <span class="c1"># upload config</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">push_to_hub</span><span class="p">(</span>
+            <span class="n">repo_id</span><span class="o">=</span><span class="n">repo_id</span><span class="p">,</span>
+            <span class="n">filename</span><span class="o">=</span><span class="n">config_filename</span><span class="p">,</span>
+            <span class="n">subfolder</span><span class="o">=</span><span class="n">subfolder</span><span class="p">,</span>
+            <span class="n">commit_message</span><span class="o">=</span><span class="n">commit_message</span><span class="p">,</span>
+        <span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TextNormalizer.save">
+<a class="viewcode-back" href="../../../source/hezar.preprocessors.text_normalizer.html#hezar.preprocessors.text_normalizer.TextNormalizer.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">path</span><span class="p">,</span>
+        <span class="n">subfolder</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">config_filename</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+    <span class="p">):</span>
+        <span class="n">config_filename</span> <span class="o">=</span> <span class="n">config_filename</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">normalizer_config_file</span>
+        <span class="n">subfolder</span> <span class="o">=</span> <span class="n">subfolder</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor_subfolder</span>
+        <span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="n">path</span><span class="p">,</span> <span class="n">exist_ok</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">path</span><span class="p">,</span> <span class="n">filename</span><span class="o">=</span><span class="n">config_filename</span><span class="p">,</span> <span class="n">subfolder</span><span class="o">=</span><span class="n">subfolder</span><span class="p">)</span></div>
+</div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          
+          
+        </div>
+        <div class="bottom-of-page">
+          <div class="left-details">
+            <div class="copyright">
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+            </div>
+            Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
+            
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+            
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+      
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diff --git a/_modules/hezar/preprocessors/tokenizers/bpe.html b/_modules/hezar/preprocessors/tokenizers/bpe.html
new file mode 100644
index 00000000..a6f3ab45
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+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../../../../">
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+
+    <link rel="shortcut icon" href="../../../../_static/hezar_logo.svg"/><!-- Generated with Sphinx 7.2.6 and Furo 2023.09.10 -->
+        <title>hezar.preprocessors.tokenizers.bpe - Hezar Documentation</title>
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+        <article role="main">
+          <h1>Source code for hezar.preprocessors.tokenizers.bpe</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span><span class="p">,</span> <span class="n">field</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span>
+
+<span class="kn">from</span> <span class="nn">...constants</span> <span class="kn">import</span> <span class="n">DEFAULT_TOKENIZER_CONFIG_FILE</span><span class="p">,</span> <span class="n">DEFAULT_TOKENIZER_FILE</span><span class="p">,</span> <span class="n">Backends</span>
+<span class="kn">from</span> <span class="nn">...registry</span> <span class="kn">import</span> <span class="n">register_preprocessor</span>
+<span class="kn">from</span> <span class="nn">...utils</span> <span class="kn">import</span> <span class="n">is_backend_available</span>
+<span class="kn">from</span> <span class="nn">.tokenizer</span> <span class="kn">import</span> <span class="n">Tokenizer</span><span class="p">,</span> <span class="n">TokenizerConfig</span>
+
+
+<span class="k">if</span> <span class="n">is_backend_available</span><span class="p">(</span><span class="n">Backends</span><span class="o">.</span><span class="n">TOKENIZERS</span><span class="p">):</span>
+    <span class="kn">from</span> <span class="nn">tokenizers</span> <span class="kn">import</span> <span class="n">Tokenizer</span> <span class="k">as</span> <span class="n">HFTokenizer</span>
+    <span class="kn">from</span> <span class="nn">tokenizers</span> <span class="kn">import</span> <span class="n">decoders</span><span class="p">,</span> <span class="n">models</span><span class="p">,</span> <span class="n">pre_tokenizers</span><span class="p">,</span> <span class="n">processors</span><span class="p">,</span> <span class="n">trainers</span>
+
+<span class="n">_required_backends</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="n">Backends</span><span class="o">.</span><span class="n">TOKENIZERS</span><span class="p">,</span>
+<span class="p">]</span>
+
+
+<div class="viewcode-block" id="BPEConfig">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">BPEConfig</span><span class="p">(</span><span class="n">TokenizerConfig</span><span class="p">):</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;bpe_tokenizer&quot;</span>
+    <span class="n">max_length</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">512</span>
+    <span class="n">truncation_strategy</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;longest_first&quot;</span>
+    <span class="n">truncation_direction</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;right&quot;</span>
+    <span class="n">stride</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">padding_strategy</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;longest&quot;</span>
+    <span class="n">padding_direction</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;right&quot;</span>
+    <span class="n">pad_to_multiple_of</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">bos_token</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;&lt;s&gt;&quot;</span>
+    <span class="n">eos_token</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;&lt;/s&gt;&quot;</span>
+    <span class="n">unk_token</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;&lt;unk&gt;&quot;</span>
+    <span class="n">sep_token</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;&lt;sep&gt;&quot;</span>
+    <span class="n">pad_token</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;&lt;pad&gt;&quot;</span>
+    <span class="n">cls_token</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;&lt;cls&gt;&quot;</span>
+    <span class="n">mask_token</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;&lt;mask&gt;&quot;</span>
+    <span class="n">additional_special_tokens</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">dropout</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">continuing_subword_prefix</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
+    <span class="n">end_of_word_suffix</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
+    <span class="n">fuse_unk</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span>
+    <span class="n">vocab_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">30000</span>
+    <span class="n">min_frequency</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">2</span>
+    <span class="n">limit_alphabet</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1000</span>
+    <span class="n">initial_alphabet</span><span class="p">:</span> <span class="nb">list</span> <span class="o">=</span> <span class="n">field</span><span class="p">(</span><span class="n">default_factory</span><span class="o">=</span><span class="nb">list</span><span class="p">)</span>
+    <span class="n">show_progress</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span></div>
+
+
+
+<div class="viewcode-block" id="BPETokenizer">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPETokenizer">[docs]</a>
+<span class="nd">@register_preprocessor</span><span class="p">(</span><span class="s2">&quot;bpe_tokenizer&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">BPEConfig</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">BPETokenizer</span><span class="p">(</span><span class="n">Tokenizer</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A standard Byte-level BPE tokenizer using 🤗HuggingFace Tokenizers</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        config: Preprocessor config for the tokenizer</span>
+<span class="sd">        **kwargs: Extra/manual config parameters</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">required_backends</span> <span class="o">=</span> <span class="n">_required_backends</span>
+
+    <span class="n">tokenizer_filename</span> <span class="o">=</span> <span class="n">DEFAULT_TOKENIZER_FILE</span>
+    <span class="n">tokenizer_config_filename</span> <span class="o">=</span> <span class="n">DEFAULT_TOKENIZER_CONFIG_FILE</span>
+    <span class="n">token_ids_name</span> <span class="o">=</span> <span class="s2">&quot;token_ids&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">,</span> <span class="n">tokenizer_file</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="p">,</span> <span class="n">tokenizer_file</span><span class="o">=</span><span class="n">tokenizer_file</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+
+<div class="viewcode-block" id="BPETokenizer.build">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPETokenizer.build">[docs]</a>
+    <span class="k">def</span> <span class="nf">build</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="n">tokenizer</span> <span class="o">=</span> <span class="n">HFTokenizer</span><span class="p">(</span>
+            <span class="n">models</span><span class="o">.</span><span class="n">BPE</span><span class="p">(</span>
+                <span class="n">dropout</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">dropout</span><span class="p">,</span>
+                <span class="n">unk_token</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">unk_token</span><span class="p">,</span>
+                <span class="n">continuing_subword_prefix</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">continuing_subword_prefix</span><span class="p">,</span>
+                <span class="n">end_of_word_suffix</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">end_of_word_suffix</span><span class="p">,</span>
+                <span class="n">fuse_unk</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">fuse_unk</span><span class="p">,</span>
+            <span class="p">)</span>
+        <span class="p">)</span>
+        <span class="n">tokenizer</span><span class="o">.</span><span class="n">decoder</span> <span class="o">=</span> <span class="n">decoders</span><span class="o">.</span><span class="n">ByteLevel</span><span class="p">()</span>  <span class="c1"># noqa</span>
+        <span class="n">tokenizer</span><span class="o">.</span><span class="n">pre_tokenizer</span> <span class="o">=</span> <span class="n">pre_tokenizers</span><span class="o">.</span><span class="n">ByteLevel</span><span class="p">(</span><span class="n">add_prefix_space</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>  <span class="c1"># noqa</span>
+        <span class="n">tokenizer</span><span class="o">.</span><span class="n">decoder</span> <span class="o">=</span> <span class="n">decoders</span><span class="o">.</span><span class="n">ByteLevel</span><span class="p">()</span>  <span class="c1"># noqa</span>
+        <span class="n">tokenizer</span><span class="o">.</span><span class="n">post_processor</span> <span class="o">=</span> <span class="n">processors</span><span class="o">.</span><span class="n">ByteLevel</span><span class="p">(</span><span class="n">trim_offsets</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>  <span class="c1"># noqa</span>
+
+        <span class="k">return</span> <span class="n">tokenizer</span></div>
+
+
+<div class="viewcode-block" id="BPETokenizer.train">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPETokenizer.train">[docs]</a>
+    <span class="k">def</span> <span class="nf">train</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">files</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="o">**</span><span class="n">train_kwargs</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Train the model using the given files&quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">train_kwargs</span><span class="p">)</span>
+
+        <span class="n">trainer</span> <span class="o">=</span> <span class="n">trainers</span><span class="o">.</span><span class="n">BpeTrainer</span><span class="p">(</span>
+            <span class="n">vocab_size</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">vocab_size</span><span class="p">,</span>  <span class="c1"># noqa</span>
+            <span class="n">min_frequency</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">min_frequency</span><span class="p">,</span>  <span class="c1"># noqa</span>
+            <span class="n">show_progress</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">show_progress</span><span class="p">,</span>  <span class="c1"># noqa</span>
+            <span class="n">special_tokens</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">special_tokens</span><span class="p">,</span>  <span class="c1"># noqa</span>
+            <span class="n">initial_alphabet</span><span class="o">=</span><span class="n">pre_tokenizers</span><span class="o">.</span><span class="n">ByteLevel</span><span class="o">.</span><span class="n">alphabet</span><span class="p">(),</span>  <span class="c1"># noqa</span>
+        <span class="p">)</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">files</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="n">files</span> <span class="o">=</span> <span class="p">[</span><span class="n">files</span><span class="p">]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_tokenizer</span><span class="o">.</span><span class="n">train</span><span class="p">(</span><span class="n">files</span><span class="p">,</span> <span class="n">trainer</span><span class="o">=</span><span class="n">trainer</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="BPETokenizer.train_from_iterator">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPETokenizer.train_from_iterator">[docs]</a>
+    <span class="k">def</span> <span class="nf">train_from_iterator</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dataset</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="o">**</span><span class="n">train_kwargs</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Train the model using the given files&quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">train_kwargs</span><span class="p">)</span>
+
+        <span class="n">trainer</span> <span class="o">=</span> <span class="n">trainers</span><span class="o">.</span><span class="n">BpeTrainer</span><span class="p">(</span>
+            <span class="n">vocab_size</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">vocab_size</span><span class="p">,</span>  <span class="c1"># noqa</span>
+            <span class="n">min_frequency</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">min_frequency</span><span class="p">,</span>  <span class="c1"># noqa</span>
+            <span class="n">show_progress</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">show_progress</span><span class="p">,</span>  <span class="c1"># noqa</span>
+            <span class="n">special_tokens</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">special_tokens</span><span class="p">,</span>  <span class="c1"># noqa</span>
+            <span class="n">initial_alphabet</span><span class="o">=</span><span class="n">pre_tokenizers</span><span class="o">.</span><span class="n">ByteLevel</span><span class="o">.</span><span class="n">alphabet</span><span class="p">(),</span>  <span class="c1"># noqa</span>
+        <span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_tokenizer</span><span class="o">.</span><span class="n">train_from_iterator</span><span class="p">(</span><span class="n">dataset</span><span class="p">,</span> <span class="n">trainer</span><span class="o">=</span><span class="n">trainer</span><span class="p">,</span> <span class="n">length</span><span class="o">=</span><span class="nb">len</span><span class="p">(</span><span class="n">dataset</span><span class="p">))</span></div>
+</div>
+
+</pre></div>
+        </article>
+      </div>
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diff --git a/_modules/hezar/preprocessors/tokenizers/sentencepiece_bpe.html b/_modules/hezar/preprocessors/tokenizers/sentencepiece_bpe.html
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+<!doctype html>
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+          <h1>Source code for hezar.preprocessors.tokenizers.sentencepiece_bpe</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span><span class="p">,</span> <span class="n">field</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span>
+
+<span class="kn">from</span> <span class="nn">...constants</span> <span class="kn">import</span> <span class="n">DEFAULT_TOKENIZER_CONFIG_FILE</span><span class="p">,</span> <span class="n">DEFAULT_TOKENIZER_FILE</span><span class="p">,</span> <span class="n">Backends</span>
+<span class="kn">from</span> <span class="nn">...registry</span> <span class="kn">import</span> <span class="n">register_preprocessor</span>
+<span class="kn">from</span> <span class="nn">...utils</span> <span class="kn">import</span> <span class="n">is_backend_available</span>
+<span class="kn">from</span> <span class="nn">.tokenizer</span> <span class="kn">import</span> <span class="n">Tokenizer</span><span class="p">,</span> <span class="n">TokenizerConfig</span>
+
+
+<span class="k">if</span> <span class="n">is_backend_available</span><span class="p">(</span><span class="n">Backends</span><span class="o">.</span><span class="n">TOKENIZERS</span><span class="p">):</span>
+    <span class="kn">from</span> <span class="nn">tokenizers</span> <span class="kn">import</span> <span class="n">Tokenizer</span> <span class="k">as</span> <span class="n">HFTokenizer</span>
+    <span class="kn">from</span> <span class="nn">tokenizers</span> <span class="kn">import</span> <span class="n">decoders</span><span class="p">,</span> <span class="n">models</span><span class="p">,</span> <span class="n">pre_tokenizers</span><span class="p">,</span> <span class="n">trainers</span>
+
+<span class="n">_required_backends</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="n">Backends</span><span class="o">.</span><span class="n">TOKENIZERS</span><span class="p">,</span>
+<span class="p">]</span>
+
+
+<div class="viewcode-block" id="SentencePieceBPEConfig">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">SentencePieceBPEConfig</span><span class="p">(</span><span class="n">TokenizerConfig</span><span class="p">):</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;sentencepiece_bpe_tokenizer&quot;</span>
+    <span class="n">max_length</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">512</span>
+    <span class="n">truncation_strategy</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;longest_first&quot;</span>
+    <span class="n">truncation_direction</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;right&quot;</span>
+    <span class="n">stride</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">padding_strategy</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;longest&quot;</span>
+    <span class="n">padding_direction</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;right&quot;</span>
+    <span class="n">bos_token</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;&lt;s&gt;&quot;</span>
+    <span class="n">eos_token</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;&lt;/s&gt;&quot;</span>
+    <span class="n">unk_token</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;&lt;unk&gt;&quot;</span>
+    <span class="n">sep_token</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;&lt;sep&gt;&quot;</span>
+    <span class="n">pad_token</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;&lt;pad&gt;&quot;</span>
+    <span class="n">cls_token</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;&lt;cls&gt;&quot;</span>
+    <span class="n">mask_token</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;&lt;mask&gt;&quot;</span>
+    <span class="n">additional_special_tokens</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">pad_to_multiple_of</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">dropout</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">continuing_subword_prefix</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
+    <span class="n">replacement</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;_&quot;</span>
+    <span class="n">add_prefix_space</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">end_of_word_suffix</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
+    <span class="n">fuse_unk</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span>
+    <span class="n">vocab_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">30000</span>
+    <span class="n">min_frequency</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">2</span>
+    <span class="n">limit_alphabet</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1000</span>
+    <span class="n">initial_alphabet</span><span class="p">:</span> <span class="nb">list</span> <span class="o">=</span> <span class="n">field</span><span class="p">(</span><span class="n">default_factory</span><span class="o">=</span><span class="nb">list</span><span class="p">)</span>
+    <span class="n">show_progress</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span></div>
+
+
+
+<div class="viewcode-block" id="SentencePieceBPETokenizer">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer">[docs]</a>
+<span class="nd">@register_preprocessor</span><span class="p">(</span><span class="s2">&quot;sentencepiece_bpe_tokenizer&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">SentencePieceBPEConfig</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">SentencePieceBPETokenizer</span><span class="p">(</span><span class="n">Tokenizer</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A standard SentencePiece BPE tokenizer using 🤗HuggingFace Tokenizers</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        config: Preprocessor config for the tokenizer</span>
+<span class="sd">        **kwargs: Extra/manual config parameters</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">required_backends</span> <span class="o">=</span> <span class="n">_required_backends</span>
+
+    <span class="n">tokenizer_filename</span> <span class="o">=</span> <span class="n">DEFAULT_TOKENIZER_FILE</span>
+    <span class="n">tokenizer_config_filename</span> <span class="o">=</span> <span class="n">DEFAULT_TOKENIZER_CONFIG_FILE</span>
+    <span class="n">token_ids_name</span> <span class="o">=</span> <span class="s2">&quot;token_ids&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">,</span> <span class="n">tokenizer_file</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="p">,</span> <span class="n">tokenizer_file</span><span class="o">=</span><span class="n">tokenizer_file</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+
+<div class="viewcode-block" id="SentencePieceBPETokenizer.build">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer.build">[docs]</a>
+    <span class="k">def</span> <span class="nf">build</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="n">tokenizer</span> <span class="o">=</span> <span class="n">HFTokenizer</span><span class="p">(</span>
+            <span class="n">models</span><span class="o">.</span><span class="n">BPE</span><span class="p">(</span>
+                <span class="n">dropout</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">dropout</span><span class="p">,</span>
+                <span class="n">unk_token</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">unk_token</span><span class="p">,</span>
+                <span class="n">continuing_subword_prefix</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">continuing_subword_prefix</span><span class="p">,</span>
+                <span class="n">end_of_word_suffix</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">end_of_word_suffix</span><span class="p">,</span>
+                <span class="n">fuse_unk</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">fuse_unk</span><span class="p">,</span>
+            <span class="p">)</span>
+        <span class="p">)</span>
+        <span class="n">tokenizer</span><span class="o">.</span><span class="n">normalizer</span> <span class="o">=</span> <span class="n">normalizers</span><span class="o">.</span><span class="n">NFKC</span><span class="p">()</span>  <span class="c1"># noqa</span>
+        <span class="n">tokenizer</span><span class="o">.</span><span class="n">pre_tokenizer</span> <span class="o">=</span> <span class="n">pre_tokenizers</span><span class="o">.</span><span class="n">Metaspace</span><span class="p">(</span>  <span class="c1"># noqa</span>
+            <span class="n">replacement</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">replacement</span><span class="p">,</span> <span class="n">add_prefix_space</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">add_prefix_space</span>
+        <span class="p">)</span>
+        <span class="n">tokenizer</span><span class="o">.</span><span class="n">decoder</span> <span class="o">=</span> <span class="n">decoders</span><span class="o">.</span><span class="n">Metaspace</span><span class="p">(</span>  <span class="c1"># noqa</span>
+            <span class="n">replacement</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">replacement</span><span class="p">,</span> <span class="n">add_prefix_space</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">add_prefix_space</span>
+        <span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">tokenizer</span></div>
+
+
+<div class="viewcode-block" id="SentencePieceBPETokenizer.train">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer.train">[docs]</a>
+    <span class="k">def</span> <span class="nf">train</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">files</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="o">**</span><span class="n">train_kwargs</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Train the model using the given files&quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">train_kwargs</span><span class="p">)</span>
+
+        <span class="n">trainer</span> <span class="o">=</span> <span class="n">trainers</span><span class="o">.</span><span class="n">BpeTrainer</span><span class="p">(</span>
+            <span class="n">vocab_size</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">vocab_size</span><span class="p">,</span>  <span class="c1"># noqa</span>
+            <span class="n">min_frequency</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">min_frequency</span><span class="p">,</span>  <span class="c1"># noqa</span>
+            <span class="n">show_progress</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">show_progress</span><span class="p">,</span>  <span class="c1"># noqa</span>
+            <span class="n">special_tokens</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">special_tokens</span><span class="p">,</span>  <span class="c1"># noqa</span>
+            <span class="n">initial_alphabet</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">initial_alphabet</span><span class="p">,</span>  <span class="c1"># noqa</span>
+        <span class="p">)</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">files</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="n">files</span> <span class="o">=</span> <span class="p">[</span><span class="n">files</span><span class="p">]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_tokenizer</span><span class="o">.</span><span class="n">train</span><span class="p">(</span><span class="n">files</span><span class="p">,</span> <span class="n">trainer</span><span class="o">=</span><span class="n">trainer</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="SentencePieceBPETokenizer.train_from_iterator">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer.train_from_iterator">[docs]</a>
+    <span class="k">def</span> <span class="nf">train_from_iterator</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dataset</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="o">**</span><span class="n">train_kwargs</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Train the model using the given files&quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">train_kwargs</span><span class="p">)</span>
+
+        <span class="n">trainer</span> <span class="o">=</span> <span class="n">trainers</span><span class="o">.</span><span class="n">BpeTrainer</span><span class="p">(</span>
+            <span class="n">vocab_size</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">vocab_size</span><span class="p">,</span>  <span class="c1"># noqa</span>
+            <span class="n">min_frequency</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">min_frequency</span><span class="p">,</span>  <span class="c1"># noqa</span>
+            <span class="n">show_progress</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">show_progress</span><span class="p">,</span>  <span class="c1"># noqa</span>
+            <span class="n">special_tokens</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">special_tokens</span><span class="p">,</span>  <span class="c1"># noqa</span>
+            <span class="n">initial_alphabet</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">initial_alphabet</span><span class="p">,</span>  <span class="c1"># noqa</span>
+        <span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_tokenizer</span><span class="o">.</span><span class="n">train_from_iterator</span><span class="p">(</span><span class="n">dataset</span><span class="p">,</span> <span class="n">trainer</span><span class="o">=</span><span class="n">trainer</span><span class="p">,</span> <span class="n">length</span><span class="o">=</span><span class="nb">len</span><span class="p">(</span><span class="n">dataset</span><span class="p">))</span></div>
+</div>
+
+</pre></div>
+        </article>
+      </div>
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diff --git a/_modules/hezar/preprocessors/tokenizers/sentencepiece_unigram.html b/_modules/hezar/preprocessors/tokenizers/sentencepiece_unigram.html
new file mode 100644
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+<!doctype html>
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+<li class="toctree-l5"><a class="reference internal" href="../../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
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+          <h1>Source code for hezar.preprocessors.tokenizers.sentencepiece_unigram</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span><span class="p">,</span> <span class="n">field</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span>
+
+<span class="kn">from</span> <span class="nn">...constants</span> <span class="kn">import</span> <span class="n">DEFAULT_TOKENIZER_CONFIG_FILE</span><span class="p">,</span> <span class="n">DEFAULT_TOKENIZER_FILE</span><span class="p">,</span> <span class="n">Backends</span>
+<span class="kn">from</span> <span class="nn">...registry</span> <span class="kn">import</span> <span class="n">register_preprocessor</span>
+<span class="kn">from</span> <span class="nn">...utils</span> <span class="kn">import</span> <span class="n">is_backend_available</span>
+<span class="kn">from</span> <span class="nn">.tokenizer</span> <span class="kn">import</span> <span class="n">Tokenizer</span><span class="p">,</span> <span class="n">TokenizerConfig</span>
+
+
+<span class="k">if</span> <span class="n">is_backend_available</span><span class="p">(</span><span class="n">Backends</span><span class="o">.</span><span class="n">TOKENIZERS</span><span class="p">):</span>
+    <span class="kn">from</span> <span class="nn">tokenizers</span> <span class="kn">import</span> <span class="n">Tokenizer</span> <span class="k">as</span> <span class="n">HFTokenizer</span>
+    <span class="kn">from</span> <span class="nn">tokenizers</span> <span class="kn">import</span> <span class="n">decoders</span><span class="p">,</span> <span class="n">models</span><span class="p">,</span> <span class="n">pre_tokenizers</span><span class="p">,</span> <span class="n">trainers</span>
+
+<span class="n">_required_backends</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="n">Backends</span><span class="o">.</span><span class="n">TOKENIZERS</span><span class="p">,</span>
+<span class="p">]</span>
+
+
+<div class="viewcode-block" id="SentencePieceUnigramConfig">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">SentencePieceUnigramConfig</span><span class="p">(</span><span class="n">TokenizerConfig</span><span class="p">):</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;sentencepiece_unigram_tokenizer&quot;</span>
+    <span class="n">max_length</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">512</span>
+    <span class="n">truncation_strategy</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;longest_first&quot;</span>
+    <span class="n">truncation_direction</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;right&quot;</span>
+    <span class="n">stride</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">padding_strategy</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;longest&quot;</span>
+    <span class="n">padding_direction</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;right&quot;</span>
+    <span class="n">bos_token</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;&lt;s&gt;&quot;</span>
+    <span class="n">eos_token</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;&lt;/s&gt;&quot;</span>
+    <span class="n">unk_token</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;&lt;unk&gt;&quot;</span>
+    <span class="n">sep_token</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;&lt;sep&gt;&quot;</span>
+    <span class="n">pad_token</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;&lt;pad&gt;&quot;</span>
+    <span class="n">cls_token</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;&lt;cls&gt;&quot;</span>
+    <span class="n">mask_token</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;&lt;mask&gt;&quot;</span>
+    <span class="n">additional_special_tokens</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">pad_to_multiple_of</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">dropout</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">continuing_subword_prefix</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
+    <span class="n">replacement</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;_&quot;</span>
+    <span class="n">add_prefix_space</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+    <span class="n">end_of_word_suffix</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
+    <span class="n">fuse_unk</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span>
+    <span class="n">vocab_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">8000</span>
+    <span class="n">min_frequency</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">2</span>
+    <span class="n">limit_alphabet</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1000</span>
+    <span class="n">initial_alphabet</span><span class="p">:</span> <span class="nb">list</span> <span class="o">=</span> <span class="n">field</span><span class="p">(</span><span class="n">default_factory</span><span class="o">=</span><span class="nb">list</span><span class="p">)</span>
+    <span class="n">show_progress</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span></div>
+
+
+
+<div class="viewcode-block" id="SentencePieceUnigramTokenizer">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer">[docs]</a>
+<span class="nd">@register_preprocessor</span><span class="p">(</span><span class="s2">&quot;sentencepiece_unigram_tokenizer&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">SentencePieceUnigramConfig</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">SentencePieceUnigramTokenizer</span><span class="p">(</span><span class="n">Tokenizer</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A standard SentencePiece Unigram tokenizer using 🤗HuggingFace Tokenizers</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        config: Preprocessor config for the tokenizer</span>
+<span class="sd">        **kwargs: Extra/manual config parameters</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">required_backends</span> <span class="o">=</span> <span class="n">_required_backends</span>
+
+    <span class="n">tokenizer_filename</span> <span class="o">=</span> <span class="n">DEFAULT_TOKENIZER_FILE</span>
+    <span class="n">tokenizer_config_filename</span> <span class="o">=</span> <span class="n">DEFAULT_TOKENIZER_CONFIG_FILE</span>
+    <span class="n">token_ids_name</span> <span class="o">=</span> <span class="s2">&quot;token_ids&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">,</span> <span class="n">tokenizer_file</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="p">,</span> <span class="n">tokenizer_file</span><span class="o">=</span><span class="n">tokenizer_file</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+
+<div class="viewcode-block" id="SentencePieceUnigramTokenizer.build">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer.build">[docs]</a>
+    <span class="k">def</span> <span class="nf">build</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="n">tokenizer</span> <span class="o">=</span> <span class="n">HFTokenizer</span><span class="p">(</span><span class="n">models</span><span class="o">.</span><span class="n">Unigram</span><span class="p">())</span>  <span class="c1"># noqa</span>
+        <span class="n">tokenizer</span><span class="o">.</span><span class="n">normalizer</span> <span class="o">=</span> <span class="n">normalizers</span><span class="o">.</span><span class="n">Sequence</span><span class="p">(</span>  <span class="c1"># noqa</span>
+            <span class="p">[</span>  <span class="c1"># noqa</span>
+                <span class="n">normalizers</span><span class="o">.</span><span class="n">Nmt</span><span class="p">(),</span>  <span class="c1"># noqa</span>
+                <span class="n">normalizers</span><span class="o">.</span><span class="n">NFKC</span><span class="p">(),</span>  <span class="c1"># noqa</span>
+                <span class="n">normalizers</span><span class="o">.</span><span class="n">Replace</span><span class="p">(</span><span class="n">Regex</span><span class="p">(</span><span class="s2">&quot; {2,}&quot;</span><span class="p">),</span> <span class="s2">&quot; &quot;</span><span class="p">),</span>  <span class="c1"># noqa</span>
+            <span class="p">]</span>  <span class="c1"># noqa</span>
+        <span class="p">)</span>  <span class="c1"># noqa</span>
+        <span class="n">tokenizer</span><span class="o">.</span><span class="n">pre_tokenizer</span> <span class="o">=</span> <span class="n">pre_tokenizers</span><span class="o">.</span><span class="n">Metaspace</span><span class="p">(</span>  <span class="c1"># noqa</span>
+            <span class="n">replacement</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">replacement</span><span class="p">,</span> <span class="n">add_prefix_space</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">add_prefix_space</span>
+        <span class="p">)</span>
+        <span class="n">tokenizer</span><span class="o">.</span><span class="n">decoder</span> <span class="o">=</span> <span class="n">decoders</span><span class="o">.</span><span class="n">Metaspace</span><span class="p">(</span>  <span class="c1"># noqa</span>
+            <span class="n">replacement</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">replacement</span><span class="p">,</span> <span class="n">add_prefix_space</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">add_prefix_space</span>
+        <span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">tokenizer</span></div>
+
+
+<div class="viewcode-block" id="SentencePieceUnigramTokenizer.train">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer.train">[docs]</a>
+    <span class="k">def</span> <span class="nf">train</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">files</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="o">**</span><span class="n">train_kwargs</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Train the model using the given files&quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">train_kwargs</span><span class="p">)</span>
+
+        <span class="n">trainer</span> <span class="o">=</span> <span class="n">trainers</span><span class="o">.</span><span class="n">UnigramTrainer</span><span class="p">(</span>
+            <span class="n">vocab_size</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">vocab_size</span><span class="p">,</span>  <span class="c1"># noqa</span>
+            <span class="n">special_tokens</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">special_tokens</span><span class="p">,</span>  <span class="c1"># noqa</span>
+            <span class="n">show_progress</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">show_progress</span><span class="p">,</span>  <span class="c1"># noqa</span>
+            <span class="n">initial_alphabet</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">initial_alphabet</span><span class="p">,</span>  <span class="c1"># noqa</span>
+            <span class="n">unk_token</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">unk_token</span><span class="p">,</span>  <span class="c1"># noqa</span>
+        <span class="p">)</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">files</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="n">files</span> <span class="o">=</span> <span class="p">[</span><span class="n">files</span><span class="p">]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_tokenizer</span><span class="o">.</span><span class="n">train</span><span class="p">(</span><span class="n">files</span><span class="p">,</span> <span class="n">trainer</span><span class="o">=</span><span class="n">trainer</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="SentencePieceUnigramTokenizer.train_from_iterator">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer.train_from_iterator">[docs]</a>
+    <span class="k">def</span> <span class="nf">train_from_iterator</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dataset</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="o">**</span><span class="n">train_kwargs</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Train the model using the given files&quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">train_kwargs</span><span class="p">)</span>
+
+        <span class="n">trainer</span> <span class="o">=</span> <span class="n">trainers</span><span class="o">.</span><span class="n">UnigramTrainer</span><span class="p">(</span>
+            <span class="n">vocab_size</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">vocab_size</span><span class="p">,</span>  <span class="c1"># noqa</span>
+            <span class="n">special_tokens</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">special_tokens</span><span class="p">,</span>  <span class="c1"># noqa</span>
+            <span class="n">show_progress</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">show_progress</span><span class="p">,</span>  <span class="c1"># noqa</span>
+            <span class="n">initial_alphabet</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">initial_alphabet</span><span class="p">,</span>  <span class="c1"># noqa</span>
+            <span class="n">unk_token</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">unk_token</span><span class="p">,</span>  <span class="c1"># noqa</span>
+        <span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_tokenizer</span><span class="o">.</span><span class="n">train_from_iterator</span><span class="p">(</span><span class="n">dataset</span><span class="p">,</span> <span class="n">trainer</span><span class="o">=</span><span class="n">trainer</span><span class="p">,</span> <span class="n">length</span><span class="o">=</span><span class="nb">len</span><span class="p">(</span><span class="n">dataset</span><span class="p">))</span></div>
+</div>
+
+</pre></div>
+        </article>
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+<li class="toctree-l5"><a class="reference internal" href="../../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
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+          <h1>Source code for hezar.preprocessors.tokenizers.tokenizer</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span>
+
+<span class="kn">import</span> <span class="nn">os</span>
+<span class="kn">import</span> <span class="nn">tempfile</span>
+<span class="kn">from</span> <span class="nn">collections</span> <span class="kn">import</span> <span class="n">defaultdict</span>
+<span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">List</span><span class="p">,</span> <span class="n">Mapping</span><span class="p">,</span> <span class="n">Optional</span><span class="p">,</span> <span class="n">Tuple</span>
+
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">import</span> <span class="nn">torch</span>
+<span class="kn">from</span> <span class="nn">huggingface_hub</span> <span class="kn">import</span> <span class="n">create_repo</span><span class="p">,</span> <span class="n">hf_hub_download</span><span class="p">,</span> <span class="n">upload_file</span>
+
+<span class="kn">from</span> <span class="nn">...builders</span> <span class="kn">import</span> <span class="n">build_preprocessor</span>
+<span class="kn">from</span> <span class="nn">...configs</span> <span class="kn">import</span> <span class="n">PreprocessorConfig</span>
+<span class="kn">from</span> <span class="nn">...constants</span> <span class="kn">import</span> <span class="p">(</span>
+    <span class="n">DEFAULT_TOKENIZER_CONFIG_FILE</span><span class="p">,</span>
+    <span class="n">DEFAULT_TOKENIZER_FILE</span><span class="p">,</span>
+    <span class="n">HEZAR_CACHE_DIR</span><span class="p">,</span>
+    <span class="n">Backends</span><span class="p">,</span>
+    <span class="n">PaddingType</span><span class="p">,</span>
+<span class="p">)</span>
+<span class="kn">from</span> <span class="nn">...utils</span> <span class="kn">import</span> <span class="n">Logger</span><span class="p">,</span> <span class="n">convert_batch_dict_dtype</span><span class="p">,</span> <span class="n">is_backend_available</span><span class="p">,</span> <span class="n">pad_batch_items</span>
+<span class="kn">from</span> <span class="nn">..preprocessor</span> <span class="kn">import</span> <span class="n">Preprocessor</span>
+
+
+<span class="k">if</span> <span class="n">is_backend_available</span><span class="p">(</span><span class="n">Backends</span><span class="o">.</span><span class="n">TOKENIZERS</span><span class="p">):</span>
+    <span class="kn">from</span> <span class="nn">tokenizers</span> <span class="kn">import</span> <span class="n">Tokenizer</span> <span class="k">as</span> <span class="n">HFTokenizer</span>
+    <span class="kn">from</span> <span class="nn">tokenizers.decoders</span> <span class="kn">import</span> <span class="n">Decoder</span>
+    <span class="kn">from</span> <span class="nn">tokenizers.models</span> <span class="kn">import</span> <span class="n">Model</span>
+
+<span class="n">logger</span> <span class="o">=</span> <span class="n">Logger</span><span class="p">(</span><span class="vm">__name__</span><span class="p">)</span>
+
+
+<div class="viewcode-block" id="TokenizerConfig">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">TokenizerConfig</span><span class="p">(</span><span class="n">PreprocessorConfig</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Configuration for the Tokenizer.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        max_length (int): Maximum length of the tokenized sequences.</span>
+<span class="sd">        truncation_strategy (str): Truncation strategy for tokenization.</span>
+<span class="sd">        truncation_direction (str): Truncation direction for tokenization.</span>
+<span class="sd">        stride (int): Stride for tokenization.</span>
+<span class="sd">        padding_strategy (str): Padding strategy for tokenization.</span>
+<span class="sd">        padding_direction (str): Padding direction for tokenization.</span>
+<span class="sd">        pad_to_multiple_of (int): Pad to a multiple of this value.</span>
+<span class="sd">        pad_token_type_id (int): ID of the padding token type.</span>
+<span class="sd">        bos_token (str): Beginning of sequence token.</span>
+<span class="sd">        eos_token (str): End of sequence token.</span>
+<span class="sd">        unk_token (str): Unknown token.</span>
+<span class="sd">        sep_token (str): Separator token.</span>
+<span class="sd">        pad_token (str): Padding token.</span>
+<span class="sd">        cls_token (str): Classification token.</span>
+<span class="sd">        mask_token (str): Mask token.</span>
+<span class="sd">        additional_special_tokens (List[str]): Additional special tokens.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;tokenizer&quot;</span>
+    <span class="n">max_length</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">truncation_strategy</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">truncation_direction</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">stride</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">padding_strategy</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">padding_direction</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">pad_to_multiple_of</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">pad_token_type_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">bos_token</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">eos_token</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">unk_token</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">sep_token</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">pad_token</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">cls_token</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">mask_token</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">additional_special_tokens</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span></div>
+
+
+
+<div class="viewcode-block" id="Tokenizer">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer">[docs]</a>
+<span class="k">class</span> <span class="nc">Tokenizer</span><span class="p">(</span><span class="n">Preprocessor</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Base tokenizer class. Mostly copied from :class:`~tokenizers.implementations.BaseTokenizer`.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        config: A TokenizerConfig instance.</span>
+<span class="sd">        tokenizer_file (str): A tokenizer.json file to load the whole tokenizer from.</span>
+<span class="sd">        **kwargs: Extra config parameters that merge into the main config.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">required_backends</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span> <span class="o">|</span> <span class="n">Backends</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="n">tokenizer_filename</span> <span class="o">=</span> <span class="n">DEFAULT_TOKENIZER_FILE</span>
+    <span class="n">tokenizer_config_filename</span> <span class="o">=</span> <span class="n">DEFAULT_TOKENIZER_CONFIG_FILE</span>
+    <span class="n">token_ids_name</span> <span class="o">=</span> <span class="s2">&quot;token_ids&quot;</span>
+    <span class="n">uncastable_keys</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;word_ids&quot;</span><span class="p">,</span> <span class="s2">&quot;tokens&quot;</span><span class="p">,</span> <span class="s2">&quot;offsets_mapping&quot;</span><span class="p">]</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">TokenizerConfig</span><span class="p">,</span> <span class="n">tokenizer_file</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_tokenizer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">from_file</span><span class="p">(</span><span class="n">tokenizer_file</span><span class="p">)</span> <span class="k">if</span> <span class="n">tokenizer_file</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="k">else</span> <span class="bp">self</span><span class="o">.</span><span class="n">build</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">special_tokens</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_all_special_tokens</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_get_all_special_tokens</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Get a list of all special tokens.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            List[str]: List of special tokens.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">_special_tokens</span> <span class="o">=</span> <span class="p">[</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">bos_token</span><span class="p">,</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">eos_token</span><span class="p">,</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">unk_token</span><span class="p">,</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">sep_token</span><span class="p">,</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">pad_token</span><span class="p">,</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">cls_token</span><span class="p">,</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">mask_token</span><span class="p">,</span>
+        <span class="p">]</span>
+        <span class="n">_special_tokens</span> <span class="o">=</span> <span class="p">[</span><span class="n">token</span> <span class="k">for</span> <span class="n">token</span> <span class="ow">in</span> <span class="n">_special_tokens</span> <span class="k">if</span> <span class="n">token</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">vocab</span><span class="p">]</span>
+
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">additional_special_tokens</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">token</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">additional_special_tokens</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">token</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">_special_tokens</span><span class="p">:</span>
+                    <span class="n">_special_tokens</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">token</span><span class="p">)</span>
+
+        <span class="n">valid_tokens</span> <span class="o">=</span> <span class="p">[</span><span class="n">token</span> <span class="k">for</span> <span class="n">token</span> <span class="ow">in</span> <span class="n">_special_tokens</span> <span class="k">if</span> <span class="n">token</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">valid_tokens</span>
+
+<div class="viewcode-block" id="Tokenizer.from_file">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.from_file">[docs]</a>
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">from_file</span><span class="p">(</span><span class="n">path</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Create a tokenizer from a file.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            path (str): Path to the tokenizer file.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            HFTokenizer: The created tokenizer.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">tokenizer</span> <span class="o">=</span> <span class="n">HFTokenizer</span><span class="o">.</span><span class="n">from_file</span><span class="p">(</span><span class="n">path</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">tokenizer</span></div>
+
+
+<div class="viewcode-block" id="Tokenizer.build">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.build">[docs]</a>
+    <span class="k">def</span> <span class="nf">build</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Build the tokenizer.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            HFTokenizer: The built tokenizer.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">raise</span> <span class="ne">NotImplementedError</span></div>
+
+
+<div class="viewcode-block" id="Tokenizer.encode">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.encode">[docs]</a>
+    <span class="k">def</span> <span class="nf">encode</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputs</span><span class="p">,</span> <span class="n">is_pretokenized</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span> <span class="n">add_special_tokens</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Tokenize a list of inputs (could be raw or tokenized inputs).</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            inputs: List of inputs.</span>
+<span class="sd">            is_pretokenized: Whether the inputs are already tokenized.</span>
+<span class="sd">            add_special_tokens: Whether to add special tokens to the inputs. Defaults to True.</span>
+<span class="sd">            **kwargs: Additional keyword arguments.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            List[Dict]: List of dictionaries containing tokenized inputs.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="n">inputs</span> <span class="o">=</span> <span class="p">[</span><span class="n">inputs</span><span class="p">]</span>
+        <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="nb">list</span><span class="p">)</span> <span class="ow">and</span> <span class="n">is_pretokenized</span><span class="p">:</span>
+            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">inputs</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="nb">str</span><span class="p">):</span>
+                <span class="n">inputs</span> <span class="o">=</span> <span class="p">[</span><span class="n">inputs</span><span class="p">]</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tokenizer</span><span class="o">.</span><span class="n">encode_batch</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="n">is_pretokenized</span><span class="p">,</span> <span class="n">add_special_tokens</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="Tokenizer.decode">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.decode">[docs]</a>
+    <span class="k">def</span> <span class="nf">decode</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">ids</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span> <span class="n">skip_special_tokens</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Decode a list of token IDs.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            ids (List[int]): List of token IDs.</span>
+<span class="sd">            skip_special_tokens (bool): Whether to skip special tokens during decoding.</span>
+<span class="sd">            **kwargs: Additional keyword arguments.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            List[str]: List of decoded strings.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">ids</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="nb">int</span><span class="p">):</span>
+            <span class="n">ids</span> <span class="o">=</span> <span class="p">[</span><span class="n">ids</span><span class="p">]</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">ids</span><span class="p">,</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">):</span>
+            <span class="n">ids</span> <span class="o">=</span> <span class="n">ids</span><span class="o">.</span><span class="n">cpu</span><span class="p">()</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">ids</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">):</span>
+            <span class="n">ids</span> <span class="o">=</span> <span class="n">ids</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tokenizer</span><span class="o">.</span><span class="n">decode_batch</span><span class="p">(</span><span class="n">ids</span><span class="p">,</span> <span class="n">skip_special_tokens</span><span class="o">=</span><span class="n">skip_special_tokens</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="Tokenizer.pad_encoded_batch">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.pad_encoded_batch">[docs]</a>
+    <span class="k">def</span> <span class="nf">pad_encoded_batch</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">inputs</span><span class="p">,</span>
+        <span class="n">padding</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">PaddingType</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">max_length</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">int</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">truncation</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
+        <span class="n">return_tensors</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">include_keys</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">exclude_keys</span><span class="p">:</span> <span class="n">List</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+    <span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Pad a batch of encoded inputs.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            inputs: Input batch of encoded tokens.</span>
+<span class="sd">            padding (str | PaddingType): Padding type.</span>
+<span class="sd">            max_length (Optional[int]): Max input length (only if padding is set to &quot;max_length&quot;).</span>
+<span class="sd">            truncation (bool): Whether to allow truncation.</span>
+<span class="sd">            return_tensors (Optional[str]): The type of tensors to return.</span>
+<span class="sd">            include_keys: (Optional[List[str]]): Only pad these given set of keys</span>
+<span class="sd">            exclude_keys (List): A list of keys to exclude when padding.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            Dict: Padded inputs.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="p">(</span><span class="nb">list</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">))</span> <span class="ow">and</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">inputs</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">Mapping</span><span class="p">):</span>
+            <span class="n">inputs</span> <span class="o">=</span> <span class="p">{</span><span class="n">key</span><span class="p">:</span> <span class="p">[</span><span class="n">example</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="k">for</span> <span class="n">example</span> <span class="ow">in</span> <span class="n">inputs</span><span class="p">]</span> <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">inputs</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">()}</span>
+
+        <span class="n">exclude_keys</span> <span class="o">=</span> <span class="n">exclude_keys</span> <span class="ow">or</span> <span class="p">[]</span>
+        <span class="n">exclude_keys</span> <span class="o">+=</span> <span class="bp">self</span><span class="o">.</span><span class="n">uncastable_keys</span>  <span class="c1"># avoid possible errors</span>
+        <span class="n">inputs</span> <span class="o">=</span> <span class="n">convert_batch_dict_dtype</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="s2">&quot;list&quot;</span><span class="p">,</span> <span class="n">skip_keys</span><span class="o">=</span><span class="n">exclude_keys</span><span class="p">)</span>
+
+        <span class="n">include_keys</span> <span class="o">=</span> <span class="n">include_keys</span> <span class="ow">or</span> <span class="nb">list</span><span class="p">(</span><span class="n">inputs</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+
+        <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">batch</span> <span class="ow">in</span> <span class="n">inputs</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="k">if</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">exclude_keys</span><span class="p">:</span>
+                <span class="k">continue</span>
+            <span class="k">if</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">include_keys</span><span class="p">:</span>
+                <span class="n">pad_id</span> <span class="o">=</span> <span class="mi">0</span> <span class="k">if</span> <span class="n">key</span> <span class="o">==</span> <span class="s2">&quot;attention_mask&quot;</span> <span class="k">else</span> <span class="bp">self</span><span class="o">.</span><span class="n">pad_token_id</span>
+                <span class="n">padded_ids</span> <span class="o">=</span> <span class="n">pad_batch_items</span><span class="p">(</span>
+                    <span class="n">inputs</span><span class="p">[</span><span class="n">key</span><span class="p">],</span>
+                    <span class="n">padding_type</span><span class="o">=</span><span class="n">padding</span><span class="p">,</span>
+                    <span class="n">padding_side</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">padding_direction</span><span class="p">,</span>
+                    <span class="n">pad_id</span><span class="o">=</span><span class="n">pad_id</span><span class="p">,</span>
+                    <span class="n">max_length</span><span class="o">=</span><span class="n">max_length</span><span class="p">,</span> <span class="n">truncation</span><span class="o">=</span><span class="n">truncation</span><span class="p">,</span>
+                <span class="p">)</span>
+                <span class="n">inputs</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">=</span> <span class="n">padded_ids</span>
+
+        <span class="n">inputs</span> <span class="o">=</span> <span class="n">convert_batch_dict_dtype</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">return_tensors</span><span class="p">,</span> <span class="n">skip_keys</span><span class="o">=</span><span class="n">exclude_keys</span><span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">inputs</span></div>
+
+
+    <span class="k">def</span> <span class="fm">__call__</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">inputs</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="n">Tuple</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">str</span><span class="p">]],</span>
+        <span class="n">device</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">torch</span><span class="o">.</span><span class="n">device</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">add_special_tokens</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
+        <span class="n">padding_strategy</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">truncation_strategy</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">max_length</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">return_tensors</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;list&quot;</span><span class="p">,</span>
+        <span class="n">stride</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span><span class="p">,</span>
+        <span class="n">is_split_into_words</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
+        <span class="n">pad_to_multiple_of</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">return_tokens</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">return_token_type_ids</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">return_attention_mask</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
+        <span class="n">return_overflowing_tokens</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
+        <span class="n">return_special_tokens_mask</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
+        <span class="n">return_offsets_mapping</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
+        <span class="n">return_length</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
+        <span class="n">return_word_ids</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
+        <span class="n">verbose</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
+        <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
+    <span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Tokenize a batch of string inputs and return the relevant properties e.g, token ids, attention mask, etc.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            inputs: A list of string inputs to tokenize</span>
+<span class="sd">            add_special_tokens: Whether to add special tokens or not</span>
+<span class="sd">            padding_strategy: Determines how to pad inputs</span>
+<span class="sd">            truncation_strategy: Determines how to truncate inputs</span>
+<span class="sd">            max_length: Max input length of the sequences</span>
+<span class="sd">            return_tensors: The type of the returning tensors in the batch e.g, pt, np, list</span>
+<span class="sd">            stride: Stride level</span>
+<span class="sd">            is_split_into_words: Are inputs pre-tokenized or raw string inputs</span>
+<span class="sd">            pad_to_multiple_of: Pad inputs by a factor of this value</span>
+<span class="sd">            return_tokens: Whether to return tokens lists</span>
+<span class="sd">            return_token_type_ids: Whether to return token type ids</span>
+<span class="sd">            return_attention_mask: Whether to return attention masks</span>
+<span class="sd">            return_overflowing_tokens: Whether to return overflowing tokens</span>
+<span class="sd">            return_special_tokens_mask: Whether to return special tokens mask</span>
+<span class="sd">            return_offsets_mapping: Whether to return offsets</span>
+<span class="sd">            return_length: Whether to return input lengths</span>
+<span class="sd">            **kwargs: Extra arguments reside here and therefore ignored</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            A dictionary of encoded inputs like</span>
+<span class="sd">                {&quot;token_ids&quot;: [batch_size x input_len], &quot;attention_mask&quot;: [batch_size x input_len], ...}</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="nb">list</span><span class="p">)</span> <span class="ow">and</span> <span class="ow">not</span> <span class="nb">len</span><span class="p">(</span><span class="n">inputs</span><span class="p">):</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Tokenizer cannot process an empty list!&quot;</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="n">inputs</span> <span class="o">=</span> <span class="p">[</span><span class="n">inputs</span><span class="p">]</span>
+
+        <span class="n">padding_strategy</span> <span class="o">=</span> <span class="n">padding_strategy</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">padding_strategy</span>
+        <span class="n">truncation_strategy</span> <span class="o">=</span> <span class="n">truncation_strategy</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">truncation_strategy</span>
+        <span class="n">max_length</span> <span class="o">=</span> <span class="n">max_length</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">max_length</span>
+        <span class="n">pad_to_multiple_of</span> <span class="o">=</span> <span class="n">pad_to_multiple_of</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">pad_to_multiple_of</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">set_truncation_and_padding</span><span class="p">(</span>
+            <span class="n">padding_strategy</span><span class="o">=</span><span class="n">padding_strategy</span><span class="p">,</span>
+            <span class="n">truncation_strategy</span><span class="o">=</span><span class="n">truncation_strategy</span><span class="p">,</span>
+            <span class="n">padding_side</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">padding_direction</span><span class="p">,</span>
+            <span class="n">truncation_side</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">truncation_direction</span><span class="p">,</span>
+            <span class="n">max_length</span><span class="o">=</span><span class="n">max_length</span><span class="p">,</span>
+            <span class="n">stride</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">stride</span><span class="p">,</span>
+            <span class="n">pad_to_multiple_of</span><span class="o">=</span><span class="n">pad_to_multiple_of</span><span class="p">,</span>
+        <span class="p">)</span>
+        <span class="n">encodings</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">encode</span><span class="p">(</span>
+            <span class="n">inputs</span><span class="p">,</span>
+            <span class="n">add_special_tokens</span><span class="o">=</span><span class="n">add_special_tokens</span><span class="p">,</span>
+            <span class="n">is_pretokenized</span><span class="o">=</span><span class="n">is_split_into_words</span><span class="p">,</span>
+        <span class="p">)</span>
+        <span class="n">encodings_dict</span> <span class="o">=</span> <span class="p">[</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_convert_encodings</span><span class="p">(</span>
+                <span class="n">encoding</span><span class="o">=</span><span class="n">encoding</span><span class="p">,</span>
+                <span class="n">return_tokens</span><span class="o">=</span><span class="n">return_tokens</span><span class="p">,</span>
+                <span class="n">return_token_type_ids</span><span class="o">=</span><span class="n">return_token_type_ids</span><span class="p">,</span>
+                <span class="n">return_attention_mask</span><span class="o">=</span><span class="n">return_attention_mask</span><span class="p">,</span>
+                <span class="n">return_overflowing_tokens</span><span class="o">=</span><span class="n">return_overflowing_tokens</span><span class="p">,</span>
+                <span class="n">return_special_tokens_mask</span><span class="o">=</span><span class="n">return_special_tokens_mask</span><span class="p">,</span>
+                <span class="n">return_offsets_mapping</span><span class="o">=</span><span class="n">return_offsets_mapping</span><span class="p">,</span>
+                <span class="n">return_length</span><span class="o">=</span><span class="n">return_length</span><span class="p">,</span>
+                <span class="n">return_word_ids</span><span class="o">=</span><span class="n">return_word_ids</span><span class="p">,</span>
+            <span class="p">)</span>
+            <span class="k">for</span> <span class="n">encoding</span> <span class="ow">in</span> <span class="n">encodings</span>
+        <span class="p">]</span>
+        <span class="c1"># Permute output dict from [batch_0: Dict[key, value], ...] to Dict[key, [batch_0, batch_1, ...], ...]</span>
+        <span class="n">sanitized_outputs</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">encodings_dict</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+            <span class="n">stack</span> <span class="o">=</span> <span class="p">[</span><span class="n">e</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">encodings_dict</span> <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">item</span><span class="p">[</span><span class="n">key</span><span class="p">]]</span>
+            <span class="n">sanitized_outputs</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">=</span> <span class="n">stack</span>
+
+        <span class="c1"># If returning overflowing tokens, we need to return a mapping</span>
+        <span class="c1"># from the batch idx to the original sample</span>
+        <span class="k">if</span> <span class="n">return_overflowing_tokens</span><span class="p">:</span>
+            <span class="n">overflow_to_sample_mapping</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">encodings_</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">encodings_dict</span><span class="p">):</span>
+                <span class="n">overflow_to_sample_mapping</span> <span class="o">+=</span> <span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">encodings_</span><span class="p">[</span><span class="s2">&quot;input_ids&quot;</span><span class="p">])</span>
+            <span class="n">sanitized_outputs</span><span class="p">[</span><span class="s2">&quot;overflow_to_sample_mapping&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">overflow_to_sample_mapping</span>
+
+        <span class="k">if</span> <span class="n">return_tensors</span> <span class="o">==</span> <span class="s2">&quot;list&quot;</span> <span class="ow">or</span> <span class="n">return_tensors</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">sanitized_outputs</span> <span class="o">=</span> <span class="p">{</span>
+                <span class="n">key</span><span class="p">:</span> <span class="n">value</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="ow">and</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="nb">list</span><span class="p">)</span> <span class="k">else</span> <span class="n">value</span>
+                <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">sanitized_outputs</span><span class="o">.</span><span class="n">items</span><span class="p">()</span>
+            <span class="p">}</span>
+
+        <span class="n">outputs</span> <span class="o">=</span> <span class="n">convert_batch_dict_dtype</span><span class="p">(</span><span class="n">sanitized_outputs</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">return_tensors</span><span class="p">,</span> <span class="n">skip_keys</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">uncastable_keys</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">device</span> <span class="ow">and</span> <span class="n">return_tensors</span> <span class="o">==</span> <span class="s2">&quot;pt&quot;</span><span class="p">:</span>
+            <span class="n">outputs</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="n">device</span><span class="p">)</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">)</span> <span class="k">else</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">outputs</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+
+        <span class="k">return</span> <span class="n">outputs</span>
+
+<div class="viewcode-block" id="Tokenizer.set_truncation_and_padding">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.set_truncation_and_padding">[docs]</a>
+    <span class="k">def</span> <span class="nf">set_truncation_and_padding</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">padding_strategy</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">truncation_strategy</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">padding_side</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">truncation_side</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">max_length</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">stride</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">pad_to_multiple_of</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+    <span class="p">):</span>
+        <span class="c1"># Set truncation and padding on the backend tokenizer</span>
+        <span class="k">if</span> <span class="n">truncation_strategy</span> <span class="o">==</span> <span class="s2">&quot;no_truncation&quot;</span><span class="p">:</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">truncation</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">no_truncation</span><span class="p">()</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">target</span> <span class="o">=</span> <span class="p">{</span>
+                <span class="s2">&quot;max_length&quot;</span><span class="p">:</span> <span class="n">max_length</span><span class="p">,</span>
+                <span class="s2">&quot;stride&quot;</span><span class="p">:</span> <span class="n">stride</span><span class="p">,</span>
+                <span class="s2">&quot;strategy&quot;</span><span class="p">:</span> <span class="n">truncation_strategy</span><span class="p">,</span>
+                <span class="s2">&quot;direction&quot;</span><span class="p">:</span> <span class="n">truncation_side</span><span class="p">,</span>
+            <span class="p">}</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">truncation</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="n">current</span> <span class="o">=</span> <span class="kc">None</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">current</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">truncation</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">k</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">target</span><span class="p">}</span>
+
+            <span class="k">if</span> <span class="n">current</span> <span class="o">!=</span> <span class="n">target</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">enable_truncation</span><span class="p">(</span><span class="o">**</span><span class="n">target</span><span class="p">)</span>
+
+            <span class="k">if</span> <span class="n">padding_strategy</span> <span class="o">==</span> <span class="s2">&quot;no_padding&quot;</span><span class="p">:</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">padding</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">no_padding</span><span class="p">()</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">length</span> <span class="o">=</span> <span class="n">max_length</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">padding_strategy</span> <span class="o">==</span> <span class="s2">&quot;max_length&quot;</span> <span class="k">else</span> <span class="kc">None</span>
+                <span class="n">target</span> <span class="o">=</span> <span class="p">{</span>
+                    <span class="s2">&quot;length&quot;</span><span class="p">:</span> <span class="n">length</span><span class="p">,</span>
+                    <span class="s2">&quot;direction&quot;</span><span class="p">:</span> <span class="n">padding_side</span><span class="p">,</span>
+                    <span class="s2">&quot;pad_id&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">token_to_id</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">pad_token</span><span class="p">),</span>
+                    <span class="s2">&quot;pad_token&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">pad_token</span><span class="p">,</span>
+                    <span class="s2">&quot;pad_type_id&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">pad_token_type_id</span><span class="p">,</span>
+                    <span class="s2">&quot;pad_to_multiple_of&quot;</span><span class="p">:</span> <span class="n">pad_to_multiple_of</span><span class="p">,</span>
+                <span class="p">}</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">padding</span> <span class="o">!=</span> <span class="n">target</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">enable_padding</span><span class="p">(</span><span class="o">**</span><span class="n">target</span><span class="p">)</span></div>
+
+
+    <span class="k">def</span> <span class="nf">_convert_encodings</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">encoding</span><span class="p">,</span>
+        <span class="n">return_tokens</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">return_token_type_ids</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">return_attention_mask</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">return_overflowing_tokens</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
+        <span class="n">return_special_tokens_mask</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
+        <span class="n">return_offsets_mapping</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
+        <span class="n">return_length</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
+        <span class="n">return_word_ids</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
+    <span class="p">):</span>
+        <span class="k">if</span> <span class="n">return_overflowing_tokens</span> <span class="ow">and</span> <span class="n">encoding</span><span class="o">.</span><span class="n">overflowing</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">encodings</span> <span class="o">=</span> <span class="p">[</span><span class="n">encoding</span><span class="p">]</span> <span class="o">+</span> <span class="n">encoding</span><span class="o">.</span><span class="n">overflowing</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">encodings</span> <span class="o">=</span> <span class="p">[</span><span class="n">encoding</span><span class="p">]</span>
+
+        <span class="n">encoding_dict</span> <span class="o">=</span> <span class="n">defaultdict</span><span class="p">(</span><span class="nb">list</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">encodings</span><span class="p">:</span>
+            <span class="n">encoding_dict</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">token_ids_name</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">e</span><span class="o">.</span><span class="n">ids</span><span class="p">)</span>
+
+            <span class="k">if</span> <span class="n">return_token_type_ids</span><span class="p">:</span>
+                <span class="n">encoding_dict</span><span class="p">[</span><span class="s2">&quot;token_type_ids&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">e</span><span class="o">.</span><span class="n">type_ids</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">return_attention_mask</span><span class="p">:</span>
+                <span class="n">encoding_dict</span><span class="p">[</span><span class="s2">&quot;attention_mask&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">e</span><span class="o">.</span><span class="n">attention_mask</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">return_special_tokens_mask</span><span class="p">:</span>
+                <span class="n">encoding_dict</span><span class="p">[</span><span class="s2">&quot;special_tokens_mask&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">e</span><span class="o">.</span><span class="n">special_tokens_mask</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">return_offsets_mapping</span><span class="p">:</span>
+                <span class="n">encoding_dict</span><span class="p">[</span><span class="s2">&quot;offsets_mapping&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">e</span><span class="o">.</span><span class="n">offsets</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">return_length</span><span class="p">:</span>
+                <span class="n">encoding_dict</span><span class="p">[</span><span class="s2">&quot;length&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">e</span><span class="o">.</span><span class="n">ids</span><span class="p">))</span>
+            <span class="k">if</span> <span class="n">return_tokens</span><span class="p">:</span>
+                <span class="n">text</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tokenizer</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="n">e</span><span class="o">.</span><span class="n">ids</span><span class="p">)</span>
+                <span class="n">tokens</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_tokens_from_offsets</span><span class="p">(</span><span class="n">text</span><span class="p">,</span> <span class="n">e</span><span class="o">.</span><span class="n">ids</span><span class="p">,</span> <span class="n">e</span><span class="o">.</span><span class="n">offsets</span><span class="p">)</span>
+                <span class="n">encoding_dict</span><span class="p">[</span><span class="s2">&quot;tokens&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tokens</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">return_word_ids</span><span class="p">:</span>
+                <span class="n">encoding_dict</span><span class="p">[</span><span class="s2">&quot;word_ids&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">e</span><span class="o">.</span><span class="n">word_ids</span><span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">encoding_dict</span>
+
+<div class="viewcode-block" id="Tokenizer.convert_tokens_to_ids">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.convert_tokens_to_ids">[docs]</a>
+    <span class="k">def</span> <span class="nf">convert_tokens_to_ids</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tokens</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="nb">int</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]:</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">tokens</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="n">tokens</span> <span class="o">=</span> <span class="p">[</span><span class="n">tokens</span><span class="p">]</span>
+
+        <span class="k">return</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_tokenizer</span><span class="o">.</span><span class="n">token_to_id</span><span class="p">(</span><span class="n">token</span><span class="p">)</span> <span class="k">for</span> <span class="n">token</span> <span class="ow">in</span> <span class="n">tokens</span><span class="p">]</span></div>
+
+
+<div class="viewcode-block" id="Tokenizer.convert_ids_to_tokens">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.convert_ids_to_tokens">[docs]</a>
+    <span class="k">def</span> <span class="nf">convert_ids_to_tokens</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">ids</span><span class="p">:</span> <span class="nb">int</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span> <span class="n">skip_special_tokens</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">):</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">ids</span><span class="p">,</span> <span class="nb">int</span><span class="p">):</span>
+            <span class="n">ids</span> <span class="o">=</span> <span class="p">[</span><span class="n">ids</span><span class="p">]</span>
+        <span class="n">tokens</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">index</span> <span class="ow">in</span> <span class="n">ids</span><span class="p">:</span>
+            <span class="n">index</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">index</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">skip_special_tokens</span> <span class="ow">and</span> <span class="n">index</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">special_ids</span><span class="p">:</span>
+                <span class="k">continue</span>
+            <span class="n">tokens</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_tokenizer</span><span class="o">.</span><span class="n">id_to_token</span><span class="p">(</span><span class="n">index</span><span class="p">))</span>
+        <span class="k">return</span> <span class="n">tokens</span></div>
+
+
+<div class="viewcode-block" id="Tokenizer.num_special_tokens_to_add">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.num_special_tokens_to_add">[docs]</a>
+    <span class="k">def</span> <span class="nf">num_special_tokens_to_add</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">is_pair</span><span class="p">:</span> <span class="nb">bool</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tokenizer</span><span class="o">.</span><span class="n">num_special_tokens_to_add</span><span class="p">(</span><span class="n">is_pair</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="Tokenizer.get_vocab">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.get_vocab">[docs]</a>
+    <span class="k">def</span> <span class="nf">get_vocab</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">with_added_tokens</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">int</span><span class="p">]:</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tokenizer</span><span class="o">.</span><span class="n">get_vocab</span><span class="p">(</span><span class="n">with_added_tokens</span><span class="o">=</span><span class="n">with_added_tokens</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="Tokenizer.get_vocab_size">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.get_vocab_size">[docs]</a>
+    <span class="k">def</span> <span class="nf">get_vocab_size</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">with_added_tokens</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tokenizer</span><span class="o">.</span><span class="n">get_vocab_size</span><span class="p">(</span><span class="n">with_added_tokens</span><span class="o">=</span><span class="n">with_added_tokens</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="Tokenizer.enable_padding">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.enable_padding">[docs]</a>
+    <span class="k">def</span> <span class="nf">enable_padding</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">direction</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;right&quot;</span><span class="p">,</span>
+        <span class="n">pad_to_multiple_of</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">pad_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span><span class="p">,</span>
+        <span class="n">pad_type_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span><span class="p">,</span>
+        <span class="n">pad_token</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;[PAD]&quot;</span><span class="p">,</span>
+        <span class="n">length</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+    <span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tokenizer</span><span class="o">.</span><span class="n">enable_padding</span><span class="p">(</span>
+            <span class="n">direction</span><span class="o">=</span><span class="n">direction</span><span class="p">,</span>
+            <span class="n">pad_to_multiple_of</span><span class="o">=</span><span class="n">pad_to_multiple_of</span><span class="p">,</span>
+            <span class="n">pad_id</span><span class="o">=</span><span class="n">pad_id</span><span class="p">,</span>
+            <span class="n">pad_type_id</span><span class="o">=</span><span class="n">pad_type_id</span><span class="p">,</span>
+            <span class="n">pad_token</span><span class="o">=</span><span class="n">pad_token</span><span class="p">,</span>
+            <span class="n">length</span><span class="o">=</span><span class="n">length</span><span class="p">,</span>
+        <span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="Tokenizer.no_padding">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.no_padding">[docs]</a>
+    <span class="k">def</span> <span class="nf">no_padding</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tokenizer</span><span class="o">.</span><span class="n">no_padding</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="Tokenizer.enable_truncation">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.enable_truncation">[docs]</a>
+    <span class="k">def</span> <span class="nf">enable_truncation</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">max_length</span><span class="p">,</span> <span class="n">stride</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">strategy</span><span class="o">=</span><span class="s2">&quot;longest_first&quot;</span><span class="p">,</span> <span class="n">direction</span><span class="o">=</span><span class="s2">&quot;right&quot;</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tokenizer</span><span class="o">.</span><span class="n">enable_truncation</span><span class="p">(</span><span class="n">max_length</span><span class="p">,</span> <span class="n">stride</span><span class="o">=</span><span class="n">stride</span><span class="p">,</span> <span class="n">strategy</span><span class="o">=</span><span class="n">strategy</span><span class="p">,</span> <span class="n">direction</span><span class="o">=</span><span class="n">direction</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="Tokenizer.no_truncation">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.no_truncation">[docs]</a>
+    <span class="k">def</span> <span class="nf">no_truncation</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tokenizer</span><span class="o">.</span><span class="n">no_truncation</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="Tokenizer.add_tokens">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.add_tokens">[docs]</a>
+    <span class="k">def</span> <span class="nf">add_tokens</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tokens</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tokenizer</span><span class="o">.</span><span class="n">add_tokens</span><span class="p">(</span><span class="n">tokens</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="Tokenizer.add_special_tokens">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.add_special_tokens">[docs]</a>
+    <span class="k">def</span> <span class="nf">add_special_tokens</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">special_tokens</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tokenizer</span><span class="o">.</span><span class="n">add_special_tokens</span><span class="p">(</span><span class="n">special_tokens</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="Tokenizer.token_to_id">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.token_to_id">[docs]</a>
+    <span class="k">def</span> <span class="nf">token_to_id</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">token</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tokenizer</span><span class="o">.</span><span class="n">token_to_id</span><span class="p">(</span><span class="n">token</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="Tokenizer.id_to_token">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.id_to_token">[docs]</a>
+    <span class="k">def</span> <span class="nf">id_to_token</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="nb">id</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tokenizer</span><span class="o">.</span><span class="n">id_to_token</span><span class="p">(</span><span class="nb">id</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="Tokenizer.get_added_vocab">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.get_added_vocab">[docs]</a>
+    <span class="k">def</span> <span class="nf">get_added_vocab</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">int</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns the added tokens in the vocabulary as a dictionary of token to index.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            `Dict[str, int]`: The added tokens.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">base_vocab</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tokenizer</span><span class="o">.</span><span class="n">get_vocab</span><span class="p">(</span><span class="n">with_added_tokens</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+        <span class="n">full_vocab</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tokenizer</span><span class="o">.</span><span class="n">get_vocab</span><span class="p">(</span><span class="n">with_added_tokens</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+        <span class="n">added_vocab</span> <span class="o">=</span> <span class="p">{</span><span class="n">token</span><span class="p">:</span> <span class="n">index</span> <span class="k">for</span> <span class="n">token</span><span class="p">,</span> <span class="n">index</span> <span class="ow">in</span> <span class="n">full_vocab</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">token</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">base_vocab</span><span class="p">}</span>
+        <span class="k">return</span> <span class="n">added_vocab</span></div>
+
+
+    <span class="k">def</span> <span class="fm">__len__</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Size of the full vocabulary with the added tokens.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tokenizer</span><span class="o">.</span><span class="n">get_vocab_size</span><span class="p">(</span><span class="n">with_added_tokens</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+
+<div class="viewcode-block" id="Tokenizer.get_tokens_from_offsets">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.get_tokens_from_offsets">[docs]</a>
+    <span class="k">def</span> <span class="nf">get_tokens_from_offsets</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">text</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span>
+        <span class="n">ids</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span>
+        <span class="n">offsets_mapping</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">Tuple</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">]],</span>
+    <span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Extract human-readable tokens using the original text and offsets mapping</span>
+<span class="sd">        Args:</span>
+<span class="sd">            text: Raw string text</span>
+<span class="sd">            ids: Token ids</span>
+<span class="sd">            offsets_mapping: A list of tuples representing offsets</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            A list of tokens</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">text</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected str type for `text`, got `</span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">text</span><span class="p">)</span><span class="si">}</span><span class="s2">(</span><span class="si">{</span><span class="n">text</span><span class="si">}</span><span class="s2">)`&quot;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">offsets_mapping</span><span class="p">,</span> <span class="nb">list</span><span class="p">)</span> <span class="ow">and</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">offsets_mapping</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">Tuple</span><span class="p">):</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected a list of tuples for `offsets_mapping`, got List[</span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">offsets_mapping</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span><span class="si">}</span><span class="s2">]&quot;</span><span class="p">)</span>
+        <span class="n">tokens</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">offset</span> <span class="ow">in</span> <span class="n">offsets_mapping</span><span class="p">:</span>
+            <span class="n">offset_start</span><span class="p">,</span> <span class="n">offset_end</span> <span class="o">=</span> <span class="n">offset</span>
+            <span class="n">tokens</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">text</span><span class="p">[</span><span class="n">offset_start</span><span class="p">:</span><span class="n">offset_end</span><span class="p">])</span>
+        <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">token</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">tokens</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">ids</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">special_ids</span><span class="p">:</span>
+                <span class="n">tokens</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tokenizer</span><span class="o">.</span><span class="n">id_to_token</span><span class="p">(</span><span class="n">ids</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+        <span class="k">return</span> <span class="n">tokens</span></div>
+
+
+<div class="viewcode-block" id="Tokenizer.load">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.load">[docs]</a>
+    <span class="nd">@classmethod</span>
+    <span class="k">def</span> <span class="nf">load</span><span class="p">(</span>
+        <span class="bp">cls</span><span class="p">,</span>
+        <span class="n">hub_or_local_path</span><span class="p">,</span>
+        <span class="n">subfolder</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">config_filename</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">tokenizer_filename</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">cache_dir</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
+    <span class="p">)</span> <span class="o">-&gt;</span> <span class="s2">&quot;Tokenizer&quot;</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Load a tokenizer from a specified path or Hub repository.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            cls: Class reference.</span>
+<span class="sd">            hub_or_local_path: Path or Hub repository ID.</span>
+<span class="sd">            subfolder: Subfolder containing tokenizer files.</span>
+<span class="sd">            config_filename: Tokenizer config filename.</span>
+<span class="sd">            tokenizer_filename: Tokenizer filename.</span>
+<span class="sd">            cache_dir: Path to cache directory</span>
+<span class="sd">            **kwargs: Additional arguments.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            Tokenizer: Loaded tokenizer.</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">tokenizer_filename</span> <span class="o">=</span> <span class="n">tokenizer_filename</span> <span class="ow">or</span> <span class="bp">cls</span><span class="o">.</span><span class="n">tokenizer_filename</span>
+        <span class="n">config_filename</span> <span class="o">=</span> <span class="n">config_filename</span> <span class="ow">or</span> <span class="bp">cls</span><span class="o">.</span><span class="n">tokenizer_config_filename</span>
+        <span class="n">subfolder</span> <span class="o">=</span> <span class="n">subfolder</span> <span class="ow">or</span> <span class="bp">cls</span><span class="o">.</span><span class="n">preprocessor_subfolder</span>
+        <span class="n">cache_dir</span> <span class="o">=</span> <span class="n">cache_dir</span> <span class="ow">or</span> <span class="n">HEZAR_CACHE_DIR</span>
+
+        <span class="n">config</span> <span class="o">=</span> <span class="n">TokenizerConfig</span><span class="o">.</span><span class="n">load</span><span class="p">(</span>
+            <span class="n">hub_or_local_path</span><span class="p">,</span>
+            <span class="n">filename</span><span class="o">=</span><span class="n">config_filename</span><span class="p">,</span>
+            <span class="n">subfolder</span><span class="o">=</span><span class="n">subfolder</span><span class="p">,</span>
+            <span class="n">cache_dir</span><span class="o">=</span><span class="n">cache_dir</span><span class="p">,</span>
+        <span class="p">)</span>
+
+        <span class="k">if</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">isdir</span><span class="p">(</span><span class="n">hub_or_local_path</span><span class="p">):</span>
+            <span class="n">tokenizer_path</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">hub_or_local_path</span><span class="p">,</span> <span class="n">subfolder</span><span class="p">,</span> <span class="n">tokenizer_filename</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">tokenizer_path</span> <span class="o">=</span> <span class="n">hf_hub_download</span><span class="p">(</span>
+                <span class="n">hub_or_local_path</span><span class="p">,</span>
+                <span class="n">filename</span><span class="o">=</span><span class="n">tokenizer_filename</span><span class="p">,</span>
+                <span class="n">subfolder</span><span class="o">=</span><span class="n">subfolder</span><span class="p">,</span>
+                <span class="n">cache_dir</span><span class="o">=</span><span class="n">cache_dir</span><span class="p">,</span>
+                <span class="n">resume_download</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+            <span class="p">)</span>
+        <span class="n">tokenizer</span> <span class="o">=</span> <span class="n">build_preprocessor</span><span class="p">(</span><span class="n">config</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="n">config</span><span class="p">,</span> <span class="n">tokenizer_file</span><span class="o">=</span><span class="n">tokenizer_path</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">tokenizer</span></div>
+
+
+<div class="viewcode-block" id="Tokenizer.save">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">path</span><span class="p">,</span> <span class="n">save_config</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">pretty</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Save the tokenizer and its configuration.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            path (str): Path to save the tokenizer.</span>
+<span class="sd">            save_config (bool): Whether to save the configuration.</span>
+<span class="sd">            pretty (bool): Whether to format the saved JSON file with indentation.</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="n">path</span><span class="p">,</span> <span class="n">exist_ok</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+        <span class="c1"># save config</span>
+        <span class="k">if</span> <span class="n">save_config</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">vocab_size</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_vocab_size</span><span class="p">(</span><span class="n">with_added_tokens</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">path</span><span class="p">,</span> <span class="n">filename</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">tokenizer_config_filename</span><span class="p">,</span> <span class="n">subfolder</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">preprocessor_subfolder</span><span class="p">)</span>
+        <span class="c1"># save tokenizer.json</span>
+        <span class="n">save_path</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">path</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor_subfolder</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">tokenizer_filename</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_tokenizer</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">save_path</span><span class="p">,</span> <span class="n">pretty</span><span class="o">=</span><span class="n">pretty</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="Tokenizer.push_to_hub">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.push_to_hub">[docs]</a>
+    <span class="k">def</span> <span class="nf">push_to_hub</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">repo_id</span><span class="p">,</span>
+        <span class="n">commit_message</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">subfolder</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">tokenizer_filename</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">config_filename</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">private</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+    <span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Push tokenizer and config to the Hub</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            repo_id: The path (id or repo name) on the hub</span>
+<span class="sd">            commit_message: Commit message for this push</span>
+<span class="sd">            subfolder: subfolder to save the files</span>
+<span class="sd">            tokenizer_filename: tokenizer filename</span>
+<span class="sd">            config_filename: tokenizer config filename</span>
+<span class="sd">            private: If the repo should be private (ignored if the repo exists)</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">subfolder</span> <span class="o">=</span> <span class="n">subfolder</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor_subfolder</span>
+        <span class="n">tokenizer_filename</span> <span class="o">=</span> <span class="n">tokenizer_filename</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">tokenizer_filename</span>
+        <span class="n">config_filename</span> <span class="o">=</span> <span class="n">config_filename</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">tokenizer_config_filename</span>
+
+        <span class="c1"># create remote repo</span>
+        <span class="n">create_repo</span><span class="p">(</span><span class="n">repo_id</span><span class="p">,</span> <span class="n">exist_ok</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">private</span><span class="o">=</span><span class="n">private</span><span class="p">)</span>
+        <span class="c1"># save to tmp and prepare for push</span>
+        <span class="n">cache_path</span> <span class="o">=</span> <span class="n">tempfile</span><span class="o">.</span><span class="n">mkdtemp</span><span class="p">()</span>
+        <span class="c1"># save tokenizer.json</span>
+        <span class="n">tokenizer_save_path</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">cache_path</span><span class="p">,</span> <span class="n">subfolder</span><span class="p">,</span> <span class="n">tokenizer_filename</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">cache_path</span><span class="p">,</span> <span class="n">pretty</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="n">commit_message</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">commit_message</span> <span class="o">=</span> <span class="s2">&quot;Hezar: Upload tokenizer and config&quot;</span>
+
+        <span class="c1"># upload config</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">push_to_hub</span><span class="p">(</span>
+            <span class="n">repo_id</span><span class="o">=</span><span class="n">repo_id</span><span class="p">,</span>
+            <span class="n">filename</span><span class="o">=</span><span class="n">config_filename</span><span class="p">,</span>
+            <span class="n">subfolder</span><span class="o">=</span><span class="n">subfolder</span><span class="p">,</span>
+            <span class="n">commit_message</span><span class="o">=</span><span class="n">commit_message</span><span class="p">,</span>
+        <span class="p">)</span>
+        <span class="c1"># upload tokenizer</span>
+        <span class="n">upload_file</span><span class="p">(</span>
+            <span class="n">repo_id</span><span class="o">=</span><span class="n">repo_id</span><span class="p">,</span>
+            <span class="n">path_or_fileobj</span><span class="o">=</span><span class="n">tokenizer_save_path</span><span class="p">,</span>
+            <span class="n">repo_type</span><span class="o">=</span><span class="s2">&quot;model&quot;</span><span class="p">,</span>
+            <span class="n">path_in_repo</span><span class="o">=</span><span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">subfolder</span><span class="si">}</span><span class="s2">/</span><span class="si">{</span><span class="n">tokenizer_filename</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">,</span>
+            <span class="n">commit_message</span><span class="o">=</span><span class="n">commit_message</span><span class="p">,</span>
+        <span class="p">)</span>
+        <span class="n">logger</span><span class="o">.</span><span class="n">log_upload_success</span><span class="p">(</span>
+            <span class="n">name</span><span class="o">=</span><span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="vm">__class__</span><span class="o">.</span><span class="vm">__name__</span><span class="si">}</span><span class="s2">(name=</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">name</span><span class="si">}</span><span class="s2">)&quot;</span><span class="p">,</span>
+            <span class="n">target_path</span><span class="o">=</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">repo_id</span><span class="p">,</span> <span class="n">subfolder</span><span class="p">,</span> <span class="n">tokenizer_filename</span><span class="p">),</span>
+        <span class="p">)</span></div>
+
+
+    <span class="nd">@property</span>
+    <span class="k">def</span> <span class="nf">model</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="s2">&quot;Model&quot;</span><span class="p">:</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tokenizer</span><span class="o">.</span><span class="n">model</span>
+
+    <span class="nd">@model</span><span class="o">.</span><span class="n">setter</span>
+    <span class="k">def</span> <span class="nf">model</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">model</span><span class="p">:</span> <span class="s2">&quot;Model&quot;</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_tokenizer</span><span class="o">.</span><span class="n">model</span> <span class="o">=</span> <span class="n">model</span>  <span class="c1"># noqa</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span> <span class="nf">decoder</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="s2">&quot;Decoder&quot;</span><span class="p">:</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tokenizer</span><span class="o">.</span><span class="n">decoder</span>
+
+    <span class="nd">@decoder</span><span class="o">.</span><span class="n">setter</span>
+    <span class="k">def</span> <span class="nf">decoder</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">decoder</span><span class="p">:</span> <span class="s2">&quot;Decoder&quot;</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_tokenizer</span><span class="o">.</span><span class="n">decoder</span> <span class="o">=</span> <span class="n">decoder</span>  <span class="c1"># noqa</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span> <span class="nf">padding</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tokenizer</span><span class="o">.</span><span class="n">padding</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span> <span class="nf">truncation</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tokenizer</span><span class="o">.</span><span class="n">truncation</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span> <span class="nf">vocab</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tokenizer</span><span class="o">.</span><span class="n">get_vocab</span><span class="p">(</span><span class="n">with_added_tokens</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span> <span class="nf">vocab_size</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        `int`: Size of the base vocabulary (without the added tokens).</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_tokenizer</span><span class="o">.</span><span class="n">get_vocab_size</span><span class="p">(</span><span class="n">with_added_tokens</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span> <span class="nf">special_ids</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">token_to_id</span><span class="p">(</span><span class="n">t</span><span class="p">)</span> <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">special_tokens</span><span class="p">]</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span> <span class="nf">pad_token</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">pad_token</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span> <span class="nf">bos_token</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">bos_token</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span> <span class="nf">eos_token</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">eos_token</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span> <span class="nf">unk_token</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">unk_token</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span> <span class="nf">mask_token</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">mask_token</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span> <span class="nf">cls_token</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">cls_token</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span> <span class="nf">sep_token</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">sep_token</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span> <span class="nf">pad_token_id</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">token_to_id</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">pad_token</span><span class="p">)</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span> <span class="nf">bos_token_id</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">token_to_id</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">bos_token</span><span class="p">)</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span> <span class="nf">eos_token_id</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">token_to_id</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">eos_token</span><span class="p">)</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span> <span class="nf">unk_token_id</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">token_to_id</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">unk_token</span><span class="p">)</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span> <span class="nf">mask_token_id</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">token_to_id</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">mask_token</span><span class="p">)</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span> <span class="nf">cls_token_id</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">token_to_id</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">cls_token</span><span class="p">)</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span> <span class="nf">sep_token_id</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">token_to_id</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">sep_token</span><span class="p">)</span></div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          
+          
+        </div>
+        <div class="bottom-of-page">
+          <div class="left-details">
+            <div class="copyright">
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+            </div>
+            Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
+            
+            <a href="https://github.com/pradyunsg/furo">Furo</a>
+            
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+              
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+      </footer>
+    </div>
+    <aside class="toc-drawer no-toc">
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diff --git a/_modules/hezar/preprocessors/tokenizers/wordpiece.html b/_modules/hezar/preprocessors/tokenizers/wordpiece.html
new file mode 100644
index 00000000..466d1a84
--- /dev/null
+++ b/_modules/hezar/preprocessors/tokenizers/wordpiece.html
@@ -0,0 +1,604 @@
+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../../../../">
+  <head><meta charset="utf-8"/>
+    <meta name="viewport" content="width=device-width,initial-scale=1"/>
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+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="../../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../../source/hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
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+          <h1>Source code for hezar.preprocessors.tokenizers.wordpiece</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span><span class="p">,</span> <span class="n">field</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span>
+
+<span class="kn">from</span> <span class="nn">...constants</span> <span class="kn">import</span> <span class="n">DEFAULT_TOKENIZER_CONFIG_FILE</span><span class="p">,</span> <span class="n">DEFAULT_TOKENIZER_FILE</span><span class="p">,</span> <span class="n">Backends</span>
+<span class="kn">from</span> <span class="nn">...registry</span> <span class="kn">import</span> <span class="n">register_preprocessor</span>
+<span class="kn">from</span> <span class="nn">...utils</span> <span class="kn">import</span> <span class="n">is_backend_available</span>
+<span class="kn">from</span> <span class="nn">.tokenizer</span> <span class="kn">import</span> <span class="n">Tokenizer</span><span class="p">,</span> <span class="n">TokenizerConfig</span>
+
+
+<span class="k">if</span> <span class="n">is_backend_available</span><span class="p">(</span><span class="n">Backends</span><span class="o">.</span><span class="n">TOKENIZERS</span><span class="p">):</span>
+    <span class="kn">from</span> <span class="nn">tokenizers</span> <span class="kn">import</span> <span class="n">Tokenizer</span> <span class="k">as</span> <span class="n">HFTokenizer</span>
+    <span class="kn">from</span> <span class="nn">tokenizers</span> <span class="kn">import</span> <span class="n">decoders</span><span class="p">,</span> <span class="n">models</span><span class="p">,</span> <span class="n">trainers</span>
+
+<span class="n">_required_backends</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="n">Backends</span><span class="o">.</span><span class="n">TOKENIZERS</span><span class="p">,</span>
+<span class="p">]</span>
+
+
+<div class="viewcode-block" id="WordPieceConfig">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">WordPieceConfig</span><span class="p">(</span><span class="n">TokenizerConfig</span><span class="p">):</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;wordpiece_tokenizer&quot;</span>
+    <span class="n">max_length</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">512</span>
+    <span class="n">truncation_strategy</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;longest_first&quot;</span>
+    <span class="n">truncation_direction</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;right&quot;</span>
+    <span class="n">stride</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">padding_strategy</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;longest&quot;</span>
+    <span class="n">padding_direction</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;right&quot;</span>
+    <span class="n">pad_to_multiple_of</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">pad_token</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;[PAD]&quot;</span>
+    <span class="n">unk_token</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;[UNK]&quot;</span>
+    <span class="n">sep_token</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;[SEP]&quot;</span>
+    <span class="n">cls_token</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;[CLS]&quot;</span>
+    <span class="n">mask_token</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;[MASK]&quot;</span>
+    <span class="n">pad_token_type_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">additional_special_tokens</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">wordpieces_prefix</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;##&quot;</span>
+    <span class="n">vocab_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">30000</span>
+    <span class="n">min_frequency</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">2</span>
+    <span class="n">limit_alphabet</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1000</span>
+    <span class="n">initial_alphabet</span><span class="p">:</span> <span class="nb">list</span> <span class="o">=</span> <span class="n">field</span><span class="p">(</span><span class="n">default_factory</span><span class="o">=</span><span class="nb">list</span><span class="p">)</span>
+    <span class="n">show_progress</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span></div>
+
+
+
+<div class="viewcode-block" id="WordPieceTokenizer">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer">[docs]</a>
+<span class="nd">@register_preprocessor</span><span class="p">(</span><span class="s2">&quot;wordpiece_tokenizer&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">WordPieceConfig</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">WordPieceTokenizer</span><span class="p">(</span><span class="n">Tokenizer</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A standard WordPiece tokenizer using 🤗HuggingFace Tokenizers</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        config: Preprocessor config for the tokenizer</span>
+<span class="sd">        **kwargs: Extra/manual config parameters</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">required_backends</span> <span class="o">=</span> <span class="n">_required_backends</span>
+
+    <span class="n">tokenizer_filename</span> <span class="o">=</span> <span class="n">DEFAULT_TOKENIZER_FILE</span>
+    <span class="n">tokenizer_config_filename</span> <span class="o">=</span> <span class="n">DEFAULT_TOKENIZER_CONFIG_FILE</span>
+    <span class="n">token_ids_name</span> <span class="o">=</span> <span class="s2">&quot;token_ids&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">,</span> <span class="n">tokenizer_file</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="p">,</span> <span class="n">tokenizer_file</span><span class="o">=</span><span class="n">tokenizer_file</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+
+<div class="viewcode-block" id="WordPieceTokenizer.build">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer.build">[docs]</a>
+    <span class="k">def</span> <span class="nf">build</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="n">tokenizer</span> <span class="o">=</span> <span class="n">HFTokenizer</span><span class="p">(</span><span class="n">models</span><span class="o">.</span><span class="n">WordPiece</span><span class="p">(</span><span class="n">unk_token</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">unk_token</span><span class="p">))</span>  <span class="c1"># noqa</span>
+        <span class="n">tokenizer</span><span class="o">.</span><span class="n">decoder</span> <span class="o">=</span> <span class="n">decoders</span><span class="o">.</span><span class="n">WordPiece</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">wordpieces_prefix</span><span class="p">)</span>  <span class="c1"># noqa</span>
+        <span class="k">return</span> <span class="n">tokenizer</span></div>
+
+
+<div class="viewcode-block" id="WordPieceTokenizer.train">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer.train">[docs]</a>
+    <span class="k">def</span> <span class="nf">train</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">files</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="o">**</span><span class="n">train_kwargs</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Train the model using the given files&quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">train_kwargs</span><span class="p">)</span>
+
+        <span class="n">trainer</span> <span class="o">=</span> <span class="n">trainers</span><span class="o">.</span><span class="n">WordPieceTrainer</span><span class="p">(</span>
+            <span class="n">vocab_size</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">vocab_size</span><span class="p">,</span>
+            <span class="n">min_frequency</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">min_frequency</span><span class="p">,</span>
+            <span class="n">limit_alphabet</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">limit_alphabet</span><span class="p">,</span>
+            <span class="n">initial_alphabet</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">initial_alphabet</span><span class="p">,</span>
+            <span class="n">special_tokens</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">special_tokens</span><span class="p">,</span>
+            <span class="n">show_progress</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">show_progress</span><span class="p">,</span>
+            <span class="n">continuing_subword_prefix</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">wordpieces_prefix</span><span class="p">,</span>
+        <span class="p">)</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">files</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="n">files</span> <span class="o">=</span> <span class="p">[</span><span class="n">files</span><span class="p">]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_tokenizer</span><span class="o">.</span><span class="n">train</span><span class="p">(</span><span class="n">files</span><span class="p">,</span> <span class="n">trainer</span><span class="o">=</span><span class="n">trainer</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="WordPieceTokenizer.train_from_iterator">
+<a class="viewcode-back" href="../../../../source/hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer.train_from_iterator">[docs]</a>
+    <span class="k">def</span> <span class="nf">train_from_iterator</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dataset</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="o">**</span><span class="n">train_kwargs</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Train the model using the given files&quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">train_kwargs</span><span class="p">)</span>
+
+        <span class="n">trainer</span> <span class="o">=</span> <span class="n">trainers</span><span class="o">.</span><span class="n">WordPieceTrainer</span><span class="p">(</span>
+            <span class="n">vocab_size</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">vocab_size</span><span class="p">,</span>
+            <span class="n">min_frequency</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">min_frequency</span><span class="p">,</span>
+            <span class="n">limit_alphabet</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">limit_alphabet</span><span class="p">,</span>
+            <span class="n">initial_alphabet</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">initial_alphabet</span><span class="p">,</span>
+            <span class="n">special_tokens</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">special_tokens</span><span class="p">,</span>
+            <span class="n">show_progress</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">show_progress</span><span class="p">,</span>
+            <span class="n">continuing_subword_prefix</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">wordpieces_prefix</span><span class="p">,</span>
+        <span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_tokenizer</span><span class="o">.</span><span class="n">train_from_iterator</span><span class="p">(</span><span class="n">dataset</span><span class="p">,</span> <span class="n">trainer</span><span class="o">=</span><span class="n">trainer</span><span class="p">,</span> <span class="n">length</span><span class="o">=</span><span class="nb">len</span><span class="p">(</span><span class="n">dataset</span><span class="p">))</span></div>
+</div>
+
+</pre></div>
+        </article>
+      </div>
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+        
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="../../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="../../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../source/hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
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+          <h1>Source code for hezar.registry</h1><div class="highlight"><pre>
+<span></span><span class="sa">r</span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">Hezar uses a registry system in a way that for any core module like model, dataset, etc. there is an entry in its</span>
+<span class="sd">specific registry. These registries are simple python dictionaries that map a module&#39;s name to its class and its config</span>
+<span class="sd">class. These registries are initialized here and filled automatically when you import hezar or a registry itself.</span>
+
+<span class="sd">Examples:</span>
+<span class="sd">    &gt;&gt;&gt; # read models registry</span>
+<span class="sd">    &gt;&gt;&gt; from hezar.registry import models_registry</span>
+<span class="sd">    &gt;&gt;&gt; print(models_registry)</span>
+<span class="sd">    {&#39;distilbert_lm&#39;: {&#39;module_class&#39;: &lt;class &#39;hezar.models.language_modeling.distilbert.distilbert_lm.DistilBertLM&#39;&gt;,</span>
+<span class="sd">    &#39;config_class&#39;: &lt;class &#39;hezar.models.language_modeling.distilbert.distilbert_lm_config.DistilBertLMConfig&#39;&gt;},</span>
+<span class="sd">    &#39;description&#39;: &#39;Optional model description here...&#39;}</span>
+
+<span class="sd">    &gt;&gt;&gt; # add a model class to models_registry</span>
+<span class="sd">    &gt;&gt;&gt; from hezar.models import Model, register_model</span>
+<span class="sd">    &gt;&gt;&gt; @register_model(name=&quot;my_awesome_model&quot;, config_class=MyAwesomeModelConfig, description=&quot;My Awesome Model!&quot;)</span>
+<span class="sd">    &gt;&gt;&gt; class MyAwesomeModel(Model):</span>
+<span class="sd">    ...    def __init__(config: MyAwesomeModelConfig):</span>
+<span class="sd">    ...        ...</span>
+
+<span class="sd">Keep in mind that registries usually don&#39;t need to be used directly. There is a bunch of functions to build modules</span>
+<span class="sd">using a module&#39;s registry name in `hezar.builders` module. See the file `builders.py` for more info.</span>
+
+<span class="sd">Note: In case of adding a new registry container, make sure to add to `__all__` below!</span>
+<span class="sd">&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">TYPE_CHECKING</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Optional</span><span class="p">,</span> <span class="n">Type</span>
+
+
+<span class="k">if</span> <span class="n">TYPE_CHECKING</span><span class="p">:</span>
+    <span class="kn">from</span> <span class="nn">.configs</span> <span class="kn">import</span> <span class="p">(</span>
+        <span class="n">Config</span><span class="p">,</span>
+        <span class="n">DatasetConfig</span><span class="p">,</span>
+        <span class="n">EmbeddingConfig</span><span class="p">,</span>
+        <span class="n">MetricConfig</span><span class="p">,</span>
+        <span class="n">ModelConfig</span><span class="p">,</span>
+        <span class="n">PreprocessorConfig</span><span class="p">,</span>
+    <span class="p">)</span>
+
+<span class="kn">from</span> <span class="nn">.utils</span> <span class="kn">import</span> <span class="n">Logger</span>
+
+
+<span class="n">__all__</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="s2">&quot;register_model&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;register_preprocessor&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;register_dataset&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;register_embedding&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;register_metric&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;Registry&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;models_registry&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;preprocessors_registry&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;datasets_registry&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;embeddings_registry&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;metrics_registry&quot;</span><span class="p">,</span>
+<span class="p">]</span>
+
+<span class="n">logger</span> <span class="o">=</span> <span class="n">Logger</span><span class="p">(</span><span class="vm">__name__</span><span class="p">)</span>
+
+
+<div class="viewcode-block" id="Registry">
+<a class="viewcode-back" href="../../source/hezar.registry.html#hezar.registry.Registry">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">Registry</span><span class="p">:</span>
+    <span class="n">module_class</span><span class="p">:</span> <span class="nb">type</span>
+    <span class="n">config_class</span><span class="p">:</span> <span class="nb">type</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">description</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span></div>
+
+
+
+<span class="n">models_registry</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Registry</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>
+<span class="n">preprocessors_registry</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Registry</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>
+<span class="n">datasets_registry</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Registry</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>
+<span class="n">embeddings_registry</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Registry</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>
+<span class="n">metrics_registry</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Registry</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>
+
+
+<span class="k">def</span> <span class="nf">_register_module</span><span class="p">(</span>
+    <span class="bp">cls</span><span class="p">:</span> <span class="n">Type</span><span class="p">,</span>
+    <span class="n">registry</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Registry</span><span class="p">],</span>
+    <span class="n">module_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
+    <span class="n">config_class</span><span class="p">:</span> <span class="n">Type</span><span class="p">[</span><span class="s2">&quot;Config&quot;</span><span class="p">],</span>
+    <span class="n">description</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span>
+<span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Add module to the registry.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        cls: The module class</span>
+<span class="sd">        registry: Module&#39;s registry container</span>
+<span class="sd">        module_name: Module&#39;s registry name (key)</span>
+<span class="sd">        config_class: Module&#39;s config class</span>
+<span class="sd">        description: Optional description for the module</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">if</span> <span class="n">module_name</span> <span class="ow">in</span> <span class="n">registry</span><span class="p">:</span>
+        <span class="n">logger</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;`</span><span class="si">{</span><span class="n">module_name</span><span class="si">}</span><span class="s2">` is already registered. Overwriting...&quot;</span><span class="p">)</span>
+
+    <span class="k">if</span> <span class="n">config_class</span><span class="o">.</span><span class="n">name</span> <span class="o">!=</span> <span class="n">module_name</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+            <span class="sa">f</span><span class="s2">&quot;Module&#39;s registry name and `config.name` are not compatible for `</span><span class="si">{</span><span class="bp">cls</span><span class="o">.</span><span class="vm">__name__</span><span class="si">}</span><span class="s2">`</span><span class="se">\n</span><span class="s2">&quot;</span>
+            <span class="sa">f</span><span class="s2">&quot;Registry name: </span><span class="si">{</span><span class="n">module_name</span><span class="si">}</span><span class="se">\n</span><span class="s2">&quot;</span>
+            <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">config_class</span><span class="o">.</span><span class="vm">__name__</span><span class="si">}</span><span class="s2">.name: </span><span class="si">{</span><span class="n">config_class</span><span class="o">.</span><span class="n">name</span><span class="si">}</span><span class="s2">&quot;</span>
+        <span class="p">)</span>
+    <span class="n">registry</span><span class="p">[</span><span class="n">module_name</span><span class="p">]</span> <span class="o">=</span> <span class="n">Registry</span><span class="p">(</span><span class="n">module_class</span><span class="o">=</span><span class="bp">cls</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">config_class</span><span class="p">,</span> <span class="n">description</span><span class="o">=</span><span class="n">description</span><span class="p">)</span>
+
+
+<div class="viewcode-block" id="register_model">
+<a class="viewcode-back" href="../../source/hezar.registry.html#hezar.registry.register_model">[docs]</a>
+<span class="k">def</span> <span class="nf">register_model</span><span class="p">(</span><span class="n">model_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">config_class</span><span class="p">:</span> <span class="n">Type</span><span class="p">[</span><span class="s2">&quot;ModelConfig&quot;</span><span class="p">],</span> <span class="n">description</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class decorator that adds the model class and the config class to the `models_registry`</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        model_name: Model&#39;s registry name e.g, `bert_sequence_labeling`</span>
+<span class="sd">        config_class: Model&#39;s config class e.g, `BertSequenceLabelingConfig`. This parameter must be the config class</span>
+<span class="sd">            itself not a config instance!</span>
+<span class="sd">        description: Optional model description</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="nf">register</span><span class="p">(</span><span class="bp">cls</span><span class="p">):</span>
+        <span class="n">_register_module</span><span class="p">(</span><span class="bp">cls</span><span class="p">,</span> <span class="n">models_registry</span><span class="p">,</span> <span class="n">model_name</span><span class="p">,</span> <span class="n">config_class</span><span class="p">,</span> <span class="n">description</span><span class="p">)</span>
+        <span class="k">return</span> <span class="bp">cls</span>
+
+    <span class="k">return</span> <span class="n">register</span></div>
+
+
+
+<div class="viewcode-block" id="register_dataset">
+<a class="viewcode-back" href="../../source/hezar.registry.html#hezar.registry.register_dataset">[docs]</a>
+<span class="k">def</span> <span class="nf">register_dataset</span><span class="p">(</span><span class="n">dataset_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">config_class</span><span class="p">:</span> <span class="n">Type</span><span class="p">[</span><span class="s2">&quot;DatasetConfig&quot;</span><span class="p">],</span> <span class="n">description</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class decorator that adds the dataset class and the config class to the `datasets_registry`</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        dataset_name: Dataset&#39;s registry name e.g, `text_classification`.</span>
+<span class="sd">        config_class: Dataset&#39;s config class e.g, `TextClassificationDatasetConfig`. This parameter must be the config</span>
+<span class="sd">            class itself not a config instance!</span>
+<span class="sd">        description: Optional dataset description</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="nf">register</span><span class="p">(</span><span class="bp">cls</span><span class="p">):</span>
+        <span class="n">_register_module</span><span class="p">(</span><span class="bp">cls</span><span class="p">,</span> <span class="n">datasets_registry</span><span class="p">,</span> <span class="n">dataset_name</span><span class="p">,</span> <span class="n">config_class</span><span class="p">,</span> <span class="n">description</span><span class="p">)</span>
+        <span class="k">return</span> <span class="bp">cls</span>
+
+    <span class="k">return</span> <span class="n">register</span></div>
+
+
+
+<div class="viewcode-block" id="register_preprocessor">
+<a class="viewcode-back" href="../../source/hezar.registry.html#hezar.registry.register_preprocessor">[docs]</a>
+<span class="k">def</span> <span class="nf">register_preprocessor</span><span class="p">(</span><span class="n">preprocessor_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">config_class</span><span class="p">:</span> <span class="n">Type</span><span class="p">[</span><span class="s2">&quot;PreprocessorConfig&quot;</span><span class="p">],</span> <span class="n">description</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class decorator that adds the preprocessor class and the config class to the `preprocessors_registry`</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        preprocessor_name: Preprocessor&#39;s registry name e.g, `bpe_tokenizer`.</span>
+<span class="sd">        config_class: Preprocessor&#39;s config class e.g, BPEConfig. This parameter must be the config</span>
+<span class="sd">            class itself not a config instance!</span>
+<span class="sd">        description: Optional preprocessor description</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="nf">register</span><span class="p">(</span><span class="bp">cls</span><span class="p">):</span>
+        <span class="n">_register_module</span><span class="p">(</span><span class="bp">cls</span><span class="p">,</span> <span class="n">preprocessors_registry</span><span class="p">,</span> <span class="n">preprocessor_name</span><span class="p">,</span> <span class="n">config_class</span><span class="p">,</span> <span class="n">description</span><span class="p">)</span>
+        <span class="k">return</span> <span class="bp">cls</span>
+
+    <span class="k">return</span> <span class="n">register</span></div>
+
+
+
+<div class="viewcode-block" id="register_embedding">
+<a class="viewcode-back" href="../../source/hezar.registry.html#hezar.registry.register_embedding">[docs]</a>
+<span class="k">def</span> <span class="nf">register_embedding</span><span class="p">(</span><span class="n">embedding_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">config_class</span><span class="p">:</span> <span class="n">Type</span><span class="p">[</span><span class="s2">&quot;EmbeddingConfig&quot;</span><span class="p">],</span> <span class="n">description</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class decorator that adds the embedding class and the config class to the `embeddings_registry`</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        embedding_name: Embedding&#39;s registry name e.g, `word2vec_cbow`.</span>
+<span class="sd">        config_class: Embedding&#39;s config class e.g, Word2VecCBOWConfig. This parameter must be the config</span>
+<span class="sd">            class itself not a config instance!</span>
+<span class="sd">        description: Optional embedding description</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="nf">register</span><span class="p">(</span><span class="bp">cls</span><span class="p">):</span>
+        <span class="n">_register_module</span><span class="p">(</span><span class="bp">cls</span><span class="p">,</span> <span class="n">embeddings_registry</span><span class="p">,</span> <span class="n">embedding_name</span><span class="p">,</span> <span class="n">config_class</span><span class="p">,</span> <span class="n">description</span><span class="p">)</span>
+        <span class="k">return</span> <span class="bp">cls</span>
+
+    <span class="k">return</span> <span class="n">register</span></div>
+
+
+
+<div class="viewcode-block" id="register_metric">
+<a class="viewcode-back" href="../../source/hezar.registry.html#hezar.registry.register_metric">[docs]</a>
+<span class="k">def</span> <span class="nf">register_metric</span><span class="p">(</span><span class="n">metric_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">config_class</span><span class="p">:</span> <span class="n">Type</span><span class="p">[</span><span class="s2">&quot;MetricConfig&quot;</span><span class="p">],</span> <span class="n">description</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class decorator that adds the metric class and the config class to the `metrics_registry`</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        metric_name: Metric registry name e.g, `f1`</span>
+<span class="sd">        config_class: Metric config class</span>
+<span class="sd">        description: Optional metric description</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="nf">register</span><span class="p">(</span><span class="bp">cls</span><span class="p">):</span>
+        <span class="n">_register_module</span><span class="p">(</span><span class="bp">cls</span><span class="p">,</span> <span class="n">metrics_registry</span><span class="p">,</span> <span class="n">metric_name</span><span class="p">,</span> <span class="n">config_class</span><span class="p">,</span> <span class="n">description</span><span class="p">)</span>
+        <span class="k">return</span> <span class="bp">cls</span>
+
+    <span class="k">return</span> <span class="n">register</span></div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
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+          
+          
+        </div>
+        <div class="bottom-of-page">
+          <div class="left-details">
+            <div class="copyright">
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
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+          <h1>Source code for hezar.trainer.metrics_handlers</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span>
+
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span>
+
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">import</span> <span class="nn">torch</span>
+
+<span class="kn">from</span> <span class="nn">..builders</span> <span class="kn">import</span> <span class="n">build_metric</span>
+<span class="kn">from</span> <span class="nn">..configs</span> <span class="kn">import</span> <span class="n">MetricConfig</span>
+<span class="kn">from</span> <span class="nn">..constants</span> <span class="kn">import</span> <span class="n">MetricType</span>
+<span class="kn">from</span> <span class="nn">..metrics</span> <span class="kn">import</span> <span class="n">Metric</span>
+<span class="kn">from</span> <span class="nn">.trainer_utils</span> <span class="kn">import</span> <span class="n">MetricsTracker</span>
+
+
+<span class="n">__all__</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="s2">&quot;MetricsHandler&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;TextClassificationMetricsHandler&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;SequenceLabelingMetricsHandler&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;SpeechRecognitionMetricsHandler&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;AudioClassificationMetricsHandler&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;Image2TextMetricHandler&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;TextGenerationMetricsHandler&quot;</span><span class="p">,</span>
+<span class="p">]</span>
+
+
+<div class="viewcode-block" id="MetricsHandler">
+<a class="viewcode-back" href="../../../source/hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.MetricsHandler">[docs]</a>
+<span class="k">class</span> <span class="nc">MetricsHandler</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Base metrics handler class for computing metrics. Subclasses must implement `compute_metrics` method based on</span>
+<span class="sd">    their specific task.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        metrics: A list of metrics (metric raw name or Metric object)</span>
+<span class="sd">        model_config: Optional model config</span>
+<span class="sd">        trainer_config: Optional trainer config</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">valid_metrics</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">MetricType</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">metrics</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span> <span class="o">|</span> <span class="n">MetricType</span> <span class="o">|</span> <span class="n">Metric</span> <span class="o">|</span> <span class="n">MetricConfig</span><span class="p">],</span> <span class="n">trainer</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">metrics</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_setup_metrics</span><span class="p">(</span><span class="n">metrics</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">trainer</span> <span class="o">=</span> <span class="n">trainer</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">tracker</span> <span class="o">=</span> <span class="n">MetricsTracker</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">metrics</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">objective</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_configure_objective</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_configure_objective</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="n">target_metric</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">trainer</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">metric_for_best_model</span>
+        <span class="n">objective_metric</span> <span class="o">=</span> <span class="n">target_metric</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;.&quot;</span><span class="p">)[</span><span class="mi">1</span><span class="p">]</span> <span class="k">if</span> <span class="s2">&quot;.&quot;</span> <span class="ow">in</span> <span class="n">target_metric</span> <span class="k">else</span> <span class="n">target_metric</span>
+        <span class="k">if</span> <span class="s2">&quot;loss&quot;</span> <span class="ow">in</span> <span class="n">objective_metric</span><span class="p">:</span>
+            <span class="n">objective</span> <span class="o">=</span> <span class="s2">&quot;minimize&quot;</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">objective_metric</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">metrics</span><span class="p">:</span>
+                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                    <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">objective_metric</span><span class="si">}</span><span class="s2"> is not a valid metric for this task, &quot;</span>
+                    <span class="sa">f</span><span class="s2">&quot;available metrics: </span><span class="si">{</span><span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">tracker</span><span class="o">.</span><span class="n">trackers</span><span class="o">.</span><span class="n">values</span><span class="p">())</span><span class="si">}</span><span class="s2">&quot;</span>
+                <span class="p">)</span>
+            <span class="n">objective</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">metrics</span><span class="p">[</span><span class="n">objective_metric</span><span class="p">]</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">objective</span>
+        <span class="k">return</span> <span class="n">objective</span>
+
+    <span class="k">def</span> <span class="nf">_setup_metrics</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">metrics</span><span class="p">):</span>
+        <span class="n">metrics_dict</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">metrics</span> <span class="o">=</span> <span class="n">metrics</span> <span class="ow">or</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="nb">len</span><span class="p">(</span><span class="n">metrics</span><span class="p">):</span>
+            <span class="k">return</span> <span class="n">metrics_dict</span>
+        <span class="k">for</span> <span class="n">metric</span> <span class="ow">in</span> <span class="n">metrics</span><span class="p">:</span>
+            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">metric</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+                <span class="k">if</span> <span class="n">metric</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">valid_metrics</span><span class="p">:</span>
+                    <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Invalid metric `</span><span class="si">{</span><span class="n">metric</span><span class="si">}</span><span class="s2">`! Available metrics: </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">valid_metrics</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+                <span class="n">metrics_dict</span><span class="p">[</span><span class="n">metric</span><span class="p">]</span> <span class="o">=</span> <span class="n">build_metric</span><span class="p">(</span><span class="n">metric</span><span class="p">)</span>
+            <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">metric</span><span class="p">,</span> <span class="n">MetricConfig</span><span class="p">):</span>
+                <span class="n">metrics_dict</span><span class="p">[</span><span class="n">metric</span><span class="o">.</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="n">build_metric</span><span class="p">(</span><span class="n">metric</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="n">config</span><span class="o">=</span><span class="n">metric</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Invalid metric type `</span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">metric</span><span class="p">)</span><span class="si">}</span><span class="s2">`! Available metrics: </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">valid_metrics</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">metrics_dict</span>
+
+<div class="viewcode-block" id="MetricsHandler.compute_metrics">
+<a class="viewcode-back" href="../../../source/hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.MetricsHandler.compute_metrics">[docs]</a>
+    <span class="k">def</span> <span class="nf">compute_metrics</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">predictions</span><span class="p">,</span> <span class="n">labels</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Given a batch of predictions and a batch of labels, compute all metrics</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            predictions: Predictions batch usually containing logits</span>
+<span class="sd">            labels: Ground truth labels batch</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">raise</span> <span class="ne">NotImplementedError</span></div>
+</div>
+
+
+
+<div class="viewcode-block" id="TextClassificationMetricsHandler">
+<a class="viewcode-back" href="../../../source/hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.TextClassificationMetricsHandler">[docs]</a>
+<span class="k">class</span> <span class="nc">TextClassificationMetricsHandler</span><span class="p">(</span><span class="n">MetricsHandler</span><span class="p">):</span>
+    <span class="n">valid_metrics</span> <span class="o">=</span> <span class="p">[</span>
+        <span class="n">MetricType</span><span class="o">.</span><span class="n">ACCURACY</span><span class="p">,</span>
+        <span class="n">MetricType</span><span class="o">.</span><span class="n">RECALL</span><span class="p">,</span>
+        <span class="n">MetricType</span><span class="o">.</span><span class="n">PRECISION</span><span class="p">,</span>
+        <span class="n">MetricType</span><span class="o">.</span><span class="n">F1</span><span class="p">,</span>
+    <span class="p">]</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">metrics</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span> <span class="o">|</span> <span class="n">MetricType</span> <span class="o">|</span> <span class="n">Metric</span> <span class="o">|</span> <span class="n">MetricConfig</span><span class="p">],</span> <span class="n">trainer</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">metrics</span><span class="o">=</span><span class="n">metrics</span><span class="p">,</span> <span class="n">trainer</span><span class="o">=</span><span class="n">trainer</span><span class="p">)</span>
+
+<div class="viewcode-block" id="TextClassificationMetricsHandler.compute_metrics">
+<a class="viewcode-back" href="../../../source/hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.TextClassificationMetricsHandler.compute_metrics">[docs]</a>
+    <span class="k">def</span> <span class="nf">compute_metrics</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">predictions</span><span class="p">,</span> <span class="n">labels</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="n">predictions</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">predictions</span><span class="p">)</span><span class="o">.</span><span class="n">argmax</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">flatten</span><span class="p">()</span>
+        <span class="n">labels</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">labels</span><span class="p">)</span><span class="o">.</span><span class="n">flatten</span><span class="p">()</span>
+        <span class="n">results</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">metric_name</span><span class="p">,</span> <span class="n">metric</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">metrics</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">results</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">metric</span><span class="o">.</span><span class="n">compute</span><span class="p">(</span><span class="n">predictions</span><span class="p">,</span> <span class="n">labels</span><span class="p">))</span>
+        <span class="k">return</span> <span class="n">results</span></div>
+</div>
+
+
+
+<div class="viewcode-block" id="SequenceLabelingMetricsHandler">
+<a class="viewcode-back" href="../../../source/hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.SequenceLabelingMetricsHandler">[docs]</a>
+<span class="k">class</span> <span class="nc">SequenceLabelingMetricsHandler</span><span class="p">(</span><span class="n">MetricsHandler</span><span class="p">):</span>
+    <span class="n">valid_metrics</span> <span class="o">=</span> <span class="p">[</span><span class="n">MetricType</span><span class="o">.</span><span class="n">SEQEVAL</span><span class="p">]</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">metrics</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span> <span class="o">|</span> <span class="n">MetricType</span> <span class="o">|</span> <span class="n">Metric</span> <span class="o">|</span> <span class="n">MetricConfig</span><span class="p">],</span> <span class="n">trainer</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">metrics</span><span class="o">=</span><span class="n">metrics</span><span class="p">,</span> <span class="n">trainer</span><span class="o">=</span><span class="n">trainer</span><span class="p">)</span>
+
+<div class="viewcode-block" id="SequenceLabelingMetricsHandler.compute_metrics">
+<a class="viewcode-back" href="../../../source/hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.SequenceLabelingMetricsHandler.compute_metrics">[docs]</a>
+    <span class="k">def</span> <span class="nf">compute_metrics</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">predictions</span><span class="p">,</span> <span class="n">labels</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="n">predictions</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">predictions</span><span class="p">)</span><span class="o">.</span><span class="n">argmax</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span><span class="o">.</span><span class="n">squeeze</span><span class="p">()</span>
+        <span class="n">labels</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">labels</span><span class="p">)</span><span class="o">.</span><span class="n">squeeze</span><span class="p">()</span>
+
+        <span class="c1"># Remove ignored index (special tokens) and append `B-` in the beginning for seqeval</span>
+        <span class="n">prefix</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">trainer</span><span class="o">.</span><span class="n">train_dataset</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">is_iob_schema</span> <span class="k">else</span> <span class="s2">&quot;B-&quot;</span>
+        <span class="n">true_predictions</span> <span class="o">=</span> <span class="p">[</span>
+            <span class="p">[</span><span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">prefix</span><span class="si">}{</span><span class="bp">self</span><span class="o">.</span><span class="n">trainer</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">id2label</span><span class="p">[</span><span class="n">p</span><span class="p">]</span><span class="si">}</span><span class="s2">&quot;</span> <span class="k">for</span> <span class="p">(</span><span class="n">p</span><span class="p">,</span> <span class="n">l</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">prediction</span><span class="p">,</span> <span class="n">label</span><span class="p">)</span> <span class="k">if</span> <span class="n">l</span> <span class="o">!=</span> <span class="o">-</span><span class="mi">100</span><span class="p">]</span>
+            <span class="k">for</span> <span class="n">prediction</span><span class="p">,</span> <span class="n">label</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">predictions</span><span class="p">,</span> <span class="n">labels</span><span class="p">)</span>
+        <span class="p">]</span>
+        <span class="n">true_labels</span> <span class="o">=</span> <span class="p">[</span>
+            <span class="p">[</span><span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">prefix</span><span class="si">}{</span><span class="bp">self</span><span class="o">.</span><span class="n">trainer</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">id2label</span><span class="p">[</span><span class="n">l</span><span class="p">]</span><span class="si">}</span><span class="s2">&quot;</span> <span class="k">for</span> <span class="p">(</span><span class="n">p</span><span class="p">,</span> <span class="n">l</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">prediction</span><span class="p">,</span> <span class="n">label</span><span class="p">)</span> <span class="k">if</span> <span class="n">l</span> <span class="o">!=</span> <span class="o">-</span><span class="mi">100</span><span class="p">]</span>
+            <span class="k">for</span> <span class="n">prediction</span><span class="p">,</span> <span class="n">label</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">predictions</span><span class="p">,</span> <span class="n">labels</span><span class="p">)</span>
+        <span class="p">]</span>
+
+        <span class="n">results</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">metric_name</span><span class="p">,</span> <span class="n">metric</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">metrics</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">x</span> <span class="o">=</span> <span class="n">metric</span><span class="o">.</span><span class="n">compute</span><span class="p">(</span><span class="n">true_predictions</span><span class="p">,</span> <span class="n">true_labels</span><span class="p">)</span>
+            <span class="n">results</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">results</span></div>
+</div>
+
+
+
+<div class="viewcode-block" id="Image2TextMetricHandler">
+<a class="viewcode-back" href="../../../source/hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.Image2TextMetricHandler">[docs]</a>
+<span class="k">class</span> <span class="nc">Image2TextMetricHandler</span><span class="p">(</span><span class="n">MetricsHandler</span><span class="p">):</span>
+    <span class="n">valid_metrics</span> <span class="o">=</span> <span class="p">[</span><span class="n">MetricType</span><span class="o">.</span><span class="n">CER</span><span class="p">,</span> <span class="n">MetricType</span><span class="o">.</span><span class="n">WER</span><span class="p">]</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">metrics</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span> <span class="o">|</span> <span class="n">MetricType</span> <span class="o">|</span> <span class="n">Metric</span> <span class="o">|</span> <span class="n">MetricConfig</span><span class="p">],</span> <span class="n">trainer</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">metrics</span><span class="o">=</span><span class="n">metrics</span><span class="p">,</span> <span class="n">trainer</span><span class="o">=</span><span class="n">trainer</span><span class="p">)</span>
+
+<div class="viewcode-block" id="Image2TextMetricHandler.compute_metrics">
+<a class="viewcode-back" href="../../../source/hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.Image2TextMetricHandler.compute_metrics">[docs]</a>
+    <span class="k">def</span> <span class="nf">compute_metrics</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">predictions</span><span class="p">,</span> <span class="n">labels</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="n">predictions</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">trainer</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">post_process</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">predictions</span><span class="p">))</span>
+        <span class="n">labels</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">trainer</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">post_process</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">labels</span><span class="p">))</span>
+        <span class="n">predictions</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span><span class="p">[</span><span class="s2">&quot;text&quot;</span><span class="p">]</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">predictions</span><span class="p">]</span>
+        <span class="n">labels</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span><span class="p">[</span><span class="s2">&quot;text&quot;</span><span class="p">]</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">labels</span><span class="p">]</span>
+        <span class="n">results</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">metric_name</span><span class="p">,</span> <span class="n">metric</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">metrics</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">x</span> <span class="o">=</span> <span class="n">metric</span><span class="o">.</span><span class="n">compute</span><span class="p">(</span><span class="n">predictions</span><span class="p">,</span> <span class="n">labels</span><span class="p">)</span>
+            <span class="n">results</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">results</span></div>
+</div>
+
+
+
+<div class="viewcode-block" id="SpeechRecognitionMetricsHandler">
+<a class="viewcode-back" href="../../../source/hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.SpeechRecognitionMetricsHandler">[docs]</a>
+<span class="k">class</span> <span class="nc">SpeechRecognitionMetricsHandler</span><span class="p">(</span><span class="n">MetricsHandler</span><span class="p">):</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">metrics</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span> <span class="o">|</span> <span class="n">MetricType</span> <span class="o">|</span> <span class="n">Metric</span> <span class="o">|</span> <span class="n">MetricConfig</span><span class="p">],</span> <span class="n">trainer</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">metrics</span><span class="o">=</span><span class="n">metrics</span><span class="p">,</span> <span class="n">trainer</span><span class="o">=</span><span class="n">trainer</span><span class="p">)</span>
+
+<div class="viewcode-block" id="SpeechRecognitionMetricsHandler.compute_metrics">
+<a class="viewcode-back" href="../../../source/hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.SpeechRecognitionMetricsHandler.compute_metrics">[docs]</a>
+    <span class="k">def</span> <span class="nf">compute_metrics</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">predictions</span><span class="p">,</span> <span class="n">labels</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="k">return</span> <span class="p">{}</span></div>
+</div>
+
+
+
+<div class="viewcode-block" id="TextGenerationMetricsHandler">
+<a class="viewcode-back" href="../../../source/hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.TextGenerationMetricsHandler">[docs]</a>
+<span class="k">class</span> <span class="nc">TextGenerationMetricsHandler</span><span class="p">(</span><span class="n">MetricsHandler</span><span class="p">):</span>
+    <span class="n">valid_metrics</span> <span class="o">=</span> <span class="p">[</span><span class="n">MetricType</span><span class="o">.</span><span class="n">ROUGE</span><span class="p">,</span> <span class="n">MetricType</span><span class="o">.</span><span class="n">BLEU</span><span class="p">]</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">metrics</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span> <span class="o">|</span> <span class="n">MetricType</span> <span class="o">|</span> <span class="n">Metric</span> <span class="o">|</span> <span class="n">MetricConfig</span><span class="p">],</span> <span class="n">trainer</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">metrics</span><span class="o">=</span><span class="n">metrics</span><span class="p">,</span> <span class="n">trainer</span><span class="o">=</span><span class="n">trainer</span><span class="p">)</span>
+
+<div class="viewcode-block" id="TextGenerationMetricsHandler.compute_metrics">
+<a class="viewcode-back" href="../../../source/hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.TextGenerationMetricsHandler.compute_metrics">[docs]</a>
+    <span class="k">def</span> <span class="nf">compute_metrics</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">predictions</span><span class="p">,</span> <span class="n">labels</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="n">predictions</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">trainer</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">post_process</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">predictions</span><span class="p">))</span>
+        <span class="n">labels</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">trainer</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">post_process</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">labels</span><span class="p">))</span>
+        <span class="n">predictions</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span><span class="p">[</span><span class="s2">&quot;text&quot;</span><span class="p">]</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">predictions</span><span class="p">]</span>
+        <span class="n">labels</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span><span class="p">[</span><span class="s2">&quot;text&quot;</span><span class="p">]</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">labels</span><span class="p">]</span>
+        <span class="n">results</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">metric_name</span><span class="p">,</span> <span class="n">metric</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">metrics</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">x</span> <span class="o">=</span> <span class="n">metric</span><span class="o">.</span><span class="n">compute</span><span class="p">(</span><span class="n">predictions</span><span class="p">,</span> <span class="n">labels</span><span class="p">)</span>
+            <span class="n">results</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">results</span></div>
+</div>
+
+
+
+<div class="viewcode-block" id="AudioClassificationMetricsHandler">
+<a class="viewcode-back" href="../../../source/hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.AudioClassificationMetricsHandler">[docs]</a>
+<span class="k">class</span> <span class="nc">AudioClassificationMetricsHandler</span><span class="p">(</span><span class="n">MetricsHandler</span><span class="p">):</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">metrics</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span> <span class="o">|</span> <span class="n">MetricType</span> <span class="o">|</span> <span class="n">Metric</span> <span class="o">|</span> <span class="n">MetricConfig</span><span class="p">],</span> <span class="n">trainer</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">metrics</span><span class="o">=</span><span class="n">metrics</span><span class="p">,</span> <span class="n">trainer</span><span class="o">=</span><span class="n">trainer</span><span class="p">)</span>
+
+<div class="viewcode-block" id="AudioClassificationMetricsHandler.compute_metrics">
+<a class="viewcode-back" href="../../../source/hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.AudioClassificationMetricsHandler.compute_metrics">[docs]</a>
+    <span class="k">def</span> <span class="nf">compute_metrics</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">predictions</span><span class="p">,</span> <span class="n">labels</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="k">return</span> <span class="p">{}</span></div>
+</div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
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diff --git a/_modules/hezar/trainer/trainer.html b/_modules/hezar/trainer/trainer.html
new file mode 100644
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+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../../../">
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+
+    <link rel="shortcut icon" href="../../../_static/hezar_logo.svg"/><!-- Generated with Sphinx 7.2.6 and Furo 2023.09.10 -->
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+  body {
+    --color-code-background: #f8f8f8;
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+  
+    }
+    @media (prefers-color-scheme: dark) {
+      body:not([data-theme="light"]) {
+        --color-code-background: #263238;
+  --color-code-foreground: #EEFFFF;
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="../../../source/hezar.builders.html">hezar.builders module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../source/hezar.configs.html">hezar.configs module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../source/hezar.constants.html">hezar.constants module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../source/hezar.registry.html">hezar.registry module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../../../contributing.html">Contributing to Hezar</a></li>
+</ul>
+
+</div>
+</div>
+
+      </div>
+      
+    </div>
+  </aside>
+  <div class="main">
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+        <article role="main">
+          <h1>Source code for hezar.trainer.trainer</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span>
+
+<span class="kn">import</span> <span class="nn">os</span>
+<span class="kn">import</span> <span class="nn">random</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">TYPE_CHECKING</span><span class="p">,</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Callable</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Tuple</span>
+
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">import</span> <span class="nn">torch</span>
+<span class="kn">from</span> <span class="nn">huggingface_hub</span> <span class="kn">import</span> <span class="n">create_repo</span><span class="p">,</span> <span class="n">hf_hub_download</span><span class="p">,</span> <span class="n">upload_file</span>
+<span class="kn">from</span> <span class="nn">torch.utils.data</span> <span class="kn">import</span> <span class="n">DataLoader</span>
+<span class="kn">from</span> <span class="nn">torch.utils.tensorboard</span> <span class="kn">import</span> <span class="n">SummaryWriter</span>
+<span class="kn">from</span> <span class="nn">tqdm</span> <span class="kn">import</span> <span class="n">tqdm</span>
+
+<span class="kn">from</span> <span class="nn">..configs</span> <span class="kn">import</span> <span class="n">TrainerConfig</span>
+<span class="kn">from</span> <span class="nn">..constants</span> <span class="kn">import</span> <span class="p">(</span>
+    <span class="n">DEFAULT_DATASET_CONFIG_FILE</span><span class="p">,</span>
+    <span class="n">DEFAULT_TRAINER_CONFIG_FILE</span><span class="p">,</span>
+    <span class="n">DEFAULT_TRAINER_CSV_LOG_FILE</span><span class="p">,</span>
+    <span class="n">DEFAULT_TRAINER_STATE_FILE</span><span class="p">,</span>
+    <span class="n">DEFAULT_TRAINER_SUBFOLDER</span><span class="p">,</span>
+    <span class="n">HEZAR_CACHE_DIR</span><span class="p">,</span>
+    <span class="n">TQDM_BAR_FORMAT</span><span class="p">,</span>
+    <span class="n">Backends</span><span class="p">,</span>
+    <span class="n">LRSchedulerType</span><span class="p">,</span>
+    <span class="n">OptimizerType</span><span class="p">,</span>
+    <span class="n">TaskType</span><span class="p">,</span>
+<span class="p">)</span>
+<span class="kn">from</span> <span class="nn">..data.datasets</span> <span class="kn">import</span> <span class="n">Dataset</span>
+<span class="kn">from</span> <span class="nn">..models</span> <span class="kn">import</span> <span class="n">Model</span>
+<span class="kn">from</span> <span class="nn">..preprocessors</span> <span class="kn">import</span> <span class="n">Preprocessor</span><span class="p">,</span> <span class="n">PreprocessorsContainer</span>
+<span class="kn">from</span> <span class="nn">..utils</span> <span class="kn">import</span> <span class="n">Logger</span><span class="p">,</span> <span class="n">colorize_text</span><span class="p">,</span> <span class="n">is_backend_available</span><span class="p">,</span> <span class="n">sanitize_function_parameters</span>
+<span class="kn">from</span> <span class="nn">.metrics_handlers</span> <span class="kn">import</span> <span class="p">(</span>
+    <span class="n">AudioClassificationMetricsHandler</span><span class="p">,</span>
+    <span class="n">Image2TextMetricHandler</span><span class="p">,</span>
+    <span class="n">MetricsHandler</span><span class="p">,</span>
+    <span class="n">SequenceLabelingMetricsHandler</span><span class="p">,</span>
+    <span class="n">SpeechRecognitionMetricsHandler</span><span class="p">,</span>
+    <span class="n">TextClassificationMetricsHandler</span><span class="p">,</span>
+    <span class="n">TextGenerationMetricsHandler</span><span class="p">,</span>
+<span class="p">)</span>
+<span class="kn">from</span> <span class="nn">.trainer_utils</span> <span class="kn">import</span> <span class="n">CSVLogger</span><span class="p">,</span> <span class="n">TrainerState</span><span class="p">,</span> <span class="n">resolve_logdir</span><span class="p">,</span> <span class="n">write_to_tensorboard</span>
+
+
+<span class="k">if</span> <span class="n">TYPE_CHECKING</span><span class="p">:</span>
+    <span class="kn">from</span> <span class="nn">accelerate</span> <span class="kn">import</span> <span class="n">Accelerator</span>
+
+<span class="n">logger</span> <span class="o">=</span> <span class="n">Logger</span><span class="p">(</span><span class="vm">__name__</span><span class="p">)</span>
+
+<span class="n">optimizers</span> <span class="o">=</span> <span class="p">{</span>
+    <span class="n">OptimizerType</span><span class="o">.</span><span class="n">ADAM</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">optim</span><span class="o">.</span><span class="n">Adam</span><span class="p">,</span>
+    <span class="n">OptimizerType</span><span class="o">.</span><span class="n">ADAMW</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">optim</span><span class="o">.</span><span class="n">AdamW</span><span class="p">,</span>
+    <span class="n">OptimizerType</span><span class="o">.</span><span class="n">SDG</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">optim</span><span class="o">.</span><span class="n">SGD</span><span class="p">,</span>
+<span class="p">}</span>
+<span class="n">lr_schedulers</span> <span class="o">=</span> <span class="p">{</span>
+    <span class="n">LRSchedulerType</span><span class="o">.</span><span class="n">REDUCE_LR_ON_PLATEAU</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">optim</span><span class="o">.</span><span class="n">lr_scheduler</span><span class="o">.</span><span class="n">ReduceLROnPlateau</span><span class="p">,</span>
+    <span class="n">LRSchedulerType</span><span class="o">.</span><span class="n">COSINE_LR</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">optim</span><span class="o">.</span><span class="n">lr_scheduler</span><span class="o">.</span><span class="n">CosineAnnealingLR</span><span class="p">,</span>
+<span class="p">}</span>
+
+<span class="n">task_to_metrics_handlers_mapping</span> <span class="o">=</span> <span class="p">{</span>
+    <span class="n">TaskType</span><span class="o">.</span><span class="n">TEXT_CLASSIFICATION</span><span class="p">:</span> <span class="n">TextClassificationMetricsHandler</span><span class="p">,</span>
+    <span class="n">TaskType</span><span class="o">.</span><span class="n">SEQUENCE_LABELING</span><span class="p">:</span> <span class="n">SequenceLabelingMetricsHandler</span><span class="p">,</span>
+    <span class="n">TaskType</span><span class="o">.</span><span class="n">IMAGE2TEXT</span><span class="p">:</span> <span class="n">Image2TextMetricHandler</span><span class="p">,</span>
+    <span class="n">TaskType</span><span class="o">.</span><span class="n">SPEECH_RECOGNITION</span><span class="p">:</span> <span class="n">SpeechRecognitionMetricsHandler</span><span class="p">,</span>
+    <span class="n">TaskType</span><span class="o">.</span><span class="n">AUDIO_CLASSIFICATION</span><span class="p">:</span> <span class="n">AudioClassificationMetricsHandler</span><span class="p">,</span>
+    <span class="n">TaskType</span><span class="o">.</span><span class="n">TEXT_GENERATION</span><span class="p">:</span> <span class="n">TextGenerationMetricsHandler</span><span class="p">,</span>
+<span class="p">}</span>
+
+
+<div class="viewcode-block" id="Trainer">
+<a class="viewcode-back" href="../../../source/hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer">[docs]</a>
+<span class="k">class</span> <span class="nc">Trainer</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Base trainer class for training all Hezar models and all tasks. Usually you can use this class as-is, but for special</span>
+<span class="sd">    cases you can also override any of the core methods in your own custom Trainer.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        model ([`Model`] or `torch.nn.Module`): The main model to train and evaluate</span>
+<span class="sd">        config (TrainerConfig): Training configuration and parameters</span>
+<span class="sd">        train_dataset (Dataset): Train dataset</span>
+<span class="sd">        eval_dataset (Dataset): Evaluation dataset</span>
+<span class="sd">        data_collator: Collate function, usually included in the dataset object itself</span>
+<span class="sd">        preprocessor: Preprocessor object(s)</span>
+<span class="sd">        metrics_handler: Optional metrics handler</span>
+<span class="sd">        optimizer (optim.Optimizer): Model optimizer</span>
+<span class="sd">        lr_scheduler: Optional learning-rate scheduler</span>
+<span class="sd">        accelerator (Accelerator) : Accelerator object for a customized distributed environment</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">trainer_subfolder</span> <span class="o">=</span> <span class="n">DEFAULT_TRAINER_SUBFOLDER</span>
+    <span class="n">trainer_config_file</span> <span class="o">=</span> <span class="n">DEFAULT_TRAINER_CONFIG_FILE</span>
+    <span class="n">trainer_csv_log_file</span> <span class="o">=</span> <span class="n">DEFAULT_TRAINER_CSV_LOG_FILE</span>
+    <span class="n">dataset_config_file</span> <span class="o">=</span> <span class="n">DEFAULT_DATASET_CONFIG_FILE</span>
+    <span class="n">default_trainer_state_file</span> <span class="o">=</span> <span class="n">DEFAULT_TRAINER_STATE_FILE</span>
+    <span class="n">default_optimizer</span> <span class="o">=</span> <span class="n">OptimizerType</span><span class="o">.</span><span class="n">ADAM</span>
+    <span class="n">default_lr_scheduler</span> <span class="o">=</span> <span class="n">LRSchedulerType</span><span class="o">.</span><span class="n">REDUCE_LR_ON_PLATEAU</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">model</span><span class="p">:</span> <span class="n">Model</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">config</span><span class="p">:</span> <span class="n">TrainerConfig</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">train_dataset</span><span class="p">:</span> <span class="n">Dataset</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">eval_dataset</span><span class="p">:</span> <span class="n">Dataset</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">data_collator</span><span class="p">:</span> <span class="n">Callable</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">preprocessor</span><span class="p">:</span> <span class="n">Preprocessor</span> <span class="o">|</span> <span class="n">PreprocessorsContainer</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">metrics_handler</span><span class="p">:</span> <span class="n">MetricsHandler</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">optimizer</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">optim</span><span class="o">.</span><span class="n">Optimizer</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">lr_scheduler</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">accelerator</span><span class="p">:</span> <span class="s2">&quot;Accelerator&quot;</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+    <span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">config</span> <span class="o">=</span> <span class="n">config</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">device</span> <span class="o">=</span> <span class="s2">&quot;cuda&quot;</span> <span class="k">if</span> <span class="n">torch</span><span class="o">.</span><span class="n">cuda</span><span class="o">.</span><span class="n">is_available</span><span class="p">()</span> <span class="ow">and</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">use_cpu</span> <span class="k">else</span> <span class="s2">&quot;cpu&quot;</span>
+
+        <span class="c1"># Set determinism</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_set_seed</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">seed</span><span class="p">)</span>
+
+        <span class="c1"># Setup model and preprocessor(s)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">model</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_setup_model</span><span class="p">(</span><span class="n">model</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">preprocessor</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">preprocessor</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">preprocessor</span> <span class="o">=</span> <span class="n">preprocessor</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                    <span class="s2">&quot;You must set a preprocessor for the model or pass the preprocessor parameter to the Trainer!&quot;</span>
+                <span class="p">)</span>
+
+        <span class="c1"># Configure datasets and data loaders</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">train_dataset</span> <span class="o">=</span> <span class="n">train_dataset</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">eval_dataset</span> <span class="o">=</span> <span class="n">eval_dataset</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">data_collator</span> <span class="o">=</span> <span class="n">data_collator</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">train_dataset</span><span class="o">.</span><span class="n">data_collator</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">train_dataloader</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">eval_dataloader</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_setup_dataloaders</span><span class="p">()</span>
+
+        <span class="c1"># Setup optimizer and (optionally) lr scheduler</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">optimizer</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">lr_scheduler</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_setup_optimizers</span><span class="p">(</span><span class="n">optimizer</span><span class="p">,</span> <span class="n">lr_scheduler</span><span class="p">)</span>
+
+        <span class="c1"># Setup accelerated objects if possible</span>
+        <span class="k">if</span> <span class="n">accelerator</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">distributed</span> <span class="ow">and</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">use_cpu</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">accelerator</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_setup_accelerator</span><span class="p">()</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">scaler</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">accelerator</span><span class="o">.</span><span class="n">scaler</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">device</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">accelerator</span><span class="o">.</span><span class="n">device</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">accelerator</span> <span class="o">=</span> <span class="n">accelerator</span>
+            <span class="n">enabled</span> <span class="o">=</span> <span class="kc">True</span> <span class="k">if</span> <span class="p">(</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">mixed_precision</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="ow">not</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">use_cpu</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">device</span> <span class="o">==</span> <span class="s2">&quot;cpu&quot;</span><span class="p">)</span>
+            <span class="p">)</span> <span class="k">else</span> <span class="kc">False</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">scaler</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">cuda</span><span class="o">.</span><span class="n">amp</span><span class="o">.</span><span class="n">GradScaler</span><span class="p">(</span><span class="n">enabled</span><span class="o">=</span><span class="n">enabled</span><span class="p">)</span>
+
+        <span class="c1"># Setup metrics handler and inner trackers for the trainer</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">metrics_handler</span> <span class="o">=</span> <span class="n">metrics_handler</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">_setup_metrics_handler</span><span class="p">()</span>
+
+        <span class="c1"># Configure checkpoints and logging directories</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">logs_dir</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">output_dir</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">logs_dir</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">checkpoints_dir</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">output_dir</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">checkpoints_dir</span><span class="p">)</span>
+
+        <span class="c1"># Setup logging properties</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">tensorboard</span> <span class="o">=</span> <span class="n">SummaryWriter</span><span class="p">(</span><span class="n">log_dir</span><span class="o">=</span><span class="n">resolve_logdir</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">logs_dir</span><span class="p">))</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">csv_logger</span> <span class="o">=</span> <span class="n">CSVLogger</span><span class="p">(</span><span class="n">logs_dir</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">logs_dir</span><span class="p">,</span> <span class="n">csv_filename</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">trainer_csv_log_file</span><span class="p">)</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">current_epoch</span> <span class="o">=</span> <span class="mi">1</span>
+
+        <span class="c1"># Configure trainer state</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">state</span> <span class="o">=</span> <span class="n">TrainerState</span><span class="p">(</span>
+            <span class="n">epoch</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">current_epoch</span><span class="p">,</span>
+            <span class="n">total_epochs</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">num_epochs</span><span class="p">,</span>
+            <span class="n">metric_for_best_checkpoint</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">metric_for_best_model</span><span class="p">,</span>
+        <span class="p">)</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">_set_seed</span><span class="p">(</span><span class="n">seed</span><span class="p">):</span>
+        <span class="n">torch</span><span class="o">.</span><span class="n">manual_seed</span><span class="p">(</span><span class="n">seed</span><span class="p">)</span>
+        <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">seed</span><span class="p">(</span><span class="n">seed</span><span class="p">)</span>
+        <span class="n">random</span><span class="o">.</span><span class="n">seed</span><span class="p">(</span><span class="n">seed</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_setup_model</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">model</span><span class="p">:</span> <span class="n">Model</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Model</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Download the model from HuggingFace Hub if `init_weights_from` is given in the config. Load the model to the</span>
+<span class="sd">        device and return it.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="n">model</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;`model` must be given to the Trainer!&quot;</span><span class="p">)</span>
+        <span class="n">hub_path</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">init_weights_from</span>
+        <span class="k">if</span> <span class="n">hub_path</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">isdir</span><span class="p">(</span><span class="n">hub_path</span><span class="p">):</span>
+                <span class="n">model_path</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">hub_path</span><span class="p">,</span> <span class="n">model</span><span class="o">.</span><span class="n">model_filename</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">model_path</span> <span class="o">=</span> <span class="n">hf_hub_download</span><span class="p">(</span>
+                    <span class="n">hub_path</span><span class="p">,</span>
+                    <span class="n">filename</span><span class="o">=</span><span class="n">model</span><span class="o">.</span><span class="n">model_filename</span><span class="p">,</span>
+                    <span class="n">cache_dir</span><span class="o">=</span><span class="n">HEZAR_CACHE_DIR</span><span class="p">,</span>
+                    <span class="n">resume_download</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+                <span class="p">)</span>
+            <span class="n">model</span><span class="o">.</span><span class="n">load_state_dict</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">model_path</span><span class="p">,</span> <span class="n">map_location</span><span class="o">=</span><span class="s2">&quot;cpu&quot;</span><span class="p">))</span>
+        <span class="n">model</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">device</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">model</span>
+
+    <span class="k">def</span> <span class="nf">_setup_dataloaders</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Tuple</span><span class="p">[</span><span class="n">DataLoader</span><span class="p">,</span> <span class="n">DataLoader</span> <span class="o">|</span> <span class="kc">None</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Set up data loaders (train/eval) and return them.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">             A tuple of train and eval dataloaders</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">train_dataset</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">train_dataloader</span> <span class="o">=</span> <span class="n">DataLoader</span><span class="p">(</span>
+                <span class="n">dataset</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">train_dataset</span><span class="p">,</span>
+                <span class="n">batch_size</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">batch_size</span><span class="p">,</span>
+                <span class="n">collate_fn</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">data_collator</span><span class="p">,</span>
+                <span class="n">num_workers</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">num_dataloader_workers</span><span class="p">,</span>
+                <span class="n">drop_last</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+                <span class="n">shuffle</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+            <span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Cannot create train dataloader because `train_dataset` is not given!&quot;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">eval_dataset</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">eval_dataloader</span> <span class="o">=</span> <span class="n">DataLoader</span><span class="p">(</span>
+                <span class="n">dataset</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">eval_dataset</span><span class="p">,</span>
+                <span class="n">batch_size</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">eval_batch_size</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">batch_size</span><span class="p">,</span>
+                <span class="n">collate_fn</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">data_collator</span><span class="p">,</span>
+                <span class="n">num_workers</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">num_dataloader_workers</span><span class="p">,</span>
+                <span class="n">drop_last</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+                <span class="n">shuffle</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+            <span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">logger</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span>
+                <span class="s2">&quot;Cannot create eval dataloader because `eval_dataset` is not given to the Trainer! &quot;</span>
+                <span class="s2">&quot;Setting eval_dataloader to None...&quot;</span>
+            <span class="p">)</span>
+            <span class="n">eval_dataloader</span> <span class="o">=</span> <span class="kc">None</span>
+
+        <span class="k">return</span> <span class="n">train_dataloader</span><span class="p">,</span> <span class="n">eval_dataloader</span>
+
+    <span class="k">def</span> <span class="nf">_setup_optimizers</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">optimizer</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">optim</span><span class="o">.</span><span class="n">Optimizer</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> <span class="n">lr_scheduler</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Set up the optimizer and lr lr_scheduler if they&#39;re not already given</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            optimizer: If None do nothing and return it, otherwise build it using the train config</span>
+<span class="sd">            lr_scheduler: If None do nothing and return it, otherwise build it using the train config</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            Optimizer and lr_scheduler</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="n">optimizer</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">optimizer_type</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">optimizer</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">default_optimizer</span>
+            <span class="n">optimizer</span> <span class="o">=</span> <span class="n">optimizers</span><span class="p">[</span><span class="n">optimizer_type</span><span class="p">](</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">parameters</span><span class="p">(),</span>
+                <span class="n">lr</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">learning_rate</span><span class="p">,</span>
+                <span class="n">weight_decay</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">weight_decay</span><span class="p">,</span>
+            <span class="p">)</span>
+
+            <span class="k">if</span> <span class="n">lr_scheduler</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="n">scheduler_name</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">lr_scheduler</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">default_lr_scheduler</span>
+                <span class="k">if</span> <span class="n">scheduler_name</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                    <span class="n">lr_scheduler</span> <span class="o">=</span> <span class="kc">None</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">lr_scheduler</span> <span class="o">=</span> <span class="n">lr_schedulers</span><span class="p">[</span><span class="n">scheduler_name</span><span class="p">](</span><span class="n">optimizer</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">optimizer</span><span class="p">,</span> <span class="n">lr_scheduler</span>
+
+    <span class="k">def</span> <span class="nf">_setup_accelerator</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">if</span> <span class="n">is_backend_available</span><span class="p">(</span><span class="n">Backends</span><span class="o">.</span><span class="n">ACCELERATE</span><span class="p">):</span>
+            <span class="kn">from</span> <span class="nn">accelerate</span> <span class="kn">import</span> <span class="n">Accelerator</span>
+
+            <span class="n">accelerator</span> <span class="o">=</span> <span class="n">Accelerator</span><span class="p">(</span>
+                <span class="n">mixed_precision</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">mixed_precision</span><span class="p">,</span>
+                <span class="n">step_scheduler_with_optimizer</span><span class="o">=</span><span class="kc">True</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">lr_scheduler</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="k">else</span> <span class="kc">False</span><span class="p">,</span>
+            <span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">optimizer</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">lr_scheduler</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">train_dataloader</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">eval_dataloader</span> <span class="o">=</span> <span class="p">(</span>
+                <span class="n">accelerator</span><span class="o">.</span><span class="n">prepare</span><span class="p">(</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="p">,</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">optimizer</span><span class="p">,</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">lr_scheduler</span><span class="p">,</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">train_dataloader</span><span class="p">,</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">eval_dataloader</span><span class="p">,</span>
+                <span class="p">)</span>
+            <span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                <span class="s2">&quot;The configuration for this trainer requires the package `accelerate` to be installed! &quot;</span>
+                <span class="s2">&quot;(config.distributed=True)&quot;</span>
+            <span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">accelerator</span>
+
+    <span class="k">def</span> <span class="nf">_setup_metrics_handler</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Setup MetricsHandler instance for the trainer</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            A MetricsHandler subclass instance based on self.config.task</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">metrics_handler_cls</span> <span class="o">=</span> <span class="n">task_to_metrics_handlers_mapping</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">task</span><span class="p">]</span>
+        <span class="n">metrics_handler</span> <span class="o">=</span> <span class="n">metrics_handler_cls</span><span class="p">(</span><span class="n">metrics</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">metrics</span><span class="p">,</span> <span class="n">trainer</span><span class="o">=</span><span class="bp">self</span><span class="p">)</span>  <span class="c1"># noqa</span>
+        <span class="k">return</span> <span class="n">metrics_handler</span>
+
+<div class="viewcode-block" id="Trainer.load_from_checkpoint">
+<a class="viewcode-back" href="../../../source/hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.load_from_checkpoint">[docs]</a>
+    <span class="k">def</span> <span class="nf">load_from_checkpoint</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">checkpoint</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span> <span class="n">load_best</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Load trainer states like model weights, optimizer, etc. from a checkpoint</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            checkpoint: Path to checkpoint directory</span>
+<span class="sd">            load_best: Whether to load the best checkpoint or not, if False, loads the latest checkpoint</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">isdir</span><span class="p">(</span><span class="n">checkpoint</span><span class="p">)</span> <span class="ow">and</span> <span class="n">load_best</span><span class="p">:</span>
+            <span class="n">logger</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span><span class="s2">&quot;The `load_best` parameter has no effect when `checkpoint` is a path!&quot;</span><span class="p">)</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">state</span> <span class="o">=</span> <span class="n">TrainerState</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">checkpoints_dir</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">default_trainer_state_file</span><span class="p">))</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">checkpoint</span><span class="p">,</span> <span class="nb">bool</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">load_best</span><span class="p">:</span>
+                <span class="n">checkpoint</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">checkpoints_dir</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">state</span><span class="o">.</span><span class="n">best_checkpoint</span><span class="p">))</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">checkpoint</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">checkpoints_dir</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">state</span><span class="o">.</span><span class="n">epoch</span><span class="p">))</span>
+        <span class="k">if</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">isdir</span><span class="p">(</span><span class="n">checkpoint</span><span class="p">):</span>
+            <span class="c1"># Figure out the epoch number</span>
+            <span class="n">epoch</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">basename</span><span class="p">(</span><span class="n">checkpoint</span><span class="p">)</span> <span class="k">if</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">basename</span><span class="p">(</span><span class="n">checkpoint</span><span class="p">)</span><span class="o">.</span><span class="n">isdigit</span><span class="p">()</span> <span class="k">else</span> <span class="bp">self</span><span class="o">.</span><span class="n">state</span><span class="o">.</span><span class="n">epoch</span>
+            <span class="k">if</span> <span class="nb">str</span><span class="p">(</span><span class="n">epoch</span><span class="p">)</span><span class="o">.</span><span class="n">isdigit</span><span class="p">():</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">state</span><span class="o">.</span><span class="n">epoch</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">epoch</span><span class="p">)</span>
+            <span class="c1"># Load model&#39;s state dict</span>
+            <span class="n">model_path</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">checkpoint</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">model_filename</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">isfile</span><span class="p">(</span><span class="n">model_path</span><span class="p">):</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">load_state_dict</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">model_path</span><span class="p">))</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">accelerator</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">model</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">accelerator</span><span class="o">.</span><span class="n">prepare</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="p">)</span>
+                <span class="n">logger</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Successfully loaded checkpoint from `</span><span class="si">{</span><span class="n">checkpoint</span><span class="si">}</span><span class="s2">` &quot;</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">raise</span> <span class="ne">FileNotFoundError</span><span class="p">(</span>
+                    <span class="sa">f</span><span class="s2">&quot;Could not find `</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">model_filename</span><span class="si">}</span><span class="s2">` at `</span><span class="si">{</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">dirname</span><span class="p">(</span><span class="n">model_path</span><span class="p">)</span><span class="si">}</span><span class="s2">`!</span><span class="se">\n</span><span class="s2">&quot;</span>
+                <span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">logger</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span>
+                <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">checkpoint</span><span class="si">}</span><span class="s2"> does not seem to be a valid checkpoint!&quot;</span>
+            <span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="Trainer.load_csv_logs">
+<a class="viewcode-back" href="../../../source/hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.load_csv_logs">[docs]</a>
+    <span class="k">def</span> <span class="nf">load_csv_logs</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">logs_dir</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Load the CSV log file</span>
+<span class="sd">        Args:</span>
+<span class="sd">            logs_dir: Path to logs directory, defaults to self.config.logs_dir</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            Logs dictionary</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">logs_dir</span> <span class="o">=</span> <span class="n">logs_dir</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">logs_dir</span>
+        <span class="n">csv_path</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">logs_dir</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">trainer_csv_log_file</span><span class="p">)</span>
+        <span class="n">logs</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="n">csv_path</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">logs</span><span class="o">.</span><span class="n">to_dict</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="Trainer.prepare_input_batch">
+<a class="viewcode-back" href="../../../source/hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.prepare_input_batch">[docs]</a>
+    <span class="k">def</span> <span class="nf">prepare_input_batch</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">input_batch</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Every operation required to prepare the inputs for model forward like moving to device, permutations, etc.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            input_batch: Raw input batch from the dataloader</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            The proper input batch required by model forward</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1"># Put inputs on device manually if accelerator is not available, otherwise it&#39;s taken care of by the accelerator</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">accelerator</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">input_batch</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">device</span><span class="p">)</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">)</span> <span class="k">else</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">input_batch</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+
+        <span class="k">return</span> <span class="n">input_batch</span></div>
+
+
+<div class="viewcode-block" id="Trainer.amp_context_manager">
+<a class="viewcode-back" href="../../../source/hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.amp_context_manager">[docs]</a>
+    <span class="k">def</span> <span class="nf">amp_context_manager</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        An auto context manager for mixed precision.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            A torch autocast context manager</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">accelerator</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">context_manager</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">accelerator</span><span class="o">.</span><span class="n">autocast</span><span class="p">()</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">device_type</span> <span class="o">=</span> <span class="s2">&quot;cuda&quot;</span> <span class="k">if</span> <span class="s2">&quot;cuda&quot;</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">device</span> <span class="k">else</span> <span class="s2">&quot;cpu&quot;</span>
+            <span class="n">dtype</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">bfloat16</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">mixed_precision</span> <span class="o">==</span> <span class="s2">&quot;bf16&quot;</span> <span class="ow">or</span> <span class="n">device_type</span> <span class="o">==</span> <span class="s2">&quot;cpu&quot;</span> <span class="k">else</span> <span class="n">torch</span><span class="o">.</span><span class="n">float16</span>
+            <span class="n">enabled</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">mixed_precision</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">mixed_precision</span> <span class="o">==</span> <span class="s2">&quot;no&quot;</span>
+            <span class="n">context_manager</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">autocast</span><span class="p">(</span>
+                <span class="n">device_type</span><span class="o">=</span><span class="n">device_type</span><span class="p">,</span>
+                <span class="n">dtype</span><span class="o">=</span><span class="n">dtype</span><span class="p">,</span>
+                <span class="n">enabled</span><span class="o">=</span><span class="n">enabled</span>
+            <span class="p">)</span>
+        <span class="k">return</span> <span class="n">context_manager</span></div>
+
+
+<div class="viewcode-block" id="Trainer.forward">
+<a class="viewcode-back" href="../../../source/hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.forward">[docs]</a>
+    <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">input_batch</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Perform model forward on the input batch</span>
+
+<span class="sd">        In special cases, one can override this method in their desired trainer.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            input_batch: Input batch</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            Model outputs</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">input_batch</span><span class="p">,</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">):</span>
+            <span class="n">outputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="p">(</span><span class="n">input_batch</span><span class="p">)</span>
+        <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">input_batch</span><span class="p">,</span> <span class="n">Dict</span><span class="p">):</span>
+            <span class="n">forward_inputs</span> <span class="o">=</span> <span class="n">sanitize_function_parameters</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">forward</span><span class="p">,</span> <span class="n">input_batch</span><span class="p">)</span>
+            <span class="n">outputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="p">(</span><span class="o">**</span><span class="n">forward_inputs</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                <span class="sa">f</span><span class="s2">&quot;`input_batch` must be a tensor or a dict-like object containing key/value pairs of tensors, &quot;</span>
+                <span class="sa">f</span><span class="s2">&quot;but got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">input_batch</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
+            <span class="p">)</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">outputs</span><span class="p">,</span> <span class="n">Dict</span><span class="p">):</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Model outputs must be dict-like not `</span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">outputs</span><span class="p">)</span><span class="si">}</span><span class="s2">`&quot;</span><span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">outputs</span></div>
+
+
+<div class="viewcode-block" id="Trainer.compute_loss">
+<a class="viewcode-back" href="../../../source/hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.compute_loss">[docs]</a>
+    <span class="k">def</span> <span class="nf">compute_loss</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">model_outputs</span><span class="p">:</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">labels</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Compute loss from model outputs</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            model_outputs: Logits from model outputs</span>
+<span class="sd">            labels: Ground truth labels</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            The loss tensor</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">compute_loss_inputs</span> <span class="o">=</span> <span class="n">sanitize_function_parameters</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">compute_loss</span><span class="p">,</span> <span class="n">model_outputs</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="n">compute_loss_inputs</span><span class="p">[</span><span class="s2">&quot;labels&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">labels</span>
+
+        <span class="n">loss</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">compute_loss</span><span class="p">(</span><span class="o">**</span><span class="n">compute_loss_inputs</span><span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">loss</span></div>
+
+
+<div class="viewcode-block" id="Trainer.training_step">
+<a class="viewcode-back" href="../../../source/hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.training_step">[docs]</a>
+    <span class="k">def</span> <span class="nf">training_step</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">input_batch</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Any</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Train one batch of data and return loss and model outputs</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            input_batch: A batch of inputs to train</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            Train step outputs including loss, logits, etc.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">with</span> <span class="bp">self</span><span class="o">.</span><span class="n">amp_context_manager</span><span class="p">():</span>
+            <span class="n">outputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">forward</span><span class="p">(</span><span class="n">input_batch</span><span class="p">)</span>
+
+        <span class="n">loss</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_loss</span><span class="p">(</span><span class="n">outputs</span><span class="p">,</span> <span class="o">**</span><span class="n">input_batch</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">accelerator</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">accelerator</span><span class="o">.</span><span class="n">backward</span><span class="p">(</span><span class="n">loss</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">optimizer</span><span class="o">.</span><span class="n">step</span><span class="p">()</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">scaler</span><span class="o">.</span><span class="n">scale</span><span class="p">(</span><span class="n">loss</span><span class="p">)</span><span class="o">.</span><span class="n">backward</span><span class="p">()</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">scaler</span><span class="o">.</span><span class="n">step</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">optimizer</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">scaler</span><span class="o">.</span><span class="n">update</span><span class="p">()</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">optimizer</span><span class="o">.</span><span class="n">zero_grad</span><span class="p">()</span>
+
+        <span class="n">outputs</span><span class="p">[</span><span class="s2">&quot;loss&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">loss</span><span class="o">.</span><span class="n">item</span><span class="p">()</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">loss</span><span class="p">,</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">)</span> <span class="k">else</span> <span class="n">loss</span>
+
+        <span class="k">return</span> <span class="n">outputs</span></div>
+
+
+<div class="viewcode-block" id="Trainer.evaluation_step">
+<a class="viewcode-back" href="../../../source/hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.evaluation_step">[docs]</a>
+    <span class="k">def</span> <span class="nf">evaluation_step</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">input_batch</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Any</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Evaluate one batch of data and return loss and model outputs</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            input_batch: A batch of inputs to evaluate</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            Evaluation step outputs including loss, logits, etc.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">with</span> <span class="bp">self</span><span class="o">.</span><span class="n">amp_context_manager</span><span class="p">():</span>
+            <span class="n">outputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">forward</span><span class="p">(</span><span class="n">input_batch</span><span class="p">)</span>
+
+        <span class="n">loss</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_loss</span><span class="p">(</span><span class="n">outputs</span><span class="p">,</span> <span class="o">**</span><span class="n">input_batch</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">is_generative</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">evaluate_with_generate</span><span class="p">:</span>
+            <span class="n">generate_inputs</span> <span class="o">=</span> <span class="n">sanitize_function_parameters</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">generate</span><span class="p">,</span> <span class="n">input_batch</span><span class="p">)</span>
+            <span class="n">generated_ids</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">generate</span><span class="p">(</span><span class="o">**</span><span class="n">generate_inputs</span><span class="p">)</span>
+            <span class="n">outputs</span><span class="p">[</span><span class="s2">&quot;logits&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">generated_ids</span><span class="p">[</span><span class="s2">&quot;generated_ids&quot;</span><span class="p">]</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">generated_ids</span><span class="p">,</span> <span class="nb">dict</span><span class="p">)</span> <span class="k">else</span> <span class="n">generated_ids</span>
+
+        <span class="n">outputs</span><span class="p">[</span><span class="s2">&quot;loss&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">loss</span><span class="o">.</span><span class="n">item</span><span class="p">()</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">loss</span><span class="p">,</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">)</span> <span class="k">else</span> <span class="n">loss</span>
+
+        <span class="k">return</span> <span class="n">outputs</span></div>
+
+
+<div class="viewcode-block" id="Trainer.inner_training_loop">
+<a class="viewcode-back" href="../../../source/hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.inner_training_loop">[docs]</a>
+    <span class="k">def</span> <span class="nf">inner_training_loop</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">epoch_num</span><span class="p">:</span> <span class="nb">int</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Train the model for one epoch on the whole train dataset and verbose live metric values in the progress bar</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            epoch_num: Number of the current epoch</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            Metrics averages through the full iteration</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">losses_sum</span> <span class="o">=</span> <span class="mf">0.0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">train</span><span class="p">()</span>
+        <span class="k">with</span> <span class="n">tqdm</span><span class="p">(</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">train_dataloader</span><span class="p">,</span>
+            <span class="n">unit</span><span class="o">=</span><span class="s2">&quot;batch&quot;</span><span class="p">,</span>
+            <span class="n">desc</span><span class="o">=</span><span class="sa">f</span><span class="s2">&quot;Epoch: </span><span class="si">{</span><span class="n">epoch_num</span><span class="si">}</span><span class="s2">/</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">num_epochs</span><span class="si">}</span><span class="s2"> &quot;</span><span class="p">,</span>
+            <span class="n">bar_format</span><span class="o">=</span><span class="n">TQDM_BAR_FORMAT</span><span class="p">,</span>
+            <span class="n">ascii</span><span class="o">=</span><span class="s2">&quot; #&quot;</span><span class="p">,</span>
+        <span class="p">)</span> <span class="k">as</span> <span class="n">iterator</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">step</span><span class="p">,</span> <span class="n">input_batch</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">iterator</span><span class="p">):</span>
+                <span class="n">input_batch</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">prepare_input_batch</span><span class="p">(</span><span class="n">input_batch</span><span class="p">)</span>
+                <span class="c1"># Training on one batch</span>
+                <span class="n">outputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">training_step</span><span class="p">(</span><span class="n">input_batch</span><span class="p">)</span>
+                <span class="n">losses_sum</span> <span class="o">+=</span> <span class="n">outputs</span><span class="p">[</span><span class="s2">&quot;loss&quot;</span><span class="p">]</span>
+                <span class="c1"># Gather outputs for metrics</span>
+                <span class="n">avg_loss</span> <span class="o">=</span> <span class="n">losses_sum</span> <span class="o">/</span> <span class="p">(</span><span class="n">step</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span>
+                <span class="n">iterator</span><span class="o">.</span><span class="n">set_postfix</span><span class="p">(</span><span class="n">loss</span><span class="o">=</span><span class="n">avg_loss</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">state</span><span class="o">.</span><span class="n">global_step</span> <span class="o">+=</span> <span class="mi">1</span>
+
+        <span class="k">return</span> <span class="p">{</span><span class="s2">&quot;loss&quot;</span><span class="p">:</span> <span class="n">avg_loss</span><span class="p">}</span></div>
+
+
+<div class="viewcode-block" id="Trainer.evaluate">
+<a class="viewcode-back" href="../../../source/hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.evaluate">[docs]</a>
+    <span class="k">def</span> <span class="nf">evaluate</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Evaluates the model on the whole eval dataset and verbose live metric values in the progress bar</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            Evaluation results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">metrics_handler</span><span class="o">.</span><span class="n">tracker</span><span class="o">.</span><span class="n">reset</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">eval</span><span class="p">()</span>
+        <span class="k">with</span> <span class="n">tqdm</span><span class="p">(</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">eval_dataloader</span><span class="p">,</span>
+            <span class="n">unit</span><span class="o">=</span><span class="s2">&quot;batch&quot;</span><span class="p">,</span>
+            <span class="n">desc</span><span class="o">=</span><span class="s2">&quot;Evaluating... &quot;</span><span class="p">,</span>
+            <span class="n">bar_format</span><span class="o">=</span><span class="n">TQDM_BAR_FORMAT</span><span class="p">,</span>
+            <span class="n">ascii</span><span class="o">=</span><span class="s2">&quot; #&quot;</span><span class="p">,</span>
+        <span class="p">)</span> <span class="k">as</span> <span class="n">iterator</span><span class="p">:</span>
+            <span class="k">with</span> <span class="n">torch</span><span class="o">.</span><span class="n">inference_mode</span><span class="p">():</span>
+                <span class="k">for</span> <span class="n">step</span><span class="p">,</span> <span class="n">input_batch</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">iterator</span><span class="p">):</span>
+                    <span class="n">input_batch</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">prepare_input_batch</span><span class="p">(</span><span class="n">input_batch</span><span class="p">)</span>
+                    <span class="c1"># Evaluation on one batch</span>
+                    <span class="n">outputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">evaluation_step</span><span class="p">(</span><span class="n">input_batch</span><span class="p">)</span>
+                    <span class="n">logits</span> <span class="o">=</span> <span class="n">outputs</span><span class="p">[</span><span class="s2">&quot;logits&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">detach</span><span class="p">()</span><span class="o">.</span><span class="n">cpu</span><span class="p">()</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span>
+                    <span class="n">labels</span> <span class="o">=</span> <span class="n">input_batch</span><span class="p">[</span><span class="s2">&quot;labels&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">detach</span><span class="p">()</span><span class="o">.</span><span class="n">cpu</span><span class="p">()</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span>
+                    <span class="c1"># Compute metrics</span>
+                    <span class="n">evaluation_results</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">metrics_handler</span><span class="o">.</span><span class="n">compute_metrics</span><span class="p">(</span><span class="n">logits</span><span class="p">,</span> <span class="n">labels</span><span class="p">)</span>
+                    <span class="n">evaluation_results</span><span class="p">[</span><span class="s2">&quot;loss&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">outputs</span><span class="p">[</span><span class="s2">&quot;loss&quot;</span><span class="p">]</span>
+                    <span class="c1"># Gather outputs for metrics</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">metrics_handler</span><span class="o">.</span><span class="n">tracker</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">evaluation_results</span><span class="p">)</span>
+                    <span class="n">iterator</span><span class="o">.</span><span class="n">set_postfix</span><span class="p">(</span><span class="o">**</span><span class="bp">self</span><span class="o">.</span><span class="n">metrics_handler</span><span class="o">.</span><span class="n">tracker</span><span class="o">.</span><span class="n">avg</span><span class="p">())</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">metrics_handler</span><span class="o">.</span><span class="n">tracker</span><span class="o">.</span><span class="n">avg</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="Trainer.print_info">
+<a class="viewcode-back" href="../../../source/hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.print_info">[docs]</a>
+    <span class="k">def</span> <span class="nf">print_info</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Print training info</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">def</span> <span class="nf">_print_info_line</span><span class="p">(</span><span class="n">key</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
+            <span class="n">line</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;  </span><span class="si">{</span><span class="n">colorize_text</span><span class="p">(</span><span class="n">key</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;bold&#39;</span><span class="p">)</span><span class="si">}</span><span class="s2">: `</span><span class="si">{</span><span class="n">colorize_text</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">value</span><span class="p">),</span><span class="w"> </span><span class="s1">&#39;italic&#39;</span><span class="p">)</span><span class="si">}</span><span class="s2">`&quot;</span>
+            <span class="nb">print</span><span class="p">(</span><span class="n">line</span><span class="p">)</span>
+
+        <span class="n">header</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="s1">&#39;*&#39;</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="mi">20</span><span class="si">}</span><span class="s2"> Training Info </span><span class="si">{</span><span class="s1">&#39;*&#39;</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="mi">20</span><span class="si">}</span><span class="s2">&quot;</span>
+        <span class="n">footer</span> <span class="o">=</span> <span class="s2">&quot;*&quot;</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">header</span><span class="p">)</span>
+
+        <span class="c1"># Header</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;</span><span class="se">\n</span><span class="si">{</span><span class="n">colorize_text</span><span class="p">(</span><span class="n">header</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;bold&#39;</span><span class="p">)</span><span class="si">}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
+        <span class="c1"># Info</span>
+        <span class="n">_print_info_line</span><span class="p">(</span><span class="s2">&quot;Output Directory&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">output_dir</span><span class="p">)</span>
+        <span class="n">_print_info_line</span><span class="p">(</span><span class="s2">&quot;Task&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">task</span><span class="p">)</span>
+        <span class="n">_print_info_line</span><span class="p">(</span><span class="s2">&quot;Model&quot;</span><span class="p">,</span> <span class="nb">type</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="p">)</span><span class="o">.</span><span class="vm">__name__</span><span class="p">)</span>
+        <span class="n">_print_info_line</span><span class="p">(</span><span class="s2">&quot;Init Weights&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">init_weights_from</span> <span class="ow">or</span> <span class="s2">&quot;N/A&quot;</span><span class="p">)</span>
+        <span class="n">_print_info_line</span><span class="p">(</span><span class="s2">&quot;Device(s)&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">device</span><span class="p">)</span>
+        <span class="n">_print_info_line</span><span class="p">(</span><span class="s2">&quot;Training Dataset&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">train_dataset</span><span class="p">)</span>
+        <span class="n">_print_info_line</span><span class="p">(</span><span class="s2">&quot;Evaluation Dataset&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">eval_dataset</span><span class="p">)</span>
+        <span class="n">_print_info_line</span><span class="p">(</span><span class="s2">&quot;Optimizer&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">optimizer</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">default_optimizer</span><span class="p">)</span>
+        <span class="n">_print_info_line</span><span class="p">(</span><span class="s2">&quot;Initial Learning Rate&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">learning_rate</span><span class="p">)</span>
+        <span class="n">_print_info_line</span><span class="p">(</span><span class="s2">&quot;Learning Rate Decay&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">weight_decay</span><span class="p">)</span>
+        <span class="n">_print_info_line</span><span class="p">(</span><span class="s2">&quot;Epochs&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">num_epochs</span><span class="p">)</span>
+        <span class="n">_print_info_line</span><span class="p">(</span><span class="s2">&quot;Batch Size&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">batch_size</span><span class="p">)</span>
+        <span class="n">_print_info_line</span><span class="p">(</span><span class="s2">&quot;Number of Parameters&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">num_parameters</span><span class="p">)</span>
+        <span class="n">_print_info_line</span><span class="p">(</span><span class="s2">&quot;Number of Trainable Parameters&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">num_trainable_parameters</span><span class="p">)</span>
+        <span class="n">_print_info_line</span><span class="p">(</span><span class="s2">&quot;Mixed Precision&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">mixed_precision</span> <span class="ow">or</span> <span class="s2">&quot;Full (fp32)&quot;</span><span class="p">)</span>
+        <span class="n">_print_info_line</span><span class="p">(</span><span class="s2">&quot;Metrics&quot;</span><span class="p">,</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">metrics_handler</span><span class="o">.</span><span class="n">metrics</span><span class="o">.</span><span class="n">keys</span><span class="p">()))</span>
+        <span class="n">_print_info_line</span><span class="p">(</span><span class="s2">&quot;Checkpoints Path&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">checkpoints_dir</span><span class="p">)</span>
+        <span class="n">_print_info_line</span><span class="p">(</span><span class="s2">&quot;Logs Path&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">logs_dir</span><span class="p">)</span>
+        <span class="c1"># Footer</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;</span><span class="se">\n</span><span class="si">{</span><span class="n">colorize_text</span><span class="p">(</span><span class="n">footer</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;bold&#39;</span><span class="p">)</span><span class="si">}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="Trainer.train">
+<a class="viewcode-back" href="../../../source/hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.train">[docs]</a>
+    <span class="k">def</span> <span class="nf">train</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">resume_from_checkpoint</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">None</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        The full training process like training, evaluation, logging and saving model checkpoints.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            resume_from_checkpoint: Resume from checkpoint path (if value is a path) or automatically load from the</span>
+<span class="sd">            latest checkpoint (if value is True)</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="n">resume_from_checkpoint</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">load_from_checkpoint</span><span class="p">(</span><span class="n">resume_from_checkpoint</span><span class="p">)</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">current_epoch</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">num_epochs</span><span class="p">:</span>
+                <span class="n">logger</span><span class="o">.</span><span class="n">info</span><span class="p">(</span>
+                    <span class="sa">f</span><span class="s2">&quot;Unable to resume from `</span><span class="si">{</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">checkpoints_dir</span><span class="p">,</span><span class="w"> </span><span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">state</span><span class="o">.</span><span class="n">epoch</span><span class="p">))</span><span class="si">}</span><span class="s2">` &quot;</span>
+                    <span class="sa">f</span><span class="s2">&quot;since it belongs to the ending epoch!&quot;</span>
+                <span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">current_epoch</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">state</span><span class="o">.</span><span class="n">epoch</span> <span class="o">+</span> <span class="mi">1</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">print_info</span><span class="p">()</span>
+
+        <span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">current_epoch</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">num_epochs</span> <span class="o">+</span> <span class="mi">1</span><span class="p">):</span>
+            <span class="nb">print</span><span class="p">()</span>
+            <span class="n">training_results</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">inner_training_loop</span><span class="p">(</span><span class="n">epoch</span><span class="p">)</span>
+            <span class="n">evaluation_results</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">evaluate</span><span class="p">()</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">lr_scheduler</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">lr_scheduler</span><span class="o">.</span><span class="n">step</span><span class="p">(</span><span class="n">evaluation_results</span><span class="p">[</span><span class="s2">&quot;loss&quot;</span><span class="p">])</span>
+
+            <span class="n">train_logs</span> <span class="o">=</span> <span class="p">{</span><span class="sa">f</span><span class="s2">&quot;train.</span><span class="si">{</span><span class="n">metric_name</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">:</span> <span class="n">value</span> <span class="k">for</span> <span class="n">metric_name</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">training_results</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+            <span class="n">evaluation_logs</span> <span class="o">=</span> <span class="p">{</span><span class="sa">f</span><span class="s2">&quot;evaluation.</span><span class="si">{</span><span class="n">metric_name</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">:</span> <span class="n">value</span> <span class="k">for</span> <span class="n">metric_name</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">evaluation_results</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+            <span class="n">all_logs</span> <span class="o">=</span> <span class="p">{</span><span class="o">**</span><span class="n">train_logs</span><span class="p">,</span> <span class="o">**</span><span class="n">evaluation_logs</span><span class="p">}</span>
+
+            <span class="bp">self</span><span class="o">.</span><span class="n">state</span><span class="o">.</span><span class="n">epoch</span> <span class="o">=</span> <span class="n">epoch</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">state</span><span class="o">.</span><span class="n">update_best_results</span><span class="p">(</span>
+                <span class="n">metric_value</span><span class="o">=</span><span class="n">all_logs</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">metric_for_best_model</span><span class="p">],</span>
+                <span class="n">objective</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">metrics_handler</span><span class="o">.</span><span class="n">objective</span><span class="p">,</span>
+                <span class="n">step</span><span class="o">=</span><span class="n">epoch</span><span class="p">,</span>
+            <span class="p">)</span>
+
+            <span class="c1"># maybe save checkpoint</span>
+            <span class="k">if</span> <span class="n">epoch</span> <span class="o">%</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">save_freq</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">ckpt_save_path</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">checkpoints_dir</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">epoch</span><span class="p">))</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">ckpt_save_path</span><span class="p">)</span>
+
+            <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="p">(</span><span class="n">train_logs</span><span class="p">,</span> <span class="n">evaluation_logs</span><span class="p">,</span> <span class="n">epoch</span><span class="p">)</span>
+
+        <span class="n">logger</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&quot;Training done!&quot;</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="Trainer.log">
+<a class="viewcode-back" href="../../../source/hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.log">[docs]</a>
+    <span class="k">def</span> <span class="nf">log</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">train_logs</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Any</span><span class="p">],</span> <span class="n">evaluation_logs</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Any</span><span class="p">],</span> <span class="n">step</span><span class="p">:</span> <span class="nb">int</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Log metrics results</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1"># Log to tensorboard</span>
+        <span class="n">write_to_tensorboard</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">tensorboard</span><span class="p">,</span> <span class="n">train_logs</span><span class="p">,</span> <span class="n">step</span><span class="p">)</span>
+        <span class="n">write_to_tensorboard</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">tensorboard</span><span class="p">,</span> <span class="n">evaluation_logs</span><span class="p">,</span> <span class="n">step</span><span class="p">)</span>
+
+        <span class="c1"># Log to CSV</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">csv_logger</span><span class="o">.</span><span class="n">write</span><span class="p">({</span><span class="o">**</span><span class="n">train_logs</span><span class="p">,</span> <span class="o">**</span><span class="n">evaluation_logs</span><span class="p">},</span> <span class="n">step</span><span class="p">)</span>
+
+        <span class="c1"># Save trainer state</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">state</span><span class="o">.</span><span class="n">save</span><span class="p">(</span>
+            <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">checkpoints_dir</span><span class="p">,</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">default_trainer_state_file</span><span class="p">,</span>
+            <span class="p">)</span>
+        <span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="Trainer.save">
+<a class="viewcode-back" href="../../../source/hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">path</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
+        <span class="n">config_filename</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">model_filename</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">model_config_filename</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">subfolder</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">dataset_config_file</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+    <span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Save the trainer and relevant files to a path.</span>
+
+<span class="sd">        Files to save are train config, model weights, model config, preprocessor files and preprocessor config.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            path: A directory to save everything</span>
+<span class="sd">            config_filename: Config filename</span>
+<span class="sd">            model_filename: Model file name</span>
+<span class="sd">            model_config_filename: Model config file name</span>
+<span class="sd">            subfolder: Optional sub-folder</span>
+<span class="sd">            dataset_config_file: Dataset config filename</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">config_filename</span> <span class="o">=</span> <span class="n">config_filename</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">trainer_config_file</span>
+        <span class="n">subfolder</span> <span class="o">=</span> <span class="n">subfolder</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">trainer_subfolder</span>
+        <span class="n">dataset_config_file</span> <span class="o">=</span> <span class="n">dataset_config_file</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">dataset_config_file</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">path</span><span class="p">,</span> <span class="n">filename</span><span class="o">=</span><span class="n">config_filename</span><span class="p">,</span> <span class="n">subfolder</span><span class="o">=</span><span class="n">subfolder</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">path</span><span class="p">,</span> <span class="n">filename</span><span class="o">=</span><span class="n">model_filename</span><span class="p">,</span> <span class="n">config_filename</span><span class="o">=</span><span class="n">model_config_filename</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">train_dataset</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">path</span><span class="p">,</span> <span class="n">filename</span><span class="o">=</span><span class="n">dataset_config_file</span><span class="p">,</span> <span class="n">subfolder</span><span class="o">=</span><span class="n">subfolder</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="Trainer.push_to_hub">
+<a class="viewcode-back" href="../../../source/hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.push_to_hub">[docs]</a>
+    <span class="k">def</span> <span class="nf">push_to_hub</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">repo_id</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
+        <span class="n">config_filename</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">push_model</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
+        <span class="n">push_logs</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
+        <span class="n">model_filename</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">model_config_filename</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">subfolder</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">dataset_config_filename</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">commit_message</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">private</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
+    <span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Push everything to the Hub</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            repo_id: Path to hub</span>
+<span class="sd">            config_filename: Trainer config file name</span>
+<span class="sd">            push_model: Whether to push the model or not</span>
+<span class="sd">            push_logs: Whether to push training logs or not</span>
+<span class="sd">            model_filename: Model file name</span>
+<span class="sd">            model_config_filename: Model config file name</span>
+<span class="sd">            subfolder: Path to Trainer files</span>
+<span class="sd">            dataset_config_filename: Dataset config file name</span>
+<span class="sd">            commit_message: Commit message for the push</span>
+<span class="sd">            private: Whether to create a private repo if it doesn&#39;t exist already</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">config_filename</span> <span class="o">=</span> <span class="n">config_filename</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">trainer_config_file</span>
+        <span class="n">subfolder</span> <span class="o">=</span> <span class="n">subfolder</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">trainer_subfolder</span>
+        <span class="n">dataset_config_file</span> <span class="o">=</span> <span class="n">dataset_config_filename</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">dataset_config_file</span>
+
+        <span class="c1"># create remote repo</span>
+        <span class="n">create_repo</span><span class="p">(</span><span class="n">repo_id</span><span class="p">,</span> <span class="n">repo_type</span><span class="o">=</span><span class="s2">&quot;model&quot;</span><span class="p">,</span> <span class="n">exist_ok</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">private</span><span class="o">=</span><span class="n">private</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="ow">not</span> <span class="n">commit_message</span><span class="p">:</span>
+            <span class="n">commit_message</span> <span class="o">=</span> <span class="s2">&quot;Hezar: Upload training files&quot;</span>
+
+        <span class="c1"># upload train files</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">push_to_hub</span><span class="p">(</span>
+            <span class="n">repo_id</span><span class="p">,</span>
+            <span class="n">filename</span><span class="o">=</span><span class="n">config_filename</span><span class="p">,</span>
+            <span class="n">subfolder</span><span class="o">=</span><span class="n">subfolder</span><span class="p">,</span>
+            <span class="n">private</span><span class="o">=</span><span class="n">private</span><span class="p">,</span>
+            <span class="n">commit_message</span><span class="o">=</span><span class="n">commit_message</span><span class="p">,</span>
+        <span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">train_dataset</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">push_to_hub</span><span class="p">(</span>
+            <span class="n">repo_id</span><span class="p">,</span>
+            <span class="n">filename</span><span class="o">=</span><span class="n">dataset_config_file</span><span class="p">,</span>
+            <span class="n">subfolder</span><span class="o">=</span><span class="n">subfolder</span><span class="p">,</span>
+            <span class="n">private</span><span class="o">=</span><span class="n">private</span><span class="p">,</span>
+            <span class="n">commit_message</span><span class="o">=</span><span class="n">commit_message</span>
+        <span class="p">)</span>
+
+        <span class="c1"># upload model</span>
+        <span class="k">if</span> <span class="n">push_model</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">push_to_hub</span><span class="p">(</span>
+                <span class="n">repo_id</span><span class="p">,</span>
+                <span class="n">filename</span><span class="o">=</span><span class="n">model_filename</span><span class="p">,</span>
+                <span class="n">config_filename</span><span class="o">=</span><span class="n">model_config_filename</span><span class="p">,</span>
+                <span class="n">commit_message</span><span class="o">=</span><span class="n">commit_message</span><span class="p">,</span>
+                <span class="n">private</span><span class="o">=</span><span class="n">private</span><span class="p">,</span>
+            <span class="p">)</span>
+
+        <span class="k">if</span> <span class="n">push_logs</span><span class="p">:</span>
+            <span class="n">upload_file</span><span class="p">(</span>
+                <span class="n">path_or_fileobj</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">csv_logger</span><span class="o">.</span><span class="n">save_path</span><span class="p">,</span>
+                <span class="n">path_in_repo</span><span class="o">=</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">trainer_subfolder</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">trainer_csv_log_file</span><span class="p">),</span>
+                <span class="n">repo_id</span><span class="o">=</span><span class="n">repo_id</span><span class="p">,</span>
+                <span class="n">commit_message</span><span class="o">=</span><span class="n">commit_message</span><span class="p">,</span>
+            <span class="p">)</span></div>
+</div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          
+          
+        </div>
+        <div class="bottom-of-page">
+          <div class="left-details">
+            <div class="copyright">
+                Copyright &#169; 2023, Hezar AI Team &amp; contributors
+            </div>
+            Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
+            
+            <a href="https://github.com/pradyunsg/furo">Furo</a>
+            
+          </div>
+          <div class="right-details">
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+        <article role="main">
+          <h1>Source code for hezar.trainer.trainer_utils</h1><div class="highlight"><pre>
+<span></span><span class="kn">import</span> <span class="nn">os</span>
+<span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">asdict</span><span class="p">,</span> <span class="n">dataclass</span>
+
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">omegaconf</span> <span class="kn">import</span> <span class="n">OmegaConf</span>
+<span class="kn">from</span> <span class="nn">torch.utils.tensorboard</span> <span class="kn">import</span> <span class="n">SummaryWriter</span>
+
+
+<span class="n">__all__</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="s2">&quot;TrainerState&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;AverageMeter&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;MetricsTracker&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;CSVLogger&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;write_to_tensorboard&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;resolve_logdir&quot;</span><span class="p">,</span>
+<span class="p">]</span>
+
+
+<div class="viewcode-block" id="TrainerState">
+<a class="viewcode-back" href="../../../source/hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.TrainerState">[docs]</a>
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">TrainerState</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A Trainer state is a container for holding specific updating values in the training process and is saved when</span>
+<span class="sd">    checkpointing.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        epoch: Current epoch number</span>
+<span class="sd">        total_epochs: Total epochs to train the model</span>
+<span class="sd">        global_step: Number of the update steps so far, one step is a full training step (one batch)</span>
+<span class="sd">        metric_for_best_checkpoint: The metric key for choosing the best checkpoint (Also given in the TrainerConfig)</span>
+<span class="sd">        best_metric_value: The value of the best checkpoint saved so far</span>
+<span class="sd">        best_checkpoint: Path to the best model checkpoint so far</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">epoch</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="n">total_epochs</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">global_step</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="n">metric_for_best_checkpoint</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">best_metric_value</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="kc">None</span>
+    <span class="n">best_checkpoint</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span>
+
+<div class="viewcode-block" id="TrainerState.update">
+<a class="viewcode-back" href="../../../source/hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.TrainerState.update">[docs]</a>
+    <span class="k">def</span> <span class="nf">update</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">items</span><span class="p">:</span> <span class="nb">dict</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="n">items</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">items</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="k">if</span> <span class="nb">hasattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">k</span><span class="p">):</span>
+                <span class="nb">setattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TrainerState.update_best_results">
+<a class="viewcode-back" href="../../../source/hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.TrainerState.update_best_results">[docs]</a>
+    <span class="k">def</span> <span class="nf">update_best_results</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">metric_value</span><span class="p">,</span> <span class="n">objective</span><span class="p">,</span> <span class="n">step</span><span class="p">):</span>
+        <span class="k">if</span> <span class="n">objective</span> <span class="o">==</span> <span class="s2">&quot;maximize&quot;</span><span class="p">:</span>
+            <span class="n">operator</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">greater</span>
+        <span class="k">elif</span> <span class="n">objective</span> <span class="o">==</span> <span class="s2">&quot;minimize&quot;</span><span class="p">:</span>
+            <span class="n">operator</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">less</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;`objective` must be either `maximize` or `minimize`, got `</span><span class="si">{</span><span class="n">objective</span><span class="si">}</span><span class="s2">`!&quot;</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">best_metric_value</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">best_metric_value</span> <span class="o">=</span> <span class="n">metric_value</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">best_checkpoint</span> <span class="o">=</span> <span class="n">step</span>
+
+        <span class="k">elif</span> <span class="n">operator</span><span class="p">(</span><span class="n">metric_value</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">best_metric_value</span><span class="p">):</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">best_metric_value</span> <span class="o">=</span> <span class="n">metric_value</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">best_checkpoint</span> <span class="o">=</span> <span class="n">step</span></div>
+
+
+<div class="viewcode-block" id="TrainerState.save">
+<a class="viewcode-back" href="../../../source/hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.TrainerState.save">[docs]</a>
+    <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">path</span><span class="p">,</span> <span class="n">drop_none</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Save the state to a .yaml file at `path`</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">state</span> <span class="o">=</span> <span class="n">asdict</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">drop_none</span><span class="p">:</span>
+            <span class="n">state</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">state</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">}</span>
+        <span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">dirname</span><span class="p">(</span><span class="n">path</span><span class="p">),</span> <span class="n">exist_ok</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+        <span class="n">OmegaConf</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">state</span><span class="p">,</span> <span class="n">path</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="TrainerState.load">
+<a class="viewcode-back" href="../../../source/hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.TrainerState.load">[docs]</a>
+    <span class="nd">@classmethod</span>
+    <span class="k">def</span> <span class="nf">load</span><span class="p">(</span><span class="bp">cls</span><span class="p">,</span> <span class="n">path</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Load a trainer state from `path`</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">state_file</span> <span class="o">=</span> <span class="n">OmegaConf</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">path</span><span class="p">)</span>
+        <span class="n">state_dict</span> <span class="o">=</span> <span class="n">OmegaConf</span><span class="o">.</span><span class="n">to_container</span><span class="p">(</span><span class="n">state_file</span><span class="p">)</span>
+        <span class="n">state</span> <span class="o">=</span> <span class="bp">cls</span><span class="p">(</span><span class="o">**</span><span class="n">state_dict</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">state</span></div>
+</div>
+
+
+
+<div class="viewcode-block" id="AverageMeter">
+<a class="viewcode-back" href="../../../source/hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.AverageMeter">[docs]</a>
+<span class="k">class</span> <span class="nc">AverageMeter</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;Compute and store the average and current value&quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">fmt</span><span class="o">=</span><span class="s2">&quot;:f&quot;</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">name</span> <span class="o">=</span> <span class="n">name</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">fmt</span> <span class="o">=</span> <span class="n">fmt</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">val</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">avg</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sum</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">reset</span><span class="p">()</span>
+
+<div class="viewcode-block" id="AverageMeter.reset">
+<a class="viewcode-back" href="../../../source/hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.AverageMeter.reset">[docs]</a>
+    <span class="k">def</span> <span class="nf">reset</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">val</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">avg</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sum</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">count</span> <span class="o">=</span> <span class="mi">0</span></div>
+
+
+<div class="viewcode-block" id="AverageMeter.update">
+<a class="viewcode-back" href="../../../source/hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.AverageMeter.update">[docs]</a>
+    <span class="k">def</span> <span class="nf">update</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">val</span><span class="p">,</span> <span class="n">n</span><span class="o">=</span><span class="mi">1</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">val</span> <span class="o">=</span> <span class="n">val</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sum</span> <span class="o">+=</span> <span class="n">val</span> <span class="o">*</span> <span class="n">n</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">count</span> <span class="o">+=</span> <span class="n">n</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">avg</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">sum</span> <span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">count</span></div>
+
+
+    <span class="k">def</span> <span class="fm">__str__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="n">fmtstr</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="si">{name}</span><span class="s2"> {val&quot;</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">fmt</span> <span class="o">+</span> <span class="s2">&quot;} ({avg&quot;</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">fmt</span> <span class="o">+</span> <span class="s2">&quot;})&quot;</span>
+        <span class="k">return</span> <span class="n">fmtstr</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="bp">self</span><span class="o">.</span><span class="vm">__dict__</span><span class="p">)</span></div>
+
+
+
+<div class="viewcode-block" id="MetricsTracker">
+<a class="viewcode-back" href="../../../source/hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.MetricsTracker">[docs]</a>
+<span class="k">class</span> <span class="nc">MetricsTracker</span><span class="p">:</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">metrics</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">metrics</span> <span class="o">=</span> <span class="n">metrics</span> <span class="ow">or</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">trackers</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">metrics</span><span class="p">):</span>
+            <span class="k">for</span> <span class="n">m</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">metrics</span><span class="o">.</span><span class="n">values</span><span class="p">():</span>
+                <span class="k">for</span> <span class="n">metric_key</span> <span class="ow">in</span> <span class="n">m</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">output_keys</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">trackers</span><span class="p">[</span><span class="n">metric_key</span><span class="p">]</span> <span class="o">=</span> <span class="n">AverageMeter</span><span class="p">(</span><span class="n">metric_key</span><span class="p">)</span>
+        <span class="k">if</span> <span class="s2">&quot;loss&quot;</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">trackers</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">trackers</span><span class="p">[</span><span class="s2">&quot;loss&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">AverageMeter</span><span class="p">(</span><span class="s2">&quot;loss&quot;</span><span class="p">)</span>
+
+<div class="viewcode-block" id="MetricsTracker.update">
+<a class="viewcode-back" href="../../../source/hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.MetricsTracker.update">[docs]</a>
+    <span class="k">def</span> <span class="nf">update</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">results</span><span class="p">):</span>
+        <span class="k">for</span> <span class="n">metric_name</span><span class="p">,</span> <span class="n">tracker</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">trackers</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">tracker</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">results</span><span class="p">[</span><span class="n">metric_name</span><span class="p">])</span></div>
+
+
+<div class="viewcode-block" id="MetricsTracker.reset">
+<a class="viewcode-back" href="../../../source/hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.MetricsTracker.reset">[docs]</a>
+    <span class="k">def</span> <span class="nf">reset</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">for</span> <span class="n">tracker</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">trackers</span><span class="o">.</span><span class="n">values</span><span class="p">():</span>
+            <span class="n">tracker</span><span class="o">.</span><span class="n">reset</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="MetricsTracker.avg">
+<a class="viewcode-back" href="../../../source/hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.MetricsTracker.avg">[docs]</a>
+    <span class="k">def</span> <span class="nf">avg</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="n">avg_results</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">metric_name</span><span class="p">,</span> <span class="n">tracker</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">trackers</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">avg_results</span><span class="p">[</span><span class="n">metric_name</span><span class="p">]</span> <span class="o">=</span> <span class="n">tracker</span><span class="o">.</span><span class="n">avg</span>
+
+        <span class="k">return</span> <span class="n">avg_results</span></div>
+</div>
+
+
+
+<div class="viewcode-block" id="CSVLogger">
+<a class="viewcode-back" href="../../../source/hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.CSVLogger">[docs]</a>
+<span class="k">class</span> <span class="nc">CSVLogger</span><span class="p">:</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">logs_dir</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">csv_filename</span><span class="p">:</span> <span class="nb">str</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">save_path</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">logs_dir</span><span class="p">,</span> <span class="n">csv_filename</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">({})</span>
+
+<div class="viewcode-block" id="CSVLogger.write">
+<a class="viewcode-back" href="../../../source/hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.CSVLogger.write">[docs]</a>
+    <span class="k">def</span> <span class="nf">write</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">logs</span><span class="p">:</span> <span class="nb">dict</span><span class="p">,</span> <span class="n">step</span><span class="p">:</span> <span class="nb">int</span><span class="p">):</span>
+        <span class="n">all_logs</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;step&quot;</span><span class="p">:</span> <span class="n">step</span><span class="p">}</span>
+        <span class="n">all_logs</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="n">k</span><span class="p">:</span> <span class="p">[</span><span class="n">v</span><span class="p">]</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">logs</span><span class="o">.</span><span class="n">items</span><span class="p">()})</span>
+        <span class="n">row</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">all_logs</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">([</span><span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="p">,</span> <span class="n">row</span><span class="p">])</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">save_path</span><span class="p">,</span> <span class="n">index</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span></div>
+</div>
+
+
+
+<div class="viewcode-block" id="write_to_tensorboard">
+<a class="viewcode-back" href="../../../source/hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.write_to_tensorboard">[docs]</a>
+<span class="k">def</span> <span class="nf">write_to_tensorboard</span><span class="p">(</span><span class="n">writer</span><span class="p">:</span> <span class="n">SummaryWriter</span><span class="p">,</span> <span class="n">logs</span><span class="p">:</span> <span class="nb">dict</span><span class="p">,</span> <span class="n">step</span><span class="p">:</span> <span class="nb">int</span><span class="p">):</span>
+    <span class="k">for</span> <span class="n">metric_name</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">logs</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+        <span class="n">writer</span><span class="o">.</span><span class="n">add_scalar</span><span class="p">(</span><span class="n">metric_name</span><span class="p">,</span> <span class="n">value</span><span class="p">,</span> <span class="n">step</span><span class="p">)</span></div>
+
+
+
+<div class="viewcode-block" id="resolve_logdir">
+<a class="viewcode-back" href="../../../source/hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.resolve_logdir">[docs]</a>
+<span class="k">def</span> <span class="nf">resolve_logdir</span><span class="p">(</span><span class="n">log_dir</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
+    <span class="kn">import</span> <span class="nn">socket</span>
+    <span class="kn">from</span> <span class="nn">datetime</span> <span class="kn">import</span> <span class="n">datetime</span>
+
+    <span class="n">current_time</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">()</span><span class="o">.</span><span class="n">strftime</span><span class="p">(</span><span class="s2">&quot;%b</span><span class="si">%d</span><span class="s2">_%H-%M-%S&quot;</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">log_dir</span><span class="p">,</span> <span class="n">current_time</span> <span class="o">+</span> <span class="s2">&quot;_&quot;</span> <span class="o">+</span> <span class="n">socket</span><span class="o">.</span><span class="n">gethostname</span><span class="p">())</span></div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          
+          
+        </div>
+        <div class="bottom-of-page">
+          <div class="left-details">
+            <div class="copyright">
+                Copyright &#169; 2023, Hezar AI Team &amp; contributors
+            </div>
+            Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
+            
+            <a href="https://github.com/pradyunsg/furo">Furo</a>
+            
+          </div>
+          <div class="right-details">
+            <div class="icons">
+              <a class="muted-link " href="https://github.com/hezarai/hezar" aria-label="GitHub"><i class="fa-brands fa-github fa-2x" style="color: #343d4c;"></i></a>
+              <a class="muted-link " href="https://t.me/hezarai" aria-label="Telegram"><i class="fa-brands fa-telegram fa-2x" style="color: #229ed9;"></i></a>
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+              
+            </div>
+          </div>
+        </div>
+        
+      </footer>
+    </div>
+    <aside class="toc-drawer no-toc">
+      
+      
+      
+    </aside>
+  </div>
+</div><script src="../../../_static/documentation_options.js?v=5929fcd5"></script>
+    <script src="../../../_static/doctools.js?v=888ff710"></script>
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+    <script src="../../../_static/copybutton.js?v=f281be69"></script>
+    </body>
+</html>
\ No newline at end of file
diff --git a/_modules/hezar/utils/audio_utils.html b/_modules/hezar/utils/audio_utils.html
new file mode 100644
index 00000000..aedcd5e2
--- /dev/null
+++ b/_modules/hezar/utils/audio_utils.html
@@ -0,0 +1,1066 @@
+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../../../">
+  <head><meta charset="utf-8"/>
+    <meta name="viewport" content="width=device-width,initial-scale=1"/>
+    <meta name="color-scheme" content="light dark"><link rel="index" title="Index" href="../../../genindex.html" /><link rel="search" title="Search" href="../../../search.html" />
+
+    <link rel="shortcut icon" href="../../../_static/hezar_logo.svg"/><!-- Generated with Sphinx 7.2.6 and Furo 2023.09.10 -->
+        <title>hezar.utils.audio_utils - Hezar Documentation</title>
+      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=83e35b93" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=135e06be" />
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+  body {
+    --color-code-background: #f8f8f8;
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+  @media not print {
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+  
+    }
+    @media (prefers-color-scheme: dark) {
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+  --color-code-foreground: #EEFFFF;
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+</style></head>
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+      document.body.dataset.theme = localStorage.getItem("theme") || "auto";
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+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
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+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
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+        <article role="main">
+          <h1>Source code for hezar.utils.audio_utils</h1><div class="highlight"><pre>
+<span></span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">Common audio utils taken from `transformers.audio_utils`</span>
+<span class="sd">&quot;&quot;&quot;</span>
+<span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span>
+
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Optional</span>
+
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+
+<span class="kn">from</span> <span class="nn">..constants</span> <span class="kn">import</span> <span class="n">Backends</span>
+<span class="kn">from</span> <span class="nn">.integration_utils</span> <span class="kn">import</span> <span class="n">is_backend_available</span>
+<span class="kn">from</span> <span class="nn">.logging</span> <span class="kn">import</span> <span class="n">Logger</span>
+
+
+<span class="n">__all__</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="s2">&quot;load_audio_files&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;spectrogram&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;amplitude_to_db&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;power_to_db&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;window_function&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;mel_filter_bank&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;hertz_to_mel&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;mel_to_hertz&quot;</span><span class="p">,</span>
+<span class="p">]</span>
+
+<span class="n">logger</span> <span class="o">=</span> <span class="n">Logger</span><span class="p">(</span><span class="vm">__name__</span><span class="p">)</span>
+
+
+<div class="viewcode-block" id="load_audio_files">
+<a class="viewcode-back" href="../../../source/hezar.utils.audio_utils.html#hezar.utils.audio_utils.load_audio_files">[docs]</a>
+<span class="k">def</span> <span class="nf">load_audio_files</span><span class="p">(</span><span class="n">paths</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="n">sampling_rate</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">16000</span><span class="p">):</span>
+    <span class="k">if</span> <span class="n">is_backend_available</span><span class="p">(</span><span class="n">Backends</span><span class="o">.</span><span class="n">LIBROSA</span><span class="p">):</span>
+        <span class="kn">import</span> <span class="nn">librosa</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">paths</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="n">paths</span> <span class="o">=</span> <span class="p">[</span><span class="n">paths</span><span class="p">]</span>
+        <span class="n">inputs</span> <span class="o">=</span> <span class="p">[</span><span class="n">librosa</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">sr</span><span class="o">=</span><span class="n">sampling_rate</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">paths</span><span class="p">]</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">ImportError</span><span class="p">(</span><span class="s2">&quot;`librosa` must be installed to load audio files!&quot;</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">inputs</span></div>
+
+
+
+<div class="viewcode-block" id="spectrogram">
+<a class="viewcode-back" href="../../../source/hezar.utils.audio_utils.html#hezar.utils.audio_utils.spectrogram">[docs]</a>
+<span class="k">def</span> <span class="nf">spectrogram</span><span class="p">(</span>
+    <span class="n">waveform</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">,</span>
+    <span class="n">window</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">,</span>
+    <span class="n">frame_length</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span>
+    <span class="n">hop_length</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span>
+    <span class="n">fft_length</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">int</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+    <span class="n">power</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">float</span><span class="p">]</span> <span class="o">=</span> <span class="mf">1.0</span><span class="p">,</span>
+    <span class="n">center</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
+    <span class="n">pad_mode</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;reflect&quot;</span><span class="p">,</span>
+    <span class="n">onesided</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
+    <span class="n">preemphasis</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">float</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+    <span class="n">mel_filters</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+    <span class="n">mel_floor</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">1e-10</span><span class="p">,</span>
+    <span class="n">log_mel</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+    <span class="n">reference</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">1.0</span><span class="p">,</span>
+    <span class="n">min_value</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">1e-10</span><span class="p">,</span>
+    <span class="n">db_range</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">float</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+    <span class="n">dtype</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">dtype</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">float32</span><span class="p">,</span>
+<span class="p">)</span> <span class="o">-&gt;</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Calculates a spectrogram over one waveform using the Short-Time Fourier Transform.</span>
+
+<span class="sd">    This function can create the following kinds of spectrograms:</span>
+
+<span class="sd">      - amplitude spectrogram (`power = 1.0`)</span>
+<span class="sd">      - power spectrogram (`power = 2.0`)</span>
+<span class="sd">      - complex-valued spectrogram (`power = None`)</span>
+<span class="sd">      - log spectrogram (use `log_mel` argument)</span>
+<span class="sd">      - mel spectrogram (provide `mel_filters`)</span>
+<span class="sd">      - log-mel spectrogram (provide `mel_filters` and `log_mel`)</span>
+
+<span class="sd">    How this works:</span>
+
+<span class="sd">      1. The input waveform is split into frames of size `frame_length` that are partially overlapping by `frame_length</span>
+<span class="sd">         - hop_length` samples.</span>
+<span class="sd">      2. Each frame is multiplied by the window and placed into a buffer of size `fft_length`.</span>
+<span class="sd">      3. The DFT is taken of each windowed frame.</span>
+<span class="sd">      4. The results are stacked into a spectrogram.</span>
+
+<span class="sd">    We make a distinction between the following &quot;blocks&quot; of sample data, each of which may have a different lengths:</span>
+
+<span class="sd">      - The analysis frame. This is the size of the time slices that the input waveform is split into.</span>
+<span class="sd">      - The window. Each analysis frame is multiplied by the window to avoid spectral leakage.</span>
+<span class="sd">      - The FFT input buffer. The length of this determines how many frequency bins are in the spectrogram.</span>
+
+<span class="sd">    In this implementation, the window is assumed to be zero-padded to have the same size as the analysis frame. A</span>
+<span class="sd">    padded window can be obtained from `window_function()`. The FFT input buffer may be larger than the analysis frame,</span>
+<span class="sd">    typically the next power of two.</span>
+
+<span class="sd">    Note: This function is not optimized for speed yet. It should be mostly compatible with `librosa.stft` and</span>
+<span class="sd">    `torchaudio.functional.transforms.Spectrogram`, although it is more flexible due to the different ways spectrograms</span>
+<span class="sd">    can be constructed.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        waveform (`np.ndarray` of shape `(length,)`):</span>
+<span class="sd">            The input waveform. This must be a single real-valued, mono waveform.</span>
+<span class="sd">        window (`np.ndarray` of shape `(frame_length,)`):</span>
+<span class="sd">            The windowing function to apply, including zero-padding if necessary. The actual window length may be</span>
+<span class="sd">            shorter than `frame_length`, but we&#39;re assuming the array has already been zero-padded.</span>
+<span class="sd">        frame_length (`int`):</span>
+<span class="sd">            The length of the analysis frames in samples. With librosa this is always equal to `fft_length` but we also</span>
+<span class="sd">            allow smaller sizes.</span>
+<span class="sd">        hop_length (`int`):</span>
+<span class="sd">            The stride between successive analysis frames in samples.</span>
+<span class="sd">        fft_length (`int`, *optional*):</span>
+<span class="sd">            The size of the FFT buffer in samples. This determines how many frequency bins the spectrogram will have.</span>
+<span class="sd">            For optimal speed, this should be a power of two. If `None`, uses `frame_length`.</span>
+<span class="sd">        power (`float`, *optional*, defaults to 1.0):</span>
+<span class="sd">            If 1.0, returns the amplitude spectrogram. If 2.0, returns the power spectrogram. If `None`, returns</span>
+<span class="sd">            complex numbers.</span>
+<span class="sd">        center (`bool`, *optional*, defaults to `True`):</span>
+<span class="sd">            Whether to pad the waveform so that frame `t` is centered around time `t * hop_length`. If `False`, frame</span>
+<span class="sd">            `t` will start at time `t * hop_length`.</span>
+<span class="sd">        pad_mode (`str`, *optional*, defaults to `&quot;reflect&quot;`):</span>
+<span class="sd">            Padding mode used when `center` is `True`. Possible values are: `&quot;constant&quot;` (pad with zeros), `&quot;edge&quot;`</span>
+<span class="sd">            (pad with edge values), `&quot;reflect&quot;` (pads with mirrored values).</span>
+<span class="sd">        onesided (`bool`, *optional*, defaults to `True`):</span>
+<span class="sd">            If True, only computes the positive frequencies and returns a spectrogram containing `fft_length // 2 + 1`</span>
+<span class="sd">            frequency bins. If False, also computes the negative frequencies and returns `fft_length` frequency bins.</span>
+<span class="sd">        preemphasis (`float`, *optional*)</span>
+<span class="sd">            Coefficient for a low-pass filter that applies pre-emphasis before the DFT.</span>
+<span class="sd">        mel_filters (`np.ndarray` of shape `(num_freq_bins, num_mel_filters)`, *optional*):</span>
+<span class="sd">            The mel filter bank. If supplied, applies a this filter bank to create a mel spectrogram.</span>
+<span class="sd">        mel_floor (`float`, *optional*, defaults to 1e-10):</span>
+<span class="sd">            Minimum value of mel frequency banks.</span>
+<span class="sd">        log_mel (`str`, *optional*):</span>
+<span class="sd">            How to convert the spectrogram to log scale. Possible options are: `None` (don&#39;t convert), `&quot;log&quot;` (take</span>
+<span class="sd">            the natural logarithm) `&quot;log10&quot;` (take the base-10 logarithm), `&quot;dB&quot;` (convert to decibels). Can only be</span>
+<span class="sd">            used when `power` is not `None`.</span>
+<span class="sd">        reference (`float`, *optional*, defaults to 1.0):</span>
+<span class="sd">            Sets the input spectrogram value that corresponds to 0 dB. For example, use `np.max(spectrogram)` to set</span>
+<span class="sd">            the loudest part to 0 dB. Must be greater than zero.</span>
+<span class="sd">        min_value (`float`, *optional*, defaults to `1e-10`):</span>
+<span class="sd">            The spectrogram will be clipped to this minimum value before conversion to decibels, to avoid taking</span>
+<span class="sd">            `log(0)`. For a power spectrogram, the default of `1e-10` corresponds to a minimum of -100 dB. For an</span>
+<span class="sd">            amplitude spectrogram, the value `1e-5` corresponds to -100 dB. Must be greater than zero.</span>
+<span class="sd">        db_range (`float`, *optional*):</span>
+<span class="sd">            Sets the maximum dynamic range in decibels. For example, if `db_range = 80`, the difference between the</span>
+<span class="sd">            peak value and the smallest value will never be more than 80 dB. Must be greater than zero.</span>
+<span class="sd">        dtype (`np.dtype`, *optional*, defaults to `np.float32`):</span>
+<span class="sd">            Data type of the spectrogram tensor. If `power` is None, this argument is ignored and the dtype will be</span>
+<span class="sd">            `np.complex64`.</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        `nd.array` containing a spectrogram of shape `(num_frequency_bins, length)` for a regular spectrogram or shape</span>
+<span class="sd">        `(num_mel_filters, length)` for a mel spectrogram.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">window_length</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">window</span><span class="p">)</span>
+
+    <span class="k">if</span> <span class="n">fft_length</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="n">fft_length</span> <span class="o">=</span> <span class="n">frame_length</span>
+
+    <span class="k">if</span> <span class="n">frame_length</span> <span class="o">&gt;</span> <span class="n">fft_length</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;frame_length (</span><span class="si">{</span><span class="n">frame_length</span><span class="si">}</span><span class="s2">) may not be larger than fft_length (</span><span class="si">{</span><span class="n">fft_length</span><span class="si">}</span><span class="s2">)&quot;</span><span class="p">)</span>
+
+    <span class="k">if</span> <span class="n">window_length</span> <span class="o">!=</span> <span class="n">frame_length</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Length of the window (</span><span class="si">{</span><span class="n">window_length</span><span class="si">}</span><span class="s2">) must equal frame_length (</span><span class="si">{</span><span class="n">frame_length</span><span class="si">}</span><span class="s2">)&quot;</span><span class="p">)</span>
+
+    <span class="k">if</span> <span class="n">hop_length</span> <span class="o">&lt;=</span> <span class="mi">0</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;hop_length must be greater than zero&quot;</span><span class="p">)</span>
+
+    <span class="k">if</span> <span class="n">waveform</span><span class="o">.</span><span class="n">ndim</span> <span class="o">!=</span> <span class="mi">1</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Input waveform must have only one dimension, shape is </span><span class="si">{</span><span class="n">waveform</span><span class="o">.</span><span class="n">shape</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+
+    <span class="k">if</span> <span class="n">np</span><span class="o">.</span><span class="n">iscomplexobj</span><span class="p">(</span><span class="n">waveform</span><span class="p">):</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Complex-valued input waveforms are not currently supported&quot;</span><span class="p">)</span>
+
+    <span class="c1"># center pad the waveform</span>
+    <span class="k">if</span> <span class="n">center</span><span class="p">:</span>
+        <span class="n">padding</span> <span class="o">=</span> <span class="p">[(</span><span class="nb">int</span><span class="p">(</span><span class="n">frame_length</span> <span class="o">//</span> <span class="mi">2</span><span class="p">),</span> <span class="nb">int</span><span class="p">(</span><span class="n">frame_length</span> <span class="o">//</span> <span class="mi">2</span><span class="p">))]</span>
+        <span class="n">waveform</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">pad</span><span class="p">(</span><span class="n">waveform</span><span class="p">,</span> <span class="n">padding</span><span class="p">,</span> <span class="n">mode</span><span class="o">=</span><span class="n">pad_mode</span><span class="p">)</span>
+
+    <span class="c1"># promote to float64, since np.fft uses float64 internally</span>
+    <span class="n">waveform</span> <span class="o">=</span> <span class="n">waveform</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">float64</span><span class="p">)</span>
+    <span class="n">window</span> <span class="o">=</span> <span class="n">window</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">float64</span><span class="p">)</span>
+
+    <span class="c1"># split waveform into frames of frame_length size</span>
+    <span class="n">num_frames</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="mi">1</span> <span class="o">+</span> <span class="n">np</span><span class="o">.</span><span class="n">floor</span><span class="p">((</span><span class="n">waveform</span><span class="o">.</span><span class="n">size</span> <span class="o">-</span> <span class="n">frame_length</span><span class="p">)</span> <span class="o">/</span> <span class="n">hop_length</span><span class="p">))</span>
+
+    <span class="n">num_frequency_bins</span> <span class="o">=</span> <span class="p">(</span><span class="n">fft_length</span> <span class="o">//</span> <span class="mi">2</span><span class="p">)</span> <span class="o">+</span> <span class="mi">1</span> <span class="k">if</span> <span class="n">onesided</span> <span class="k">else</span> <span class="n">fft_length</span>
+    <span class="n">spectrogram</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">empty</span><span class="p">((</span><span class="n">num_frames</span><span class="p">,</span> <span class="n">num_frequency_bins</span><span class="p">),</span> <span class="n">dtype</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">complex64</span><span class="p">)</span>
+
+    <span class="c1"># rfft is faster than fft</span>
+    <span class="n">fft_func</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">fft</span><span class="o">.</span><span class="n">rfft</span> <span class="k">if</span> <span class="n">onesided</span> <span class="k">else</span> <span class="n">np</span><span class="o">.</span><span class="n">fft</span><span class="o">.</span><span class="n">fft</span>
+    <span class="n">buffer</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="n">fft_length</span><span class="p">)</span>
+
+    <span class="n">timestep</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="k">for</span> <span class="n">frame_idx</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">num_frames</span><span class="p">):</span>
+        <span class="n">buffer</span><span class="p">[:</span><span class="n">frame_length</span><span class="p">]</span> <span class="o">=</span> <span class="n">waveform</span><span class="p">[</span><span class="n">timestep</span><span class="p">:</span><span class="n">timestep</span> <span class="o">+</span> <span class="n">frame_length</span><span class="p">]</span>
+
+        <span class="k">if</span> <span class="n">preemphasis</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">buffer</span><span class="p">[</span><span class="mi">1</span><span class="p">:</span><span class="n">frame_length</span><span class="p">]</span> <span class="o">-=</span> <span class="n">preemphasis</span> <span class="o">*</span> <span class="n">buffer</span><span class="p">[:</span> <span class="n">frame_length</span> <span class="o">-</span> <span class="mi">1</span><span class="p">]</span>
+            <span class="n">buffer</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">*=</span> <span class="mi">1</span> <span class="o">-</span> <span class="n">preemphasis</span>
+
+        <span class="n">buffer</span><span class="p">[:</span><span class="n">frame_length</span><span class="p">]</span> <span class="o">*=</span> <span class="n">window</span>
+
+        <span class="n">spectrogram</span><span class="p">[</span><span class="n">frame_idx</span><span class="p">]</span> <span class="o">=</span> <span class="n">fft_func</span><span class="p">(</span><span class="n">buffer</span><span class="p">)</span>
+        <span class="n">timestep</span> <span class="o">+=</span> <span class="n">hop_length</span>
+
+    <span class="c1"># note: ** is much faster than np.power</span>
+    <span class="k">if</span> <span class="n">power</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="n">spectrogram</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">abs</span><span class="p">(</span><span class="n">spectrogram</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">float64</span><span class="p">)</span> <span class="o">**</span> <span class="n">power</span>
+
+    <span class="n">spectrogram</span> <span class="o">=</span> <span class="n">spectrogram</span><span class="o">.</span><span class="n">T</span>
+
+    <span class="k">if</span> <span class="n">mel_filters</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="n">spectrogram</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">maximum</span><span class="p">(</span><span class="n">mel_floor</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="n">mel_filters</span><span class="o">.</span><span class="n">T</span><span class="p">,</span> <span class="n">spectrogram</span><span class="p">))</span>
+
+    <span class="k">if</span> <span class="n">power</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">log_mel</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="k">if</span> <span class="n">log_mel</span> <span class="o">==</span> <span class="s2">&quot;log&quot;</span><span class="p">:</span>
+            <span class="n">spectrogram</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">log</span><span class="p">(</span><span class="n">spectrogram</span><span class="p">)</span>
+        <span class="k">elif</span> <span class="n">log_mel</span> <span class="o">==</span> <span class="s2">&quot;log10&quot;</span><span class="p">:</span>
+            <span class="n">spectrogram</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">log10</span><span class="p">(</span><span class="n">spectrogram</span><span class="p">)</span>
+        <span class="k">elif</span> <span class="n">log_mel</span> <span class="o">==</span> <span class="s2">&quot;dB&quot;</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">power</span> <span class="o">==</span> <span class="mf">1.0</span><span class="p">:</span>
+                <span class="n">spectrogram</span> <span class="o">=</span> <span class="n">amplitude_to_db</span><span class="p">(</span><span class="n">spectrogram</span><span class="p">,</span> <span class="n">reference</span><span class="p">,</span> <span class="n">min_value</span><span class="p">,</span> <span class="n">db_range</span><span class="p">)</span>
+            <span class="k">elif</span> <span class="n">power</span> <span class="o">==</span> <span class="mf">2.0</span><span class="p">:</span>
+                <span class="n">spectrogram</span> <span class="o">=</span> <span class="n">power_to_db</span><span class="p">(</span><span class="n">spectrogram</span><span class="p">,</span> <span class="n">reference</span><span class="p">,</span> <span class="n">min_value</span><span class="p">,</span> <span class="n">db_range</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Cannot use log_mel option &#39;</span><span class="si">{</span><span class="n">log_mel</span><span class="si">}</span><span class="s2">&#39; with power </span><span class="si">{</span><span class="n">power</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Unknown log_mel option: </span><span class="si">{</span><span class="n">log_mel</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+
+        <span class="n">spectrogram</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">spectrogram</span><span class="p">,</span> <span class="n">dtype</span><span class="p">)</span>
+
+    <span class="k">return</span> <span class="n">spectrogram</span></div>
+
+
+
+<div class="viewcode-block" id="amplitude_to_db">
+<a class="viewcode-back" href="../../../source/hezar.utils.audio_utils.html#hezar.utils.audio_utils.amplitude_to_db">[docs]</a>
+<span class="k">def</span> <span class="nf">amplitude_to_db</span><span class="p">(</span>
+    <span class="n">spectrogram</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">,</span>
+    <span class="n">reference</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">1.0</span><span class="p">,</span>
+    <span class="n">min_value</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">1e-5</span><span class="p">,</span>
+    <span class="n">db_range</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">float</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+<span class="p">)</span> <span class="o">-&gt;</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Converts an amplitude spectrogram to the decibel scale. This computes `20 * log10(spectrogram / reference)`, using</span>
+<span class="sd">    basic logarithm properties for numerical stability.</span>
+
+<span class="sd">    The motivation behind applying the log function on the (mel) spectrogram is that humans do not hear loudness on a</span>
+<span class="sd">    linear scale. Generally to double the perceived volume of a sound we need to put 8 times as much energy into it.</span>
+<span class="sd">    This means that large variations in energy may not sound all that different if the sound is loud to begin with.</span>
+<span class="sd">    This compression operation makes the (mel) spectrogram features match more closely what humans actually hear.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        spectrogram (`np.ndarray`):</span>
+<span class="sd">            The input amplitude (mel) spectrogram.</span>
+<span class="sd">        reference (`float`, *optional*, defaults to 1.0):</span>
+<span class="sd">            Sets the input spectrogram value that corresponds to 0 dB. For example, use `np.max(spectrogram)` to set</span>
+<span class="sd">            the loudest part to 0 dB. Must be greater than zero.</span>
+<span class="sd">        min_value (`float`, *optional*, defaults to `1e-5`):</span>
+<span class="sd">            The spectrogram will be clipped to this minimum value before conversion to decibels, to avoid taking</span>
+<span class="sd">            `log(0)`. The default of `1e-5` corresponds to a minimum of -100 dB. Must be greater than zero.</span>
+<span class="sd">        db_range (`float`, *optional*):</span>
+<span class="sd">            Sets the maximum dynamic range in decibels. For example, if `db_range = 80`, the difference between the</span>
+<span class="sd">            peak value and the smallest value will never be more than 80 dB. Must be greater than zero.</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        `np.ndarray`: the spectrogram in decibels</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">if</span> <span class="n">reference</span> <span class="o">&lt;=</span> <span class="mf">0.0</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;reference must be greater than zero&quot;</span><span class="p">)</span>
+    <span class="k">if</span> <span class="n">min_value</span> <span class="o">&lt;=</span> <span class="mf">0.0</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;min_value must be greater than zero&quot;</span><span class="p">)</span>
+
+    <span class="n">reference</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">min_value</span><span class="p">,</span> <span class="n">reference</span><span class="p">)</span>
+
+    <span class="n">spectrogram</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">clip</span><span class="p">(</span><span class="n">spectrogram</span><span class="p">,</span> <span class="n">a_min</span><span class="o">=</span><span class="n">min_value</span><span class="p">,</span> <span class="n">a_max</span><span class="o">=</span><span class="kc">None</span><span class="p">)</span>
+    <span class="n">spectrogram</span> <span class="o">=</span> <span class="mf">20.0</span> <span class="o">*</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">log10</span><span class="p">(</span><span class="n">spectrogram</span><span class="p">)</span> <span class="o">-</span> <span class="n">np</span><span class="o">.</span><span class="n">log10</span><span class="p">(</span><span class="n">reference</span><span class="p">))</span>
+
+    <span class="k">if</span> <span class="n">db_range</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="k">if</span> <span class="n">db_range</span> <span class="o">&lt;=</span> <span class="mf">0.0</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;db_range must be greater than zero&quot;</span><span class="p">)</span>
+        <span class="n">spectrogram</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">clip</span><span class="p">(</span><span class="n">spectrogram</span><span class="p">,</span> <span class="n">a_min</span><span class="o">=</span><span class="n">spectrogram</span><span class="o">.</span><span class="n">max</span><span class="p">()</span> <span class="o">-</span> <span class="n">db_range</span><span class="p">,</span> <span class="n">a_max</span><span class="o">=</span><span class="kc">None</span><span class="p">)</span>
+
+    <span class="k">return</span> <span class="n">spectrogram</span></div>
+
+
+
+<div class="viewcode-block" id="power_to_db">
+<a class="viewcode-back" href="../../../source/hezar.utils.audio_utils.html#hezar.utils.audio_utils.power_to_db">[docs]</a>
+<span class="k">def</span> <span class="nf">power_to_db</span><span class="p">(</span>
+    <span class="n">spectrogram</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">,</span>
+    <span class="n">reference</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">1.0</span><span class="p">,</span>
+    <span class="n">min_value</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">1e-10</span><span class="p">,</span>
+    <span class="n">db_range</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">float</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+<span class="p">)</span> <span class="o">-&gt;</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Converts a power spectrogram to the decibel scale. This computes `10 * log10(spectrogram / reference)`, using basic</span>
+<span class="sd">    logarithm properties for numerical stability.</span>
+
+<span class="sd">    The motivation behind applying the log function on the (mel) spectrogram is that humans do not hear loudness on a</span>
+<span class="sd">    linear scale. Generally to double the perceived volume of a sound we need to put 8 times as much energy into it.</span>
+<span class="sd">    This means that large variations in energy may not sound all that different if the sound is loud to begin with.</span>
+<span class="sd">    This compression operation makes the (mel) spectrogram features match more closely what humans actually hear.</span>
+
+<span class="sd">    Based on the implementation of `librosa.power_to_db`.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        spectrogram (`np.ndarray`):</span>
+<span class="sd">            The input power (mel) spectrogram. Note that a power spectrogram has the amplitudes squared!</span>
+<span class="sd">        reference (`float`, *optional*, defaults to 1.0):</span>
+<span class="sd">            Sets the input spectrogram value that corresponds to 0 dB. For example, use `np.max(spectrogram)` to set</span>
+<span class="sd">            the loudest part to 0 dB. Must be greater than zero.</span>
+<span class="sd">        min_value (`float`, *optional*, defaults to `1e-10`):</span>
+<span class="sd">            The spectrogram will be clipped to this minimum value before conversion to decibels, to avoid taking</span>
+<span class="sd">            `log(0)`. The default of `1e-10` corresponds to a minimum of -100 dB. Must be greater than zero.</span>
+<span class="sd">        db_range (`float`, *optional*):</span>
+<span class="sd">            Sets the maximum dynamic range in decibels. For example, if `db_range = 80`, the difference between the</span>
+<span class="sd">            peak value and the smallest value will never be more than 80 dB. Must be greater than zero.</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        `np.ndarray`: the spectrogram in decibels</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">if</span> <span class="n">reference</span> <span class="o">&lt;=</span> <span class="mf">0.0</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;reference must be greater than zero&quot;</span><span class="p">)</span>
+    <span class="k">if</span> <span class="n">min_value</span> <span class="o">&lt;=</span> <span class="mf">0.0</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;min_value must be greater than zero&quot;</span><span class="p">)</span>
+
+    <span class="n">reference</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">min_value</span><span class="p">,</span> <span class="n">reference</span><span class="p">)</span>
+
+    <span class="n">spectrogram</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">clip</span><span class="p">(</span><span class="n">spectrogram</span><span class="p">,</span> <span class="n">a_min</span><span class="o">=</span><span class="n">min_value</span><span class="p">,</span> <span class="n">a_max</span><span class="o">=</span><span class="kc">None</span><span class="p">)</span>
+    <span class="n">spectrogram</span> <span class="o">=</span> <span class="mf">10.0</span> <span class="o">*</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">log10</span><span class="p">(</span><span class="n">spectrogram</span><span class="p">)</span> <span class="o">-</span> <span class="n">np</span><span class="o">.</span><span class="n">log10</span><span class="p">(</span><span class="n">reference</span><span class="p">))</span>
+
+    <span class="k">if</span> <span class="n">db_range</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="k">if</span> <span class="n">db_range</span> <span class="o">&lt;=</span> <span class="mf">0.0</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;db_range must be greater than zero&quot;</span><span class="p">)</span>
+        <span class="n">spectrogram</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">clip</span><span class="p">(</span><span class="n">spectrogram</span><span class="p">,</span> <span class="n">a_min</span><span class="o">=</span><span class="n">spectrogram</span><span class="o">.</span><span class="n">max</span><span class="p">()</span> <span class="o">-</span> <span class="n">db_range</span><span class="p">,</span> <span class="n">a_max</span><span class="o">=</span><span class="kc">None</span><span class="p">)</span>
+
+    <span class="k">return</span> <span class="n">spectrogram</span></div>
+
+
+
+<div class="viewcode-block" id="window_function">
+<a class="viewcode-back" href="../../../source/hezar.utils.audio_utils.html#hezar.utils.audio_utils.window_function">[docs]</a>
+<span class="k">def</span> <span class="nf">window_function</span><span class="p">(</span>
+    <span class="n">window_length</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span>
+    <span class="n">name</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;hann&quot;</span><span class="p">,</span>
+    <span class="n">periodic</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
+    <span class="n">frame_length</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">int</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+    <span class="n">center</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
+<span class="p">)</span> <span class="o">-&gt;</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Returns an array containing the specified window. This window is intended to be used with `stft`.</span>
+
+<span class="sd">    The following window types are supported:</span>
+
+<span class="sd">        - `&quot;boxcar&quot;`: a rectangular window</span>
+<span class="sd">        - `&quot;hamming&quot;`: the Hamming window</span>
+<span class="sd">        - `&quot;hann&quot;`: the Hann window</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        window_length (`int`):</span>
+<span class="sd">            The length of the window in samples.</span>
+<span class="sd">        name (`str`, *optional*, defaults to `&quot;hann&quot;`):</span>
+<span class="sd">            The name of the window function.</span>
+<span class="sd">        periodic (`bool`, *optional*, defaults to `True`):</span>
+<span class="sd">            Whether the window is periodic or symmetric.</span>
+<span class="sd">        frame_length (`int`, *optional*):</span>
+<span class="sd">            The length of the analysis frames in samples. Provide a value for `frame_length` if the window is smaller</span>
+<span class="sd">            than the frame length, so that it will be zero-padded.</span>
+<span class="sd">        center (`bool`, *optional*, defaults to `True`):</span>
+<span class="sd">            Whether to center the window inside the FFT buffer. Only used when `frame_length` is provided.</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        `np.ndarray` of shape `(window_length,)` or `(frame_length,)` containing the window.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">length</span> <span class="o">=</span> <span class="n">window_length</span> <span class="o">+</span> <span class="mi">1</span> <span class="k">if</span> <span class="n">periodic</span> <span class="k">else</span> <span class="n">window_length</span>
+
+    <span class="k">if</span> <span class="n">name</span> <span class="o">==</span> <span class="s2">&quot;boxcar&quot;</span><span class="p">:</span>
+        <span class="n">window</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">ones</span><span class="p">(</span><span class="n">length</span><span class="p">)</span>
+    <span class="k">elif</span> <span class="n">name</span> <span class="ow">in</span> <span class="p">[</span><span class="s2">&quot;hamming&quot;</span><span class="p">,</span> <span class="s2">&quot;hamming_window&quot;</span><span class="p">]:</span>
+        <span class="n">window</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">hamming</span><span class="p">(</span><span class="n">length</span><span class="p">)</span>
+    <span class="k">elif</span> <span class="n">name</span> <span class="ow">in</span> <span class="p">[</span><span class="s2">&quot;hann&quot;</span><span class="p">,</span> <span class="s2">&quot;hann_window&quot;</span><span class="p">]:</span>
+        <span class="n">window</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">hanning</span><span class="p">(</span><span class="n">length</span><span class="p">)</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Unknown window function &#39;</span><span class="si">{</span><span class="n">name</span><span class="si">}</span><span class="s2">&#39;&quot;</span><span class="p">)</span>
+
+    <span class="k">if</span> <span class="n">periodic</span><span class="p">:</span>
+        <span class="n">window</span> <span class="o">=</span> <span class="n">window</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+
+    <span class="k">if</span> <span class="n">frame_length</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="k">return</span> <span class="n">window</span>
+
+    <span class="k">if</span> <span class="n">window_length</span> <span class="o">&gt;</span> <span class="n">frame_length</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Length of the window (</span><span class="si">{</span><span class="n">window_length</span><span class="si">}</span><span class="s2">) may not be larger than frame_length (</span><span class="si">{</span><span class="n">frame_length</span><span class="si">}</span><span class="s2">)&quot;</span><span class="p">)</span>
+
+    <span class="n">padded_window</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="n">frame_length</span><span class="p">)</span>
+    <span class="n">offset</span> <span class="o">=</span> <span class="p">(</span><span class="n">frame_length</span> <span class="o">-</span> <span class="n">window_length</span><span class="p">)</span> <span class="o">//</span> <span class="mi">2</span> <span class="k">if</span> <span class="n">center</span> <span class="k">else</span> <span class="mi">0</span>
+    <span class="n">padded_window</span><span class="p">[</span><span class="n">offset</span><span class="p">:</span><span class="n">offset</span> <span class="o">+</span> <span class="n">window_length</span><span class="p">]</span> <span class="o">=</span> <span class="n">window</span>
+    <span class="k">return</span> <span class="n">padded_window</span></div>
+
+
+
+<div class="viewcode-block" id="mel_filter_bank">
+<a class="viewcode-back" href="../../../source/hezar.utils.audio_utils.html#hezar.utils.audio_utils.mel_filter_bank">[docs]</a>
+<span class="k">def</span> <span class="nf">mel_filter_bank</span><span class="p">(</span>
+    <span class="n">num_frequency_bins</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span>
+    <span class="n">num_mel_filters</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span>
+    <span class="n">min_frequency</span><span class="p">:</span> <span class="nb">float</span><span class="p">,</span>
+    <span class="n">max_frequency</span><span class="p">:</span> <span class="nb">float</span><span class="p">,</span>
+    <span class="n">sampling_rate</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span>
+    <span class="n">norm</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+    <span class="n">mel_scale</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;htk&quot;</span><span class="p">,</span>
+<span class="p">)</span> <span class="o">-&gt;</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Creates a frequency bin conversion matrix used to obtain a mel spectrogram. This is called a *mel filter bank*, and</span>
+<span class="sd">    various implementation exist, which differ in the number of filters, the shape of the filters, the way the filters</span>
+<span class="sd">    are spaced, the bandwidth of the filters, and the manner in which the spectrum is warped. The goal of these</span>
+<span class="sd">    features is to approximate the non-linear human perception of the variation in pitch with respect to the frequency.</span>
+
+<span class="sd">    Different banks of mel filters were introduced in the literature. The following variations are supported:</span>
+
+<span class="sd">    - MFCC FB-20: introduced in 1980 by Davis and Mermelstein, it assumes a sampling frequency of 10 kHz and a speech</span>
+<span class="sd">      bandwidth of `[0, 4600]` Hz.</span>
+<span class="sd">    - MFCC FB-24 HTK: from the Cambridge HMM Toolkit (HTK) (1995) uses a filter bank of 24 filters for a speech</span>
+<span class="sd">      bandwidth of `[0, 8000]` Hz. This assumes sampling rate ≥ 16 kHz.</span>
+<span class="sd">    - MFCC FB-40: from the Auditory Toolbox for MATLAB written by Slaney in 1998, assumes a sampling rate of 16 kHz and</span>
+<span class="sd">      speech bandwidth of `[133, 6854]` Hz. This version also includes area normalization.</span>
+<span class="sd">    - HFCC-E FB-29 (Human Factor Cepstral Coefficients) of Skowronski and Harris (2004), assumes a sampling rate of</span>
+<span class="sd">      12.5 kHz and speech bandwidth of `[0, 6250]` Hz.</span>
+
+<span class="sd">    This code is adapted from *torchaudio* and *librosa*. Note that the default parameters of torchaudio&#39;s</span>
+<span class="sd">    `melscale_fbanks` implement the `&quot;htk&quot;` filters while librosa uses the `&quot;slaney&quot;` implementation.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        num_frequency_bins (`int`):</span>
+<span class="sd">            Number of frequencies used to compute the spectrogram (should be the same as in `stft`).</span>
+<span class="sd">        num_mel_filters (`int`):</span>
+<span class="sd">            Number of mel filters to generate.</span>
+<span class="sd">        min_frequency (`float`):</span>
+<span class="sd">            Lowest frequency of interest in Hz.</span>
+<span class="sd">        max_frequency (`float`):</span>
+<span class="sd">            Highest frequency of interest in Hz. This should not exceed `sampling_rate / 2`.</span>
+<span class="sd">        sampling_rate (`int`):</span>
+<span class="sd">            Sample rate of the audio waveform.</span>
+<span class="sd">        norm (`str`, *optional*):</span>
+<span class="sd">            If `&quot;slaney&quot;`, divide the triangular mel weights by the width of the mel band (area normalization).</span>
+<span class="sd">        mel_scale (`str`, *optional*, defaults to `&quot;htk&quot;`):</span>
+<span class="sd">            The mel frequency scale to use, `&quot;htk&quot;` or `&quot;slaney&quot;`.</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        `np.ndarray` of shape (`num_frequency_bins`, `num_mel_filters`): Triangular filter bank matrix. This is a</span>
+<span class="sd">        projection matrix to go from a spectrogram to a mel spectrogram.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">if</span> <span class="n">norm</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">norm</span> <span class="o">!=</span> <span class="s2">&quot;slaney&quot;</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s1">&#39;norm must be one of None or &quot;slaney&quot;&#39;</span><span class="p">)</span>
+
+    <span class="c1"># frequencies of FFT bins in Hz</span>
+    <span class="n">fft_freqs</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">sampling_rate</span> <span class="o">//</span> <span class="mi">2</span><span class="p">,</span> <span class="n">num_frequency_bins</span><span class="p">)</span>
+
+    <span class="c1"># center points of the triangular mel filters</span>
+    <span class="n">mel_min</span> <span class="o">=</span> <span class="n">hertz_to_mel</span><span class="p">(</span><span class="n">min_frequency</span><span class="p">,</span> <span class="n">mel_scale</span><span class="o">=</span><span class="n">mel_scale</span><span class="p">)</span>
+    <span class="n">mel_max</span> <span class="o">=</span> <span class="n">hertz_to_mel</span><span class="p">(</span><span class="n">max_frequency</span><span class="p">,</span> <span class="n">mel_scale</span><span class="o">=</span><span class="n">mel_scale</span><span class="p">)</span>
+    <span class="n">mel_freqs</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="n">mel_min</span><span class="p">,</span> <span class="n">mel_max</span><span class="p">,</span> <span class="n">num_mel_filters</span> <span class="o">+</span> <span class="mi">2</span><span class="p">)</span>
+    <span class="n">filter_freqs</span> <span class="o">=</span> <span class="n">mel_to_hertz</span><span class="p">(</span><span class="n">mel_freqs</span><span class="p">,</span> <span class="n">mel_scale</span><span class="o">=</span><span class="n">mel_scale</span><span class="p">)</span>
+
+    <span class="n">mel_filters</span> <span class="o">=</span> <span class="n">_create_triangular_filter_bank</span><span class="p">(</span><span class="n">fft_freqs</span><span class="p">,</span> <span class="n">filter_freqs</span><span class="p">)</span>
+
+    <span class="k">if</span> <span class="n">norm</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">norm</span> <span class="o">==</span> <span class="s2">&quot;slaney&quot;</span><span class="p">:</span>
+        <span class="c1"># Slaney-style mel is scaled to be approx constant energy per channel</span>
+        <span class="n">enorm</span> <span class="o">=</span> <span class="mf">2.0</span> <span class="o">/</span> <span class="p">(</span><span class="n">filter_freqs</span><span class="p">[</span><span class="mi">2</span><span class="p">:</span><span class="n">num_mel_filters</span> <span class="o">+</span> <span class="mi">2</span><span class="p">]</span> <span class="o">-</span> <span class="n">filter_freqs</span><span class="p">[:</span><span class="n">num_mel_filters</span><span class="p">])</span>
+        <span class="n">mel_filters</span> <span class="o">*=</span> <span class="n">np</span><span class="o">.</span><span class="n">expand_dims</span><span class="p">(</span><span class="n">enorm</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+
+    <span class="k">if</span> <span class="p">(</span><span class="n">mel_filters</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span> <span class="o">==</span> <span class="mf">0.0</span><span class="p">)</span><span class="o">.</span><span class="n">any</span><span class="p">():</span>
+        <span class="n">logger</span><span class="o">.</span><span class="n">warn</span><span class="p">(</span>
+            <span class="s2">&quot;At least one mel filter has all zero values. &quot;</span>
+            <span class="sa">f</span><span class="s2">&quot;The value for `num_mel_filters` (</span><span class="si">{</span><span class="n">num_mel_filters</span><span class="si">}</span><span class="s2">) may be set too high. &quot;</span>
+            <span class="sa">f</span><span class="s2">&quot;Or, the value for `num_frequency_bins` (</span><span class="si">{</span><span class="n">num_frequency_bins</span><span class="si">}</span><span class="s2">) may be set too low.&quot;</span>
+        <span class="p">)</span>
+
+    <span class="k">return</span> <span class="n">mel_filters</span></div>
+
+
+
+<div class="viewcode-block" id="hertz_to_mel">
+<a class="viewcode-back" href="../../../source/hezar.utils.audio_utils.html#hezar.utils.audio_utils.hertz_to_mel">[docs]</a>
+<span class="k">def</span> <span class="nf">hertz_to_mel</span><span class="p">(</span><span class="n">freq</span><span class="p">:</span> <span class="nb">float</span> <span class="o">|</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">,</span> <span class="n">mel_scale</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;htk&quot;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span> <span class="o">|</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Convert frequency from hertz to mels.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        freq (`float` or `np.ndarray`):</span>
+<span class="sd">            The frequency, or multiple frequencies, in hertz (Hz).</span>
+<span class="sd">        mel_scale (`str`, *optional*, defaults to `&quot;htk&quot;`):</span>
+<span class="sd">            The mel frequency scale to use, `&quot;htk&quot;` or `&quot;slaney&quot;`.</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        `float` or `np.ndarray`: The frequencies on the mel scale.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">if</span> <span class="n">mel_scale</span> <span class="ow">not</span> <span class="ow">in</span> <span class="p">[</span><span class="s2">&quot;slaney&quot;</span><span class="p">,</span> <span class="s2">&quot;htk&quot;</span><span class="p">]:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s1">&#39;mel_scale should be one of &quot;htk&quot; or &quot;slaney&quot;.&#39;</span><span class="p">)</span>
+
+    <span class="k">if</span> <span class="n">mel_scale</span> <span class="o">==</span> <span class="s2">&quot;htk&quot;</span><span class="p">:</span>
+        <span class="k">return</span> <span class="mf">2595.0</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">log10</span><span class="p">(</span><span class="mf">1.0</span> <span class="o">+</span> <span class="p">(</span><span class="n">freq</span> <span class="o">/</span> <span class="mf">700.0</span><span class="p">))</span>
+
+    <span class="n">min_log_hertz</span> <span class="o">=</span> <span class="mf">1000.0</span>
+    <span class="n">min_log_mel</span> <span class="o">=</span> <span class="mf">15.0</span>
+    <span class="n">logstep</span> <span class="o">=</span> <span class="mf">27.0</span> <span class="o">/</span> <span class="n">np</span><span class="o">.</span><span class="n">log</span><span class="p">(</span><span class="mf">6.4</span><span class="p">)</span>
+    <span class="n">mels</span> <span class="o">=</span> <span class="mf">3.0</span> <span class="o">*</span> <span class="n">freq</span> <span class="o">/</span> <span class="mf">200.0</span>
+
+    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">freq</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">):</span>
+        <span class="n">log_region</span> <span class="o">=</span> <span class="n">freq</span> <span class="o">&gt;=</span> <span class="n">min_log_hertz</span>
+        <span class="n">mels</span><span class="p">[</span><span class="n">log_region</span><span class="p">]</span> <span class="o">=</span> <span class="n">min_log_mel</span> <span class="o">+</span> <span class="n">np</span><span class="o">.</span><span class="n">log</span><span class="p">(</span><span class="n">freq</span><span class="p">[</span><span class="n">log_region</span><span class="p">]</span> <span class="o">/</span> <span class="n">min_log_hertz</span><span class="p">)</span> <span class="o">*</span> <span class="n">logstep</span>
+    <span class="k">elif</span> <span class="n">freq</span> <span class="o">&gt;=</span> <span class="n">min_log_hertz</span><span class="p">:</span>
+        <span class="n">mels</span> <span class="o">=</span> <span class="n">min_log_mel</span> <span class="o">+</span> <span class="n">np</span><span class="o">.</span><span class="n">log</span><span class="p">(</span><span class="n">freq</span> <span class="o">/</span> <span class="n">min_log_hertz</span><span class="p">)</span> <span class="o">*</span> <span class="n">logstep</span>
+
+    <span class="k">return</span> <span class="n">mels</span></div>
+
+
+
+<div class="viewcode-block" id="mel_to_hertz">
+<a class="viewcode-back" href="../../../source/hezar.utils.audio_utils.html#hezar.utils.audio_utils.mel_to_hertz">[docs]</a>
+<span class="k">def</span> <span class="nf">mel_to_hertz</span><span class="p">(</span><span class="n">mels</span><span class="p">:</span> <span class="nb">float</span> <span class="o">|</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">,</span> <span class="n">mel_scale</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;htk&quot;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span> <span class="o">|</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Convert frequency from mels to hertz.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        mels (`float` or `np.ndarray`):</span>
+<span class="sd">            The frequency, or multiple frequencies, in mels.</span>
+<span class="sd">        mel_scale (`str`, *optional*, `&quot;htk&quot;`):</span>
+<span class="sd">            The mel frequency scale to use, `&quot;htk&quot;` or `&quot;slaney&quot;`.</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        `float` or `np.ndarray`: The frequencies in hertz.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">if</span> <span class="n">mel_scale</span> <span class="ow">not</span> <span class="ow">in</span> <span class="p">[</span><span class="s2">&quot;slaney&quot;</span><span class="p">,</span> <span class="s2">&quot;htk&quot;</span><span class="p">]:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s1">&#39;mel_scale should be one of &quot;htk&quot; or &quot;slaney&quot;.&#39;</span><span class="p">)</span>
+
+    <span class="k">if</span> <span class="n">mel_scale</span> <span class="o">==</span> <span class="s2">&quot;htk&quot;</span><span class="p">:</span>
+        <span class="k">return</span> <span class="mf">700.0</span> <span class="o">*</span> <span class="p">(</span><span class="mf">10.0</span> <span class="o">**</span> <span class="p">(</span><span class="n">mels</span> <span class="o">/</span> <span class="mf">2595.0</span><span class="p">)</span> <span class="o">-</span> <span class="mf">1.0</span><span class="p">)</span>
+
+    <span class="n">min_log_hertz</span> <span class="o">=</span> <span class="mf">1000.0</span>
+    <span class="n">min_log_mel</span> <span class="o">=</span> <span class="mf">15.0</span>
+    <span class="n">logstep</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">log</span><span class="p">(</span><span class="mf">6.4</span><span class="p">)</span> <span class="o">/</span> <span class="mf">27.0</span>
+    <span class="n">freq</span> <span class="o">=</span> <span class="mf">200.0</span> <span class="o">*</span> <span class="n">mels</span> <span class="o">/</span> <span class="mf">3.0</span>
+
+    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">mels</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">):</span>
+        <span class="n">log_region</span> <span class="o">=</span> <span class="n">mels</span> <span class="o">&gt;=</span> <span class="n">min_log_mel</span>
+        <span class="n">freq</span><span class="p">[</span><span class="n">log_region</span><span class="p">]</span> <span class="o">=</span> <span class="n">min_log_hertz</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">exp</span><span class="p">(</span><span class="n">logstep</span> <span class="o">*</span> <span class="p">(</span><span class="n">mels</span><span class="p">[</span><span class="n">log_region</span><span class="p">]</span> <span class="o">-</span> <span class="n">min_log_mel</span><span class="p">))</span>
+    <span class="k">elif</span> <span class="n">mels</span> <span class="o">&gt;=</span> <span class="n">min_log_mel</span><span class="p">:</span>
+        <span class="n">freq</span> <span class="o">=</span> <span class="n">min_log_hertz</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">exp</span><span class="p">(</span><span class="n">logstep</span> <span class="o">*</span> <span class="p">(</span><span class="n">mels</span> <span class="o">-</span> <span class="n">min_log_mel</span><span class="p">))</span>
+
+    <span class="k">return</span> <span class="n">freq</span></div>
+
+
+
+<span class="k">def</span> <span class="nf">_create_triangular_filter_bank</span><span class="p">(</span><span class="n">fft_freqs</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">,</span> <span class="n">filter_freqs</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Creates a triangular filter bank.</span>
+
+<span class="sd">    Adapted from *torchaudio* and *librosa*.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        fft_freqs (`np.ndarray` of shape `(num_frequency_bins,)`):</span>
+<span class="sd">            Discrete frequencies of the FFT bins in Hz.</span>
+<span class="sd">        filter_freqs (`np.ndarray` of shape `(num_mel_filters,)`):</span>
+<span class="sd">            Center frequencies of the triangular filters to create, in Hz.</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        `np.ndarray` of shape `(num_frequency_bins, num_mel_filters)`</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">filter_diff</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">diff</span><span class="p">(</span><span class="n">filter_freqs</span><span class="p">)</span>
+    <span class="n">slopes</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">expand_dims</span><span class="p">(</span><span class="n">filter_freqs</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span> <span class="o">-</span> <span class="n">np</span><span class="o">.</span><span class="n">expand_dims</span><span class="p">(</span><span class="n">fft_freqs</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
+    <span class="n">down_slopes</span> <span class="o">=</span> <span class="o">-</span><span class="n">slopes</span><span class="p">[:,</span> <span class="p">:</span><span class="o">-</span><span class="mi">2</span><span class="p">]</span> <span class="o">/</span> <span class="n">filter_diff</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+    <span class="n">up_slopes</span> <span class="o">=</span> <span class="n">slopes</span><span class="p">[:,</span> <span class="mi">2</span><span class="p">:]</span> <span class="o">/</span> <span class="n">filter_diff</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span>
+    <span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">maximum</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="mi">1</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">minimum</span><span class="p">(</span><span class="n">down_slopes</span><span class="p">,</span> <span class="n">up_slopes</span><span class="p">))</span>
+</pre></div>
+        </article>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="../../../source/hezar.builders.html">hezar.builders module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../source/hezar.configs.html">hezar.configs module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../source/hezar.constants.html">hezar.constants module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../source/hezar.registry.html">hezar.registry module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../../../contributing.html">Contributing to Hezar</a></li>
+</ul>
+
+</div>
+</div>
+
+      </div>
+      
+    </div>
+  </aside>
+  <div class="main">
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+        <article role="main">
+          <h1>Source code for hezar.utils.common_utils</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span>
+
+<span class="kn">import</span> <span class="nn">inspect</span>
+<span class="kn">import</span> <span class="nn">re</span>
+<span class="kn">from</span> <span class="nn">time</span> <span class="kn">import</span> <span class="n">perf_counter</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Callable</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">List</span><span class="p">,</span> <span class="n">Mapping</span>
+
+<span class="kn">from</span> <span class="nn">..constants</span> <span class="kn">import</span> <span class="n">Color</span>
+
+
+<span class="n">__all__</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="s2">&quot;exec_timer&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;snake_case&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;reverse_string_digits&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;is_text_valid&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;is_url&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;colorize_text&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;permute_dict_list&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;sanitize_function_parameters&quot;</span><span class="p">,</span>
+<span class="p">]</span>
+
+
+<div class="viewcode-block" id="exec_timer">
+<a class="viewcode-back" href="../../../source/hezar.utils.common_utils.html#hezar.utils.common_utils.exec_timer">[docs]</a>
+<span class="k">class</span> <span class="nc">exec_timer</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A context manager that captures the execution time of all the operations inside it</span>
+
+<span class="sd">    Examples:</span>
+<span class="sd">        &gt;&gt;&gt; with exec_timer() as timer:</span>
+<span class="sd">        &gt;&gt;&gt;     # operations here</span>
+<span class="sd">        &gt;&gt;&gt; print(timer.time)</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__enter__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">time</span> <span class="o">=</span> <span class="n">perf_counter</span><span class="p">()</span>
+        <span class="k">return</span> <span class="bp">self</span>
+
+    <span class="k">def</span> <span class="fm">__exit__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="nb">type</span><span class="p">,</span> <span class="n">value</span><span class="p">,</span> <span class="n">traceback</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">time</span> <span class="o">=</span> <span class="n">perf_counter</span><span class="p">()</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">time</span></div>
+
+
+
+<div class="viewcode-block" id="snake_case">
+<a class="viewcode-back" href="../../../source/hezar.utils.common_utils.html#hezar.utils.common_utils.snake_case">[docs]</a>
+<span class="k">def</span> <span class="nf">snake_case</span><span class="p">(</span><span class="n">s</span><span class="p">):</span>
+    <span class="k">return</span> <span class="s2">&quot;_&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">re</span><span class="o">.</span><span class="n">sub</span><span class="p">(</span><span class="s2">&quot;([A-Z][a-z]+)&quot;</span><span class="p">,</span> <span class="sa">r</span><span class="s2">&quot; \1&quot;</span><span class="p">,</span> <span class="n">re</span><span class="o">.</span><span class="n">sub</span><span class="p">(</span><span class="s2">&quot;([A-Z]+)&quot;</span><span class="p">,</span> <span class="sa">r</span><span class="s2">&quot; \1&quot;</span><span class="p">,</span> <span class="n">s</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">&quot;-&quot;</span><span class="p">,</span> <span class="s2">&quot; &quot;</span><span class="p">)))</span><span class="o">.</span><span class="n">split</span><span class="p">())</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span></div>
+
+
+
+<div class="viewcode-block" id="reverse_string_digits">
+<a class="viewcode-back" href="../../../source/hezar.utils.common_utils.html#hezar.utils.common_utils.reverse_string_digits">[docs]</a>
+<span class="k">def</span> <span class="nf">reverse_string_digits</span><span class="p">(</span><span class="n">text</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Reverse all digit segments in a given text</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="c1"># Capture one or more digits followed by any number of non-digits followed by another digit</span>
+    <span class="n">pattern</span> <span class="o">=</span> <span class="sa">r</span><span class="s2">&quot;(\d+(?:\D\d+)*)&quot;</span>
+
+    <span class="k">def</span> <span class="nf">reverse_match</span><span class="p">(</span><span class="n">match</span><span class="p">):</span>
+        <span class="k">return</span> <span class="n">match</span><span class="o">.</span><span class="n">group</span><span class="p">(</span><span class="mi">1</span><span class="p">)[::</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>  <span class="c1"># Reverse the matched digits and special characters</span>
+
+    <span class="k">return</span> <span class="n">re</span><span class="o">.</span><span class="n">sub</span><span class="p">(</span><span class="n">pattern</span><span class="p">,</span> <span class="n">reverse_match</span><span class="p">,</span> <span class="n">text</span><span class="p">)</span></div>
+
+
+
+<div class="viewcode-block" id="is_text_valid">
+<a class="viewcode-back" href="../../../source/hezar.utils.common_utils.html#hezar.utils.common_utils.is_text_valid">[docs]</a>
+<span class="k">def</span> <span class="nf">is_text_valid</span><span class="p">(</span><span class="n">text</span><span class="p">,</span> <span class="n">valid_characters</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Given a list of valid characters, check if only those are included in the text</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">pattern</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">compile</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;^[</span><span class="si">{</span><span class="n">re</span><span class="o">.</span><span class="n">escape</span><span class="p">(</span><span class="s2">&quot;&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">valid_characters</span><span class="p">))</span><span class="si">}</span><span class="s1">]+$&#39;</span><span class="p">)</span>
+    <span class="k">return</span> <span class="nb">bool</span><span class="p">(</span><span class="n">pattern</span><span class="o">.</span><span class="n">match</span><span class="p">(</span><span class="n">text</span><span class="p">))</span></div>
+
+
+
+<div class="viewcode-block" id="is_url">
+<a class="viewcode-back" href="../../../source/hezar.utils.common_utils.html#hezar.utils.common_utils.is_url">[docs]</a>
+<span class="k">def</span> <span class="nf">is_url</span><span class="p">(</span><span class="n">text</span><span class="p">):</span>
+    <span class="n">url_pattern</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">compile</span><span class="p">(</span>
+        <span class="sa">r</span><span class="s1">&#39;^(https?|ftp)://&#39;</span>  <span class="c1"># Protocol (http, https, ftp)</span>
+        <span class="sa">r</span><span class="s1">&#39;(?:(?:[A-Z0-9](?:[A-Z0-9-]{0,61}[A-Z0-9])?\.)+(?:[A-Z]{2,6}\.?|[A-Z0-9-]{2,}\.?)|&#39;</span>  <span class="c1"># Domain</span>
+        <span class="sa">r</span><span class="s1">&#39;localhost|&#39;</span>  <span class="c1"># localhost</span>
+        <span class="sa">r</span><span class="s1">&#39;\d{1,3}\.\d{1,3}\.\d{1,3}\.\d{1,3}|&#39;</span>  <span class="c1"># IPv4</span>
+        <span class="sa">r</span><span class="s1">&#39;\[?[A-F0-9]*:[A-F0-9:]+]?)&#39;</span>  <span class="c1"># IPv6</span>
+        <span class="sa">r</span><span class="s1">&#39;(?::\d+)?&#39;</span>  <span class="c1"># Port</span>
+        <span class="sa">r</span><span class="s1">&#39;(?:/?\S*)?$&#39;</span><span class="p">,</span> <span class="n">re</span><span class="o">.</span><span class="n">IGNORECASE</span>
+    <span class="p">)</span>
+    <span class="k">return</span> <span class="nb">bool</span><span class="p">(</span><span class="n">re</span><span class="o">.</span><span class="n">match</span><span class="p">(</span><span class="n">url_pattern</span><span class="p">,</span> <span class="n">text</span><span class="p">))</span></div>
+
+
+
+<div class="viewcode-block" id="colorize_text">
+<a class="viewcode-back" href="../../../source/hezar.utils.common_utils.html#hezar.utils.common_utils.colorize_text">[docs]</a>
+<span class="k">def</span> <span class="nf">colorize_text</span><span class="p">(</span><span class="n">text</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">color</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">Color</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Add colorization codes to the text. The output is the text with surrounding color codes and the colors are applied</span>
+<span class="sd">    on the console/terminal output like when using `print()`</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">color_mapping</span> <span class="o">=</span> <span class="p">{</span>
+        <span class="s2">&quot;header&quot;</span><span class="p">:</span> <span class="n">Color</span><span class="o">.</span><span class="n">HEADER</span><span class="p">,</span>
+        <span class="s2">&quot;normal&quot;</span><span class="p">:</span> <span class="n">Color</span><span class="o">.</span><span class="n">NORMAL</span><span class="p">,</span>
+        <span class="s2">&quot;bold&quot;</span><span class="p">:</span> <span class="n">Color</span><span class="o">.</span><span class="n">BOLD</span><span class="p">,</span>
+        <span class="s2">&quot;underline&quot;</span><span class="p">:</span> <span class="n">Color</span><span class="o">.</span><span class="n">UNDERLINE</span><span class="p">,</span>
+        <span class="s2">&quot;italic&quot;</span><span class="p">:</span> <span class="n">Color</span><span class="o">.</span><span class="n">ITALIC</span><span class="p">,</span>
+        <span class="s2">&quot;blue&quot;</span><span class="p">:</span> <span class="n">Color</span><span class="o">.</span><span class="n">BLUE</span><span class="p">,</span>
+        <span class="s2">&quot;cyan&quot;</span><span class="p">:</span> <span class="n">Color</span><span class="o">.</span><span class="n">CYAN</span><span class="p">,</span>
+        <span class="s2">&quot;green&quot;</span><span class="p">:</span> <span class="n">Color</span><span class="o">.</span><span class="n">GREEN</span><span class="p">,</span>
+        <span class="s2">&quot;yellow&quot;</span><span class="p">:</span> <span class="n">Color</span><span class="o">.</span><span class="n">YELLOW</span><span class="p">,</span>
+        <span class="s2">&quot;red&quot;</span><span class="p">:</span> <span class="n">Color</span><span class="o">.</span><span class="n">RED</span><span class="p">,</span>
+        <span class="s2">&quot;grey&quot;</span><span class="p">:</span> <span class="n">Color</span><span class="o">.</span><span class="n">GREY</span><span class="p">,</span>
+    <span class="p">}</span>
+    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">color</span><span class="p">,</span> <span class="nb">str</span><span class="p">)</span> <span class="ow">and</span> <span class="ow">not</span> <span class="nb">hasattr</span><span class="p">(</span><span class="n">color</span><span class="p">,</span> <span class="s2">&quot;value&quot;</span><span class="p">):</span>
+        <span class="n">color</span> <span class="o">=</span> <span class="n">color_mapping</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">color</span><span class="o">.</span><span class="n">lower</span><span class="p">(),</span> <span class="n">Color</span><span class="o">.</span><span class="n">NORMAL</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">color</span> <span class="o">+</span> <span class="n">text</span> <span class="o">+</span> <span class="n">Color</span><span class="o">.</span><span class="n">NORMAL</span></div>
+
+
+
+<div class="viewcode-block" id="permute_dict_list">
+<a class="viewcode-back" href="../../../source/hezar.utils.common_utils.html#hezar.utils.common_utils.permute_dict_list">[docs]</a>
+<span class="k">def</span> <span class="nf">permute_dict_list</span><span class="p">(</span><span class="n">dict_list</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">Dict</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">List</span><span class="p">]:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Convert a list of dictionaries to a dictionary of lists</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        dict_list: Input list of dicts</span>
+
+<span class="sd">    Returns:</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">if</span> <span class="ow">not</span> <span class="nb">len</span><span class="p">(</span><span class="n">dict_list</span><span class="p">):</span>
+        <span class="k">return</span> <span class="p">{}</span>
+    <span class="n">d</span> <span class="o">=</span> <span class="p">{</span><span class="n">key</span><span class="p">:</span> <span class="p">[</span><span class="n">x</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">dict_list</span><span class="p">]</span> <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">dict_list</span><span class="p">[</span><span class="mi">0</span><span class="p">]}</span>
+    <span class="k">return</span> <span class="n">d</span></div>
+
+
+
+<div class="viewcode-block" id="sanitize_function_parameters">
+<a class="viewcode-back" href="../../../source/hezar.utils.common_utils.html#hezar.utils.common_utils.sanitize_function_parameters">[docs]</a>
+<span class="k">def</span> <span class="nf">sanitize_function_parameters</span><span class="p">(</span><span class="n">func</span><span class="p">:</span> <span class="n">Callable</span><span class="p">,</span> <span class="n">params</span><span class="p">:</span> <span class="n">Dict</span> <span class="o">|</span> <span class="n">Mapping</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Given a dict of parameters or kwargs, you can figure out which ones must be passed to the `func` based on its</span>
+<span class="sd">    signature.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">         func: The function object</span>
+<span class="sd">         params: A dict of parameters with values</span>
+<span class="sd">         kwargs: Keyword arguments that are merged with `params`</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        The proper dict of parameters keys and values</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">params</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+    <span class="n">params_signature</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">inspect</span><span class="o">.</span><span class="n">signature</span><span class="p">(</span><span class="n">func</span><span class="p">)</span><span class="o">.</span><span class="n">parameters</span><span class="p">)</span>
+    <span class="n">fn_parameters</span> <span class="o">=</span> <span class="p">{</span><span class="n">p</span> <span class="k">for</span> <span class="n">p</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">params_signature</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">v</span><span class="o">.</span><span class="n">kind</span> <span class="ow">not</span> <span class="ow">in</span> <span class="p">(</span><span class="n">v</span><span class="o">.</span><span class="n">VAR_KEYWORD</span><span class="p">,</span> <span class="n">v</span><span class="o">.</span><span class="n">VAR_POSITIONAL</span><span class="p">)}</span>
+    <span class="n">fn_params_names</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">fn_parameters</span><span class="p">)</span>
+    <span class="n">input_params</span> <span class="o">=</span> <span class="p">{</span><span class="n">p</span><span class="p">:</span> <span class="n">params</span><span class="p">[</span><span class="n">p</span><span class="p">]</span> <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">fn_params_names</span> <span class="k">if</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">params</span><span class="p">}</span>
+    <span class="k">return</span> <span class="n">input_params</span></div>
+
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          
+          
+        </div>
+        <div class="bottom-of-page">
+          <div class="left-details">
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+            </div>
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diff --git a/_modules/hezar/utils/data_utils.html b/_modules/hezar/utils/data_utils.html
new file mode 100644
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+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../../../">
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
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+        <article role="main">
+          <h1>Source code for hezar.utils.data_utils</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span>
+
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">TYPE_CHECKING</span><span class="p">,</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">List</span><span class="p">,</span> <span class="n">Literal</span><span class="p">,</span> <span class="n">Optional</span>
+
+<span class="kn">from</span> <span class="nn">omegaconf</span> <span class="kn">import</span> <span class="n">DictConfig</span>
+
+<span class="kn">from</span> <span class="nn">..constants</span> <span class="kn">import</span> <span class="n">PaddingType</span>
+<span class="kn">from</span> <span class="nn">.logging</span> <span class="kn">import</span> <span class="n">Logger</span>
+
+
+<span class="k">if</span> <span class="n">TYPE_CHECKING</span><span class="p">:</span>
+    <span class="kn">import</span> <span class="nn">torch</span>
+
+
+<span class="n">__all__</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="s2">&quot;convert_batch_dict_dtype&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;resolve_inputs_length_for_padding&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;pad_batch_items&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;shift_tokens_right&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;get_non_numeric_keys&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;flatten_dict&quot;</span><span class="p">,</span>
+<span class="p">]</span>
+
+<span class="n">logger</span> <span class="o">=</span> <span class="n">Logger</span><span class="p">(</span><span class="vm">__name__</span><span class="p">)</span>
+
+
+<span class="c1"># TODO: This code might be able to be written in a cleaner way, but be careful, any change might break a lot of things!</span>
+<div class="viewcode-block" id="convert_batch_dict_dtype">
+<a class="viewcode-back" href="../../../source/hezar.utils.data_utils.html#hezar.utils.data_utils.convert_batch_dict_dtype">[docs]</a>
+<span class="k">def</span> <span class="nf">convert_batch_dict_dtype</span><span class="p">(</span><span class="n">batch_dict</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Any</span><span class="p">],</span> <span class="n">dtype</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> <span class="n">skip_keys</span><span class="p">:</span> <span class="nb">list</span> <span class="o">=</span> <span class="kc">None</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Convert data dtypes of the values in a batch dict</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        batch_dict: The batched dictionary. Each key in the dict has a batch of data as its value.</span>
+<span class="sd">        dtype: Target data type to convert to</span>
+<span class="sd">        skip_keys: A list of key names to skip conversion</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        The same dict with cast values</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+    <span class="kn">import</span> <span class="nn">torch</span>
+
+    <span class="n">dtype</span> <span class="o">=</span> <span class="n">dtype</span> <span class="ow">or</span> <span class="s2">&quot;list&quot;</span>
+    <span class="n">skip_keys</span> <span class="o">=</span> <span class="n">skip_keys</span> <span class="ow">or</span> <span class="p">[]</span>
+
+    <span class="k">if</span> <span class="n">dtype</span> <span class="o">==</span> <span class="s2">&quot;list&quot;</span><span class="p">:</span>
+        <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">batch_dict</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">):</span>
+                <span class="n">batch_dict</span><span class="p">[</span><span class="n">k</span><span class="p">]</span> <span class="o">=</span> <span class="n">v</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+            <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">):</span>
+                <span class="n">batch_dict</span><span class="p">[</span><span class="n">k</span><span class="p">]</span> <span class="o">=</span> <span class="n">v</span><span class="o">.</span><span class="n">cpu</span><span class="p">()</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+        <span class="k">return</span> <span class="n">batch_dict</span>
+
+    <span class="k">if</span> <span class="n">dtype</span> <span class="ow">in</span> <span class="p">[</span><span class="s2">&quot;np&quot;</span><span class="p">,</span> <span class="s2">&quot;numpy&quot;</span><span class="p">]:</span>
+        <span class="n">caster</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span>
+        <span class="n">cast_type</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span>
+    <span class="k">elif</span> <span class="n">dtype</span> <span class="ow">in</span> <span class="p">[</span><span class="s2">&quot;pt&quot;</span><span class="p">,</span> <span class="s2">&quot;torch&quot;</span><span class="p">,</span> <span class="s2">&quot;pytorch&quot;</span><span class="p">]:</span>
+        <span class="n">caster</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">tensor</span>
+        <span class="n">cast_type</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Invalid `dtype`: </span><span class="si">{</span><span class="n">dtype</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+
+    <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">batch_dict</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+        <span class="k">if</span> <span class="n">k</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">skip_keys</span><span class="p">:</span>
+            <span class="k">try</span><span class="p">:</span>
+                <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="n">cast_type</span><span class="p">):</span>
+                    <span class="n">batch_dict</span><span class="p">[</span><span class="n">k</span><span class="p">]</span> <span class="o">=</span> <span class="n">caster</span><span class="p">(</span><span class="n">v</span><span class="p">)</span>
+            <span class="k">except</span> <span class="ne">Exception</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>  <span class="c1"># noqa</span>
+                <span class="n">logger</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Could not convert values of `</span><span class="si">{</span><span class="n">k</span><span class="si">}</span><span class="s2">` to type `</span><span class="si">{</span><span class="n">dtype</span><span class="si">}</span><span class="s2">`</span><span class="se">\n</span><span class="s2">&quot;</span> <span class="sa">f</span><span class="s2">&quot;Error: </span><span class="si">{</span><span class="n">e</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">batch_dict</span></div>
+
+
+
+<div class="viewcode-block" id="resolve_inputs_length_for_padding">
+<a class="viewcode-back" href="../../../source/hezar.utils.data_utils.html#hezar.utils.data_utils.resolve_inputs_length_for_padding">[docs]</a>
+<span class="k">def</span> <span class="nf">resolve_inputs_length_for_padding</span><span class="p">(</span>
+    <span class="n">inputs</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="n">Any</span><span class="p">]],</span>
+    <span class="n">padding_type</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">PaddingType</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+    <span class="n">max_length</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">bool</span> <span class="o">|</span> <span class="nb">int</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+    <span class="n">truncation</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">bool</span><span class="p">]</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
+<span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Resolve final inputs length based on padding_strategy and max_length values</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">inputs_max_length</span> <span class="o">=</span> <span class="nb">max</span><span class="p">([</span><span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">inputs</span><span class="p">])</span>
+    <span class="n">padding</span> <span class="o">=</span> <span class="n">padding_type</span> <span class="ow">or</span> <span class="s2">&quot;longest&quot;</span>
+
+    <span class="c1"># Resolve padding and max_length values first</span>
+    <span class="k">if</span> <span class="n">padding</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="k">if</span> <span class="n">max_length</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">padding</span> <span class="o">=</span> <span class="s2">&quot;max_length&quot;</span>
+        <span class="k">elif</span> <span class="n">max_length</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">padding</span> <span class="o">=</span> <span class="s2">&quot;longest&quot;</span>
+
+    <span class="c1"># Now lets resolve any conflicts</span>
+    <span class="k">if</span> <span class="n">padding</span> <span class="o">==</span> <span class="s2">&quot;longest&quot;</span><span class="p">:</span>
+        <span class="k">if</span> <span class="n">max_length</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">logger</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span>
+                <span class="s2">&quot;Setting padding=&#39;longest&#39; and max_length is not valid. You must set one of them&quot;</span>
+                <span class="s2">&quot; and leave the other as None. Falling back to padding=&#39;longest&#39;&quot;</span>
+            <span class="p">)</span>
+
+        <span class="n">inputs_length</span> <span class="o">=</span> <span class="n">inputs_max_length</span>
+
+    <span class="k">elif</span> <span class="n">padding</span> <span class="o">==</span> <span class="s2">&quot;max_length&quot;</span><span class="p">:</span>
+        <span class="k">if</span> <span class="n">max_length</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">logger</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span>
+                <span class="s2">&quot;Setting padding=&#39;max_length&#39; but no max_length value is provided! Falling back to padding=&#39;longest&#39;&quot;</span>
+            <span class="p">)</span>
+            <span class="n">inputs_length</span> <span class="o">=</span> <span class="n">inputs_max_length</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">max_length</span> <span class="o">&lt;</span> <span class="n">inputs_max_length</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">truncation</span><span class="p">:</span>
+                <span class="n">logger</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span>
+                    <span class="sa">f</span><span class="s2">&quot;Cannot set max_length to </span><span class="si">{</span><span class="n">max_length</span><span class="si">}</span><span class="s2"> &quot;</span>
+                    <span class="sa">f</span><span class="s2">&quot;while max input length is </span><span class="si">{</span><span class="n">inputs_max_length</span><span class="si">}</span><span class="s2"> and `truncation` is `False`&quot;</span>
+                    <span class="sa">f</span><span class="s2">&quot;Either set `truncation=True` or increase `max_length`&quot;</span>
+                <span class="p">)</span>
+                <span class="n">inputs_length</span> <span class="o">=</span> <span class="n">inputs_max_length</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">inputs_length</span> <span class="o">=</span> <span class="n">max_length</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Invalid padding value `</span><span class="si">{</span><span class="n">padding</span><span class="si">}</span><span class="s2">`, expected either `max_length` or `longest`&quot;</span><span class="p">)</span>
+
+    <span class="k">return</span> <span class="n">inputs_length</span></div>
+
+
+
+<div class="viewcode-block" id="pad_batch_items">
+<a class="viewcode-back" href="../../../source/hezar.utils.data_utils.html#hezar.utils.data_utils.pad_batch_items">[docs]</a>
+<span class="k">def</span> <span class="nf">pad_batch_items</span><span class="p">(</span>
+    <span class="n">inputs</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">int</span> <span class="o">|</span> <span class="nb">float</span><span class="p">]],</span>
+    <span class="n">padding_type</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">PaddingType</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+    <span class="n">padding_side</span><span class="p">:</span> <span class="n">Literal</span><span class="p">[</span><span class="s2">&quot;right&quot;</span><span class="p">,</span> <span class="s2">&quot;left&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="s2">&quot;right&quot;</span><span class="p">,</span>
+    <span class="n">pad_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span><span class="p">,</span>
+    <span class="n">max_length</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">bool</span> <span class="o">|</span> <span class="nb">int</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+    <span class="n">truncation</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">bool</span><span class="p">]</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
+<span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Given a nested container of unequal sized iterables e.g, batch of token ids, pad them based on padding strategy</span>
+<span class="sd">    Args:</span>
+<span class="sd">        inputs: A nested iterable of unequal sized iterables (e.g, list of lists)</span>
+<span class="sd">        padding_type: Padding strategy, either max_length or longest</span>
+<span class="sd">        padding_side: Where to add padding ids, `left` or `right`, defaults to `right`</span>
+<span class="sd">        pad_id: Pad token id, defaults to `0`</span>
+<span class="sd">        max_length: Max input length after padding, only applicable when padding_strategy == &quot;max_length&quot;</span>
+<span class="sd">        truncation: Whether to truncate if an input in the batch is longer than max_length</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        A list of equal sized lists</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">inputs_length</span> <span class="o">=</span> <span class="n">resolve_inputs_length_for_padding</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="n">padding_type</span><span class="o">=</span><span class="n">padding_type</span><span class="p">,</span> <span class="n">max_length</span><span class="o">=</span><span class="n">max_length</span><span class="p">,</span>
+                                                      <span class="n">truncation</span><span class="o">=</span><span class="n">truncation</span><span class="p">)</span>
+
+    <span class="n">padded_inputs</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="k">for</span> <span class="n">ids</span> <span class="ow">in</span> <span class="n">inputs</span><span class="p">:</span>
+        <span class="n">difference</span> <span class="o">=</span> <span class="n">inputs_length</span> <span class="o">-</span> <span class="nb">len</span><span class="p">(</span><span class="n">ids</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">difference</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="n">paddings</span> <span class="o">=</span> <span class="p">[</span><span class="n">pad_id</span><span class="p">]</span> <span class="o">*</span> <span class="n">difference</span>
+            <span class="n">padded_ids</span> <span class="o">=</span> <span class="n">ids</span> <span class="o">+</span> <span class="n">paddings</span> <span class="k">if</span> <span class="n">padding_side</span> <span class="o">==</span> <span class="s2">&quot;right&quot;</span> <span class="k">else</span> <span class="n">paddings</span> <span class="o">+</span> <span class="n">ids</span>
+            <span class="n">padded_inputs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">padded_ids</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">padded_inputs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ids</span><span class="p">[:</span><span class="n">inputs_length</span><span class="p">])</span>
+
+    <span class="k">return</span> <span class="n">padded_inputs</span></div>
+
+
+
+<div class="viewcode-block" id="shift_tokens_right">
+<a class="viewcode-back" href="../../../source/hezar.utils.data_utils.html#hezar.utils.data_utils.shift_tokens_right">[docs]</a>
+<span class="k">def</span> <span class="nf">shift_tokens_right</span><span class="p">(</span><span class="n">input_ids</span><span class="p">:</span> <span class="s2">&quot;torch.Tensor&quot;</span><span class="p">,</span> <span class="n">pad_token_id</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">decoder_start_token_id</span><span class="p">:</span> <span class="nb">int</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Shift input ids one token to the right.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">shifted_input_ids</span> <span class="o">=</span> <span class="n">input_ids</span><span class="o">.</span><span class="n">new_zeros</span><span class="p">(</span><span class="n">input_ids</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
+    <span class="n">shifted_input_ids</span><span class="p">[:,</span> <span class="mi">1</span><span class="p">:]</span> <span class="o">=</span> <span class="n">input_ids</span><span class="p">[:,</span> <span class="p">:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">clone</span><span class="p">()</span>
+    <span class="n">shifted_input_ids</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="n">decoder_start_token_id</span>
+
+    <span class="c1"># replace possible -100 values in labels by `pad_token_id`</span>
+    <span class="n">shifted_input_ids</span><span class="o">.</span><span class="n">masked_fill_</span><span class="p">(</span><span class="n">shifted_input_ids</span> <span class="o">==</span> <span class="o">-</span><span class="mi">100</span><span class="p">,</span> <span class="n">pad_token_id</span><span class="p">)</span>
+
+    <span class="k">return</span> <span class="n">shifted_input_ids</span></div>
+
+
+
+<div class="viewcode-block" id="get_non_numeric_keys">
+<a class="viewcode-back" href="../../../source/hezar.utils.data_utils.html#hezar.utils.data_utils.get_non_numeric_keys">[docs]</a>
+<span class="k">def</span> <span class="nf">get_non_numeric_keys</span><span class="p">(</span><span class="n">d</span><span class="p">:</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">batched</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Get keys that have string values in a dictionary</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        d: The dict</span>
+<span class="sd">        batched: Are the input dict values batched or not</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        A list of string-valued keys</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">keys</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">d</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="nb">list</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">batched</span> <span class="ow">and</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span> <span class="p">(</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">complex</span><span class="p">))</span> <span class="ow">and</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span> <span class="nb">bool</span><span class="p">):</span>
+                <span class="n">keys</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">k</span><span class="p">)</span>
+            <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="nb">str</span><span class="p">):</span>
+                <span class="n">keys</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">k</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">keys</span></div>
+
+
+
+<div class="viewcode-block" id="flatten_dict">
+<a class="viewcode-back" href="../../../source/hezar.utils.data_utils.html#hezar.utils.data_utils.flatten_dict">[docs]</a>
+<span class="k">def</span> <span class="nf">flatten_dict</span><span class="p">(</span><span class="n">dict_config</span><span class="p">:</span> <span class="n">Dict</span> <span class="o">|</span> <span class="n">DictConfig</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">DictConfig</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Flatten a nested Dict/DictConfig object</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        dict_config: A Dict/DictConfig object</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        The flattened version of the dict-like object</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">config</span> <span class="o">=</span> <span class="n">DictConfig</span><span class="p">({})</span>
+    <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">dict_config</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="p">(</span><span class="n">Dict</span><span class="p">,</span> <span class="n">DictConfig</span><span class="p">)):</span>
+            <span class="n">config</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">flatten_dict</span><span class="p">(</span><span class="n">v</span><span class="p">))</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">config</span><span class="p">[</span><span class="n">k</span><span class="p">]</span> <span class="o">=</span> <span class="n">v</span>
+
+    <span class="k">return</span> <span class="n">config</span></div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
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diff --git a/_modules/hezar/utils/file_utils.html b/_modules/hezar/utils/file_utils.html
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
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+          </label>
+        </div>
+        <article role="main">
+          <h1>Source code for hezar.utils.file_utils</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span>
+
+<span class="kn">import</span> <span class="nn">gzip</span>
+<span class="kn">import</span> <span class="nn">json</span>
+<span class="kn">import</span> <span class="nn">os</span>
+<span class="kn">import</span> <span class="nn">shutil</span>
+
+<span class="kn">import</span> <span class="nn">omegaconf</span>
+
+<span class="kn">from</span> <span class="nn">.logging</span> <span class="kn">import</span> <span class="n">Logger</span>
+
+
+<span class="n">logger</span> <span class="o">=</span> <span class="n">Logger</span><span class="p">(</span><span class="vm">__name__</span><span class="p">)</span>
+
+<span class="n">__all__</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="s2">&quot;gunzip&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;load_yaml_config&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;load_json_config&quot;</span><span class="p">,</span>
+<span class="p">]</span>
+
+
+<div class="viewcode-block" id="load_yaml_config">
+<a class="viewcode-back" href="../../../source/hezar.utils.file_utils.html#hezar.utils.file_utils.load_yaml_config">[docs]</a>
+<span class="k">def</span> <span class="nf">load_yaml_config</span><span class="p">(</span><span class="n">path</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">os</span><span class="o">.</span><span class="n">PathLike</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Load yaml file using omegaconf</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">config</span> <span class="o">=</span> <span class="n">omegaconf</span><span class="o">.</span><span class="n">OmegaConf</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">path</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">config</span></div>
+
+
+
+<div class="viewcode-block" id="load_json_config">
+<a class="viewcode-back" href="../../../source/hezar.utils.file_utils.html#hezar.utils.file_utils.load_json_config">[docs]</a>
+<span class="k">def</span> <span class="nf">load_json_config</span><span class="p">(</span><span class="n">path</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">os</span><span class="o">.</span><span class="n">PathLike</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Load json config file</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">path</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+        <span class="n">config</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">f</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">config</span></div>
+
+
+
+<div class="viewcode-block" id="gunzip">
+<a class="viewcode-back" href="../../../source/hezar.utils.file_utils.html#hezar.utils.file_utils.gunzip">[docs]</a>
+<span class="k">def</span> <span class="nf">gunzip</span><span class="p">(</span><span class="n">src_path</span><span class="p">,</span> <span class="n">dest_path</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Unzip a .gz file from `src_path` and extract to `dest_path`</span>
+<span class="sd">    Args:</span>
+<span class="sd">        src_path: Path to .gz file</span>
+<span class="sd">        dest_path: Path to the destination file</span>
+
+<span class="sd">    Returns:</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">with</span> <span class="n">gzip</span><span class="o">.</span><span class="n">open</span><span class="p">(</span><span class="n">src_path</span><span class="p">,</span> <span class="s2">&quot;rb&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f_in</span><span class="p">:</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">dest_path</span><span class="p">,</span> <span class="s2">&quot;wb&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f_out</span><span class="p">:</span>
+            <span class="n">shutil</span><span class="o">.</span><span class="n">copyfileobj</span><span class="p">(</span><span class="n">f_in</span><span class="p">,</span> <span class="n">f_out</span><span class="p">)</span>
+    <span class="n">logger</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Extracted </span><span class="si">{</span><span class="n">src_path</span><span class="si">}</span><span class="s2"> to </span><span class="si">{</span><span class="n">dest_path</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span></div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
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+          
+          
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+        <div class="bottom-of-page">
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diff --git a/_modules/hezar/utils/hub_utils.html b/_modules/hezar/utils/hub_utils.html
new file mode 100644
index 00000000..176270bc
--- /dev/null
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+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../../../">
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+
+    <link rel="shortcut icon" href="../../../_static/hezar_logo.svg"/><!-- Generated with Sphinx 7.2.6 and Furo 2023.09.10 -->
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
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+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="../../../source/hezar.builders.html">hezar.builders module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../source/hezar.configs.html">hezar.configs module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../source/hezar.constants.html">hezar.constants module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../source/hezar.registry.html">hezar.registry module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../../../contributing.html">Contributing to Hezar</a></li>
+</ul>
+
+</div>
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+          <h1>Source code for hezar.utils.hub_utils</h1><div class="highlight"><pre>
+<span></span><span class="kn">import</span> <span class="nn">os.path</span>
+
+<span class="kn">from</span> <span class="nn">huggingface_hub</span> <span class="kn">import</span> <span class="n">HfApi</span><span class="p">,</span> <span class="n">Repository</span>
+
+<span class="kn">from</span> <span class="nn">..constants</span> <span class="kn">import</span> <span class="n">HEZAR_CACHE_DIR</span><span class="p">,</span> <span class="n">HEZAR_HUB_ID</span><span class="p">,</span> <span class="n">RepoType</span>
+<span class="kn">from</span> <span class="nn">..utils.logging</span> <span class="kn">import</span> <span class="n">Logger</span>
+
+
+<span class="n">__all__</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="s2">&quot;resolve_pretrained_path&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;get_local_cache_path&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;exists_in_cache&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;exists_on_hub&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;clone_repo&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;list_repo_files&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;get_state_dict_from_hub&quot;</span><span class="p">,</span>
+<span class="p">]</span>
+
+<span class="n">logger</span> <span class="o">=</span> <span class="n">Logger</span><span class="p">(</span><span class="vm">__name__</span><span class="p">)</span>
+
+
+<div class="viewcode-block" id="resolve_pretrained_path">
+<a class="viewcode-back" href="../../../source/hezar.utils.hub_utils.html#hezar.utils.hub_utils.resolve_pretrained_path">[docs]</a>
+<span class="k">def</span> <span class="nf">resolve_pretrained_path</span><span class="p">(</span><span class="n">hub_or_local_path</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    **DEPRECATED**</span>
+
+<span class="sd">    Resolve a local or Hub path. If path exists locally it just returns the input, otherwise tries to resolve</span>
+<span class="sd">    hub_or_local_path. If it contains the namespace (author/org) leave it as is, otherwise change to hezarai/{hub_path}</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        hub_or_local_path: Repo name or id</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        A proper pretrained path</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">logger</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span><span class="s2">&quot;`resolve_pretrained_path` is deprecated! Use the raw `hub_or_local_path`!&quot;</span><span class="p">)</span>
+    <span class="k">if</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">isdir</span><span class="p">(</span><span class="n">hub_or_local_path</span><span class="p">):</span>
+        <span class="k">return</span> <span class="n">hub_or_local_path</span>
+    <span class="n">repo_id</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">HEZAR_HUB_ID</span><span class="si">}</span><span class="s2">/</span><span class="si">{</span><span class="n">hub_or_local_path</span><span class="si">}</span><span class="s2">&quot;</span> <span class="k">if</span> <span class="s2">&quot;/&quot;</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">hub_or_local_path</span> <span class="k">else</span> <span class="n">hub_or_local_path</span>
+    <span class="k">return</span> <span class="n">repo_id</span></div>
+
+
+
+<div class="viewcode-block" id="get_local_cache_path">
+<a class="viewcode-back" href="../../../source/hezar.utils.hub_utils.html#hezar.utils.hub_utils.get_local_cache_path">[docs]</a>
+<span class="k">def</span> <span class="nf">get_local_cache_path</span><span class="p">(</span><span class="n">repo_id</span><span class="p">,</span> <span class="n">repo_type</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Given the hub path and repo type, configure the local path to save everything e.g, ~/.hezar/models/&lt;repo_name&gt;</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        repo_id: Repo name or id</span>
+<span class="sd">        repo_type: Repo type e.g, model, dataset, etc</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        Path to local cache directory</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">repo_owner</span><span class="p">,</span> <span class="n">repo_name</span> <span class="o">=</span> <span class="n">repo_id</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;/&quot;</span><span class="p">)</span>
+    <span class="n">cache_path</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">HEZAR_CACHE_DIR</span><span class="si">}</span><span class="s2">/</span><span class="si">{</span><span class="n">repo_type</span><span class="si">}</span><span class="s2">s--</span><span class="si">{</span><span class="n">repo_owner</span><span class="si">}</span><span class="s2">--</span><span class="si">{</span><span class="n">repo_name</span><span class="si">}</span><span class="s2">&quot;</span>
+    <span class="k">return</span> <span class="n">cache_path</span></div>
+
+
+
+<div class="viewcode-block" id="exists_in_cache">
+<a class="viewcode-back" href="../../../source/hezar.utils.hub_utils.html#hezar.utils.hub_utils.exists_in_cache">[docs]</a>
+<span class="k">def</span> <span class="nf">exists_in_cache</span><span class="p">(</span><span class="n">hub_path</span><span class="p">,</span> <span class="n">repo_type</span><span class="o">=</span><span class="s2">&quot;model&quot;</span><span class="p">):</span>
+    <span class="n">cache_path</span> <span class="o">=</span> <span class="n">get_local_cache_path</span><span class="p">(</span><span class="n">hub_path</span><span class="p">,</span> <span class="n">repo_type</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="n">cache_path</span><span class="p">)</span></div>
+
+
+
+<div class="viewcode-block" id="exists_on_hub">
+<a class="viewcode-back" href="../../../source/hezar.utils.hub_utils.html#hezar.utils.hub_utils.exists_on_hub">[docs]</a>
+<span class="k">def</span> <span class="nf">exists_on_hub</span><span class="p">(</span><span class="n">hub_path</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">repo_type</span><span class="o">=</span><span class="s2">&quot;model&quot;</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Determine whether the repo exists on the hub or not</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        hub_path: Repo name or id</span>
+<span class="sd">        repo_type: Repo type like model, dataset, etc.</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        True or False</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">author</span><span class="p">,</span> <span class="n">repo_name</span> <span class="o">=</span> <span class="n">hub_path</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;/&quot;</span><span class="p">)</span>
+    <span class="n">api</span> <span class="o">=</span> <span class="n">HfApi</span><span class="p">()</span>
+    <span class="k">if</span> <span class="n">repo_type</span> <span class="o">==</span> <span class="s2">&quot;model&quot;</span><span class="p">:</span>
+        <span class="n">paths</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">iter</span><span class="p">(</span><span class="n">api</span><span class="o">.</span><span class="n">list_models</span><span class="p">(</span><span class="n">author</span><span class="o">=</span><span class="n">author</span><span class="p">)))</span>
+    <span class="k">elif</span> <span class="n">repo_type</span> <span class="o">==</span> <span class="s2">&quot;dataset&quot;</span><span class="p">:</span>
+        <span class="n">paths</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">iter</span><span class="p">(</span><span class="n">api</span><span class="o">.</span><span class="n">list_datasets</span><span class="p">(</span><span class="n">author</span><span class="o">=</span><span class="n">author</span><span class="p">)))</span>
+    <span class="k">elif</span> <span class="n">repo_type</span> <span class="o">==</span> <span class="s2">&quot;space&quot;</span><span class="p">:</span>
+        <span class="n">paths</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">iter</span><span class="p">(</span><span class="n">api</span><span class="o">.</span><span class="n">list_spaces</span><span class="p">(</span><span class="n">author</span><span class="o">=</span><span class="n">author</span><span class="p">)))</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Unknown type: </span><span class="si">{</span><span class="n">repo_type</span><span class="si">}</span><span class="s2">! Use `model`, `dataset`, `space`, etc.&quot;</span><span class="p">)</span>
+
+    <span class="k">return</span> <span class="n">hub_path</span> <span class="ow">in</span> <span class="p">[</span><span class="n">path</span><span class="o">.</span><span class="n">id</span> <span class="k">for</span> <span class="n">path</span> <span class="ow">in</span> <span class="n">paths</span><span class="p">]</span></div>
+
+
+
+<div class="viewcode-block" id="clone_repo">
+<a class="viewcode-back" href="../../../source/hezar.utils.hub_utils.html#hezar.utils.hub_utils.clone_repo">[docs]</a>
+<span class="k">def</span> <span class="nf">clone_repo</span><span class="p">(</span><span class="n">repo_id</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">save_path</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Clone a repo on the hub to local directory</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        repo_id: Repo name or id</span>
+<span class="sd">        save_path: Path to clone the repo to</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        the local path to the repo</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">repo</span> <span class="o">=</span> <span class="n">Repository</span><span class="p">(</span><span class="n">local_dir</span><span class="o">=</span><span class="n">save_path</span><span class="p">,</span> <span class="n">clone_from</span><span class="o">=</span><span class="n">repo_id</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">repo</span><span class="o">.</span><span class="n">local_dir</span></div>
+
+
+
+<div class="viewcode-block" id="list_repo_files">
+<a class="viewcode-back" href="../../../source/hezar.utils.hub_utils.html#hezar.utils.hub_utils.list_repo_files">[docs]</a>
+<span class="k">def</span> <span class="nf">list_repo_files</span><span class="p">(</span><span class="n">hub_or_local_path</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">subfolder</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    List all files in a Hub or local model repo</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        hub_or_local_path: Path to hub or local repo</span>
+<span class="sd">        subfolder: Optional subfolder path</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        A list of all file names</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">if</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">isdir</span><span class="p">(</span><span class="n">hub_or_local_path</span><span class="p">):</span>
+        <span class="n">files_itr</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">walk</span><span class="p">(</span><span class="n">hub_or_local_path</span><span class="p">)</span>
+        <span class="n">files</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">r</span><span class="p">,</span> <span class="n">d</span><span class="p">,</span> <span class="n">f</span> <span class="ow">in</span> <span class="n">files_itr</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">r</span> <span class="o">==</span> <span class="n">hub_or_local_path</span><span class="p">:</span>
+                <span class="n">files</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">f</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                    <span class="n">files</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">r</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">hub_or_local_path</span><span class="si">}</span><span class="s1">/&#39;</span><span class="p">,</span><span class="w"> </span><span class="s1">&#39;&#39;</span><span class="p">)</span><span class="si">}</span><span class="s2">/</span><span class="si">{</span><span class="n">x</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">files</span> <span class="o">=</span> <span class="n">HfApi</span><span class="p">()</span><span class="o">.</span><span class="n">list_repo_files</span><span class="p">(</span><span class="n">hub_or_local_path</span><span class="p">,</span> <span class="n">repo_type</span><span class="o">=</span><span class="nb">str</span><span class="p">(</span><span class="n">RepoType</span><span class="o">.</span><span class="n">MODEL</span><span class="p">))</span>
+
+    <span class="k">if</span> <span class="n">subfolder</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="n">files</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">subfolder</span><span class="si">}</span><span class="s2">/&quot;</span><span class="p">,</span> <span class="s2">&quot;&quot;</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">files</span> <span class="k">if</span> <span class="n">subfolder</span> <span class="ow">in</span> <span class="n">x</span><span class="p">]</span>
+
+    <span class="k">return</span> <span class="n">files</span></div>
+
+
+
+<div class="viewcode-block" id="get_state_dict_from_hub">
+<a class="viewcode-back" href="../../../source/hezar.utils.hub_utils.html#hezar.utils.hub_utils.get_state_dict_from_hub">[docs]</a>
+<span class="k">def</span> <span class="nf">get_state_dict_from_hub</span><span class="p">(</span><span class="n">hub_id</span><span class="p">,</span> <span class="n">filename</span><span class="p">,</span> <span class="n">subfolder</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Load a state dict from a repo on the HF Hub. Works on any repo no matter the library.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        hub_id: Path to repo id</span>
+<span class="sd">        filename: Weights file name</span>
+<span class="sd">        subfolder: Optional subfolder in the repo</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        A PyTorch state dict obj</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="kn">import</span> <span class="nn">torch</span>
+
+    <span class="n">api</span> <span class="o">=</span> <span class="n">HfApi</span><span class="p">()</span>
+
+    <span class="n">subfolder</span> <span class="o">=</span> <span class="n">subfolder</span> <span class="ow">or</span> <span class="s2">&quot;&quot;</span>
+
+    <span class="c1"># Download or load the cached file</span>
+    <span class="n">weights_file</span> <span class="o">=</span> <span class="n">api</span><span class="o">.</span><span class="n">hf_hub_download</span><span class="p">(</span>
+        <span class="n">repo_id</span><span class="o">=</span><span class="n">hub_id</span><span class="p">,</span>
+        <span class="n">filename</span><span class="o">=</span><span class="n">filename</span><span class="p">,</span>
+        <span class="n">subfolder</span><span class="o">=</span><span class="n">subfolder</span><span class="p">,</span>
+        <span class="n">cache_dir</span><span class="o">=</span><span class="n">HEZAR_CACHE_DIR</span><span class="p">,</span>
+    <span class="p">)</span>
+
+    <span class="n">state_dict</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">weights_file</span><span class="p">)</span>
+
+    <span class="k">return</span> <span class="n">state_dict</span></div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          
+          
+        </div>
+        <div class="bottom-of-page">
+          <div class="left-details">
+            <div class="copyright">
+                Copyright &#169; 2023, Hezar AI Team &amp; contributors
+            </div>
+            Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
+            
+            <a href="https://github.com/pradyunsg/furo">Furo</a>
+            
+          </div>
+          <div class="right-details">
+            <div class="icons">
+              <a class="muted-link " href="https://github.com/hezarai/hezar" aria-label="GitHub"><i class="fa-brands fa-github fa-2x" style="color: #343d4c;"></i></a>
+              <a class="muted-link " href="https://t.me/hezarai" aria-label="Telegram"><i class="fa-brands fa-telegram fa-2x" style="color: #229ed9;"></i></a>
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+              
+            </div>
+          </div>
+        </div>
+        
+      </footer>
+    </div>
+    <aside class="toc-drawer no-toc">
+      
+      
+      
+    </aside>
+  </div>
+</div><script src="../../../_static/documentation_options.js?v=5929fcd5"></script>
+    <script src="../../../_static/doctools.js?v=888ff710"></script>
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+</html>
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diff --git a/_modules/hezar/utils/image_utils.html b/_modules/hezar/utils/image_utils.html
new file mode 100644
index 00000000..ccc72228
--- /dev/null
+++ b/_modules/hezar/utils/image_utils.html
@@ -0,0 +1,757 @@
+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../../../">
+  <head><meta charset="utf-8"/>
+    <meta name="viewport" content="width=device-width,initial-scale=1"/>
+    <meta name="color-scheme" content="light dark"><link rel="index" title="Index" href="../../../genindex.html" /><link rel="search" title="Search" href="../../../search.html" />
+
+    <link rel="shortcut icon" href="../../../_static/hezar_logo.svg"/><!-- Generated with Sphinx 7.2.6 and Furo 2023.09.10 -->
+        <title>hezar.utils.image_utils - Hezar Documentation</title>
+      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=83e35b93" />
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
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+          <h1>Source code for hezar.utils.image_utils</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span>
+
+<span class="kn">from</span> <span class="nn">io</span> <span class="kn">import</span> <span class="n">BytesIO</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Iterable</span><span class="p">,</span> <span class="n">Tuple</span>
+
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">import</span> <span class="nn">requests</span>
+<span class="kn">import</span> <span class="nn">torch</span>
+
+<span class="kn">from</span> <span class="nn">..constants</span> <span class="kn">import</span> <span class="n">Backends</span><span class="p">,</span> <span class="n">ChannelsAxisSide</span><span class="p">,</span> <span class="n">ImageType</span>
+<span class="kn">from</span> <span class="nn">.common_utils</span> <span class="kn">import</span> <span class="n">is_url</span>
+<span class="kn">from</span> <span class="nn">.integration_utils</span> <span class="kn">import</span> <span class="n">is_backend_available</span>
+<span class="kn">from</span> <span class="nn">.logging</span> <span class="kn">import</span> <span class="n">Logger</span>
+
+
+<span class="n">logger</span> <span class="o">=</span> <span class="n">Logger</span><span class="p">(</span><span class="vm">__name__</span><span class="p">)</span>
+
+<span class="k">if</span> <span class="n">is_backend_available</span><span class="p">(</span><span class="n">Backends</span><span class="o">.</span><span class="n">PILLOW</span><span class="p">):</span>
+    <span class="kn">from</span> <span class="nn">PIL</span> <span class="kn">import</span> <span class="n">Image</span>
+
+<span class="n">__all__</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="s2">&quot;convert_image_type&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;normalize_image&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;load_image&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;show_image&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;rescale_image&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;resize_image&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;mirror_image&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;gray_scale_image&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;find_channels_axis_side&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;transpose_channels_axis_side&quot;</span><span class="p">,</span>
+<span class="p">]</span>
+
+
+<span class="k">def</span> <span class="nf">verify_image_dims</span><span class="p">(</span><span class="n">image</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">):</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">image</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span> <span class="ow">not</span> <span class="ow">in</span> <span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">):</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Image input must be a numpy array of size 2 or 3! Got </span><span class="si">{</span><span class="n">image</span><span class="o">.</span><span class="n">shape</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+
+
+<div class="viewcode-block" id="convert_image_type">
+<a class="viewcode-back" href="../../../source/hezar.utils.image_utils.html#hezar.utils.image_utils.convert_image_type">[docs]</a>
+<span class="k">def</span> <span class="nf">convert_image_type</span><span class="p">(</span>
+    <span class="n">image</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span> <span class="o">|</span> <span class="s2">&quot;Image&quot;</span> <span class="o">|</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">,</span>
+    <span class="n">target_type</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">ImageType</span> <span class="o">=</span> <span class="n">ImageType</span><span class="o">.</span><span class="n">NUMPY</span><span class="p">,</span>
+<span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Convert image lib type. Supports numpy array, pillow image and torch tensor.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">Image</span><span class="o">.</span><span class="n">Image</span><span class="p">):</span>
+        <span class="k">if</span> <span class="n">image</span><span class="o">.</span><span class="n">mode</span> <span class="o">==</span> <span class="s2">&quot;L&quot;</span><span class="p">:</span>
+            <span class="n">image</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">image</span><span class="p">)</span>
+            <span class="n">image</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">expand_dims</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">image</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">image</span><span class="p">)</span>
+    <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">):</span>
+        <span class="n">image</span> <span class="o">=</span> <span class="n">image</span><span class="o">.</span><span class="n">cpu</span><span class="p">()</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span>
+
+    <span class="n">verify_image_dims</span><span class="p">(</span><span class="n">image</span><span class="p">)</span>
+
+    <span class="k">if</span> <span class="n">target_type</span> <span class="o">==</span> <span class="n">ImageType</span><span class="o">.</span><span class="n">PILLOW</span><span class="p">:</span>
+        <span class="c1"># transpose channels to the last axis since pillow cannot handle it otherwise</span>
+        <span class="k">if</span> <span class="n">find_channels_axis_side</span><span class="p">(</span><span class="n">image</span><span class="p">)</span> <span class="o">==</span> <span class="n">ChannelsAxisSide</span><span class="o">.</span><span class="n">FIRST</span><span class="p">:</span>
+            <span class="n">image</span> <span class="o">=</span> <span class="n">transpose_channels_axis_side</span><span class="p">(</span>
+                <span class="n">image</span><span class="p">,</span>
+                <span class="n">axis_side</span><span class="o">=</span><span class="n">ChannelsAxisSide</span><span class="o">.</span><span class="n">LAST</span><span class="p">,</span>
+                <span class="n">src_axis_side</span><span class="o">=</span><span class="n">ChannelsAxisSide</span><span class="o">.</span><span class="n">FIRST</span><span class="p">,</span>
+            <span class="p">)</span>
+        <span class="n">num_channels</span> <span class="o">=</span> <span class="n">image</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">if</span> <span class="n">find_channels_axis_side</span><span class="p">(</span><span class="n">image</span><span class="p">)</span> <span class="o">==</span> <span class="n">ChannelsAxisSide</span><span class="o">.</span><span class="n">FIRST</span> <span class="k">else</span> <span class="n">image</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+        <span class="k">if</span> <span class="n">num_channels</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+            <span class="n">image</span> <span class="o">=</span> <span class="n">image</span><span class="p">[:,</span> <span class="p">:,</span> <span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+            <span class="n">image</span> <span class="o">=</span> <span class="n">Image</span><span class="o">.</span><span class="n">fromarray</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="s2">&quot;L&quot;</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">image</span> <span class="o">=</span> <span class="n">Image</span><span class="o">.</span><span class="n">fromarray</span><span class="p">(</span><span class="n">image</span><span class="p">)</span>
+    <span class="k">elif</span> <span class="n">target_type</span> <span class="o">==</span> <span class="n">ImageType</span><span class="o">.</span><span class="n">TORCH</span><span class="p">:</span>
+        <span class="n">image</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">image</span><span class="p">)</span>
+
+    <span class="k">return</span> <span class="n">image</span></div>
+
+
+
+<div class="viewcode-block" id="load_image">
+<a class="viewcode-back" href="../../../source/hezar.utils.image_utils.html#hezar.utils.image_utils.load_image">[docs]</a>
+<span class="k">def</span> <span class="nf">load_image</span><span class="p">(</span><span class="n">path</span><span class="p">,</span> <span class="n">return_type</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">ImageType</span> <span class="o">=</span> <span class="n">ImageType</span><span class="o">.</span><span class="n">PILLOW</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Load an image file to a desired return format</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        path: Path to image file</span>
+<span class="sd">        return_type: Image output type (&quot;pillow&quot;, &quot;numpy&quot;, &quot;torch&quot;)</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        The desired output image of type `PIL.Image` or `numpy.ndarray` or `torch.Tensor`</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">if</span> <span class="n">is_url</span><span class="p">(</span><span class="n">path</span><span class="p">):</span>
+        <span class="n">pil_image</span> <span class="o">=</span> <span class="n">Image</span><span class="o">.</span><span class="n">open</span><span class="p">(</span><span class="n">BytesIO</span><span class="p">(</span><span class="n">requests</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">path</span><span class="p">)</span><span class="o">.</span><span class="n">content</span><span class="p">))</span><span class="o">.</span><span class="n">convert</span><span class="p">(</span><span class="s2">&quot;RGB&quot;</span><span class="p">)</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">pil_image</span> <span class="o">=</span> <span class="n">Image</span><span class="o">.</span><span class="n">open</span><span class="p">(</span><span class="n">path</span><span class="p">)</span><span class="o">.</span><span class="n">convert</span><span class="p">(</span><span class="s2">&quot;RGB&quot;</span><span class="p">)</span>
+    <span class="n">converted_image</span> <span class="o">=</span> <span class="n">convert_image_type</span><span class="p">(</span><span class="n">pil_image</span><span class="p">,</span> <span class="n">return_type</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">converted_image</span></div>
+
+
+
+<div class="viewcode-block" id="show_image">
+<a class="viewcode-back" href="../../../source/hezar.utils.image_utils.html#hezar.utils.image_utils.show_image">[docs]</a>
+<span class="k">def</span> <span class="nf">show_image</span><span class="p">(</span><span class="n">image</span><span class="p">:</span> <span class="s2">&quot;Image&quot;</span> <span class="o">|</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span> <span class="o">|</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">,</span> <span class="n">title</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;Image&quot;</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Given any type of input image (PIL, numpy, torch), show the image in a window</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        image: Input image of types PIL.Image, numpy.ndarray or torch.Tensor</span>
+<span class="sd">        title: Optional title for the preview window</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">pil_image</span> <span class="o">=</span> <span class="n">convert_image_type</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">ImageType</span><span class="o">.</span><span class="n">PILLOW</span><span class="p">)</span>
+    <span class="n">pil_image</span><span class="o">.</span><span class="n">show</span><span class="p">(</span><span class="n">title</span><span class="o">=</span><span class="n">title</span><span class="p">)</span></div>
+
+
+
+<div class="viewcode-block" id="rescale_image">
+<a class="viewcode-back" href="../../../source/hezar.utils.image_utils.html#hezar.utils.image_utils.rescale_image">[docs]</a>
+<span class="k">def</span> <span class="nf">rescale_image</span><span class="p">(</span><span class="n">image</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">,</span> <span class="n">scale</span><span class="p">:</span> <span class="nb">float</span><span class="p">):</span>
+    <span class="n">verify_image_dims</span><span class="p">(</span><span class="n">image</span><span class="p">)</span>
+    <span class="n">image</span> <span class="o">=</span> <span class="n">image</span> <span class="o">*</span> <span class="n">scale</span>
+    <span class="k">return</span> <span class="n">image</span></div>
+
+
+
+<div class="viewcode-block" id="resize_image">
+<a class="viewcode-back" href="../../../source/hezar.utils.image_utils.html#hezar.utils.image_utils.resize_image">[docs]</a>
+<span class="k">def</span> <span class="nf">resize_image</span><span class="p">(</span>
+    <span class="n">image</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">,</span>
+    <span class="n">size</span><span class="p">:</span> <span class="n">Tuple</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">],</span>
+    <span class="n">resample</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+    <span class="n">reducing_gap</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+    <span class="n">return_type</span><span class="p">:</span> <span class="n">ImageType</span> <span class="o">=</span> <span class="n">ImageType</span><span class="o">.</span><span class="n">NUMPY</span><span class="p">,</span>
+<span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Resize a numpy array image (actually uses pillow PIL.Image.resize(...))</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        image: Numpy image</span>
+<span class="sd">        size: A tuple of (width, height)</span>
+<span class="sd">        resample: Resampling filter (refer to PIL.Image.Resampling) for possible values</span>
+<span class="sd">        reducing_gap: Optimization method for resizing based on reducing times</span>
+<span class="sd">        return_type: Return type of the image (numpy, torch, pillow)</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        The resized image</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">verify_image_dims</span><span class="p">(</span><span class="n">image</span><span class="p">)</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">size</span><span class="p">)</span> <span class="o">!=</span> <span class="mi">2</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;The value of `size` must be a 2-sized tuple! Got length </span><span class="si">{</span><span class="nb">len</span><span class="p">(</span><span class="n">size</span><span class="p">)</span><span class="si">}</span><span class="s2">(`</span><span class="si">{</span><span class="n">size</span><span class="si">}</span><span class="s2">`)&quot;</span><span class="p">)</span>
+    <span class="n">pil_image</span> <span class="o">=</span> <span class="n">convert_image_type</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">ImageType</span><span class="o">.</span><span class="n">PILLOW</span><span class="p">)</span>
+    <span class="n">pil_image</span> <span class="o">=</span> <span class="n">pil_image</span><span class="o">.</span><span class="n">resize</span><span class="p">(</span><span class="n">size</span><span class="p">,</span> <span class="n">resample</span><span class="o">=</span><span class="n">resample</span><span class="p">,</span> <span class="n">reducing_gap</span><span class="o">=</span><span class="n">reducing_gap</span><span class="p">)</span>
+    <span class="n">np_image</span> <span class="o">=</span> <span class="n">convert_image_type</span><span class="p">(</span><span class="n">pil_image</span><span class="p">,</span> <span class="n">return_type</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">np_image</span></div>
+
+
+
+<div class="viewcode-block" id="mirror_image">
+<a class="viewcode-back" href="../../../source/hezar.utils.image_utils.html#hezar.utils.image_utils.mirror_image">[docs]</a>
+<span class="k">def</span> <span class="nf">mirror_image</span><span class="p">(</span><span class="n">image</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">,</span> <span class="n">return_type</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">ImageType</span> <span class="o">=</span> <span class="n">ImageType</span><span class="o">.</span><span class="n">NUMPY</span><span class="p">):</span>
+    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">):</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;image must be a numpy array&quot;</span><span class="p">)</span>
+
+    <span class="n">verify_image_dims</span><span class="p">(</span><span class="n">image</span><span class="p">)</span>
+
+    <span class="n">pil_image</span> <span class="o">=</span> <span class="n">convert_image_type</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">ImageType</span><span class="o">.</span><span class="n">PILLOW</span><span class="p">)</span>
+    <span class="n">pil_image</span> <span class="o">=</span> <span class="n">pil_image</span><span class="o">.</span><span class="n">transpose</span><span class="p">(</span><span class="n">Image</span><span class="o">.</span><span class="n">FLIP_LEFT_RIGHT</span><span class="p">)</span>
+    <span class="n">final_image</span> <span class="o">=</span> <span class="n">convert_image_type</span><span class="p">(</span><span class="n">pil_image</span><span class="p">,</span> <span class="n">return_type</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">final_image</span></div>
+
+
+
+<div class="viewcode-block" id="gray_scale_image">
+<a class="viewcode-back" href="../../../source/hezar.utils.image_utils.html#hezar.utils.image_utils.gray_scale_image">[docs]</a>
+<span class="k">def</span> <span class="nf">gray_scale_image</span><span class="p">(</span><span class="n">image</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">,</span> <span class="n">return_type</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">ImageType</span> <span class="o">=</span> <span class="n">ImageType</span><span class="o">.</span><span class="n">NUMPY</span><span class="p">):</span>
+    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">):</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;image must be a numpy array&quot;</span><span class="p">)</span>
+
+    <span class="n">verify_image_dims</span><span class="p">(</span><span class="n">image</span><span class="p">)</span>
+
+    <span class="n">pil_image</span> <span class="o">=</span> <span class="n">convert_image_type</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">ImageType</span><span class="o">.</span><span class="n">PILLOW</span><span class="p">)</span>
+    <span class="n">pil_image</span> <span class="o">=</span> <span class="n">pil_image</span><span class="o">.</span><span class="n">convert</span><span class="p">(</span><span class="s2">&quot;L&quot;</span><span class="p">)</span>
+    <span class="n">np_image</span> <span class="o">=</span> <span class="n">convert_image_type</span><span class="p">(</span><span class="n">pil_image</span><span class="p">,</span> <span class="n">ImageType</span><span class="o">.</span><span class="n">NUMPY</span><span class="p">)</span>
+    <span class="n">final_image</span> <span class="o">=</span> <span class="n">convert_image_type</span><span class="p">(</span><span class="n">np_image</span><span class="p">,</span> <span class="n">target_type</span><span class="o">=</span><span class="n">return_type</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">final_image</span></div>
+
+
+
+<div class="viewcode-block" id="normalize_image">
+<a class="viewcode-back" href="../../../source/hezar.utils.image_utils.html#hezar.utils.image_utils.normalize_image">[docs]</a>
+<span class="k">def</span> <span class="nf">normalize_image</span><span class="p">(</span>
+    <span class="n">image</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">,</span>
+    <span class="n">mean</span><span class="p">:</span> <span class="nb">float</span> <span class="o">|</span> <span class="n">Iterable</span><span class="p">[</span><span class="nb">float</span><span class="p">],</span>
+    <span class="n">std</span><span class="p">:</span>  <span class="nb">float</span> <span class="o">|</span> <span class="n">Iterable</span><span class="p">[</span><span class="nb">float</span><span class="p">],</span>
+    <span class="n">channel_axis</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">ChannelsAxisSide</span> <span class="o">=</span> <span class="s2">&quot;first&quot;</span><span class="p">,</span>
+<span class="p">):</span>
+    <span class="n">verify_image_dims</span><span class="p">(</span><span class="n">image</span><span class="p">)</span>
+
+    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">):</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;image must be a numpy array&quot;</span><span class="p">)</span>
+
+    <span class="n">num_channels</span> <span class="o">=</span> <span class="n">image</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span> <span class="k">if</span> <span class="n">channel_axis</span> <span class="o">==</span> <span class="n">ChannelsAxisSide</span><span class="o">.</span><span class="n">FIRST</span> <span class="k">else</span> <span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+
+    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">mean</span><span class="p">,</span> <span class="n">Iterable</span><span class="p">):</span>
+        <span class="n">mean</span> <span class="o">=</span> <span class="p">[</span><span class="n">mean</span><span class="p">]</span> <span class="o">*</span> <span class="n">num_channels</span>
+    <span class="n">mean</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">mean</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">image</span><span class="o">.</span><span class="n">dtype</span><span class="p">)</span>
+
+    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">std</span><span class="p">,</span> <span class="n">Iterable</span><span class="p">):</span>
+        <span class="n">std</span> <span class="o">=</span> <span class="p">[</span><span class="n">std</span><span class="p">]</span> <span class="o">*</span> <span class="n">num_channels</span>
+    <span class="n">std</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">std</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">image</span><span class="o">.</span><span class="n">dtype</span><span class="p">)</span>
+
+    <span class="k">if</span> <span class="n">channel_axis</span> <span class="o">==</span> <span class="n">ChannelsAxisSide</span><span class="o">.</span><span class="n">LAST</span><span class="p">:</span>
+        <span class="n">image</span> <span class="o">=</span> <span class="p">(</span><span class="n">image</span> <span class="o">-</span> <span class="n">mean</span><span class="p">)</span> <span class="o">/</span> <span class="n">std</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">image</span> <span class="o">=</span> <span class="p">((</span><span class="n">image</span><span class="o">.</span><span class="n">T</span> <span class="o">-</span> <span class="n">mean</span><span class="p">)</span> <span class="o">/</span> <span class="n">std</span><span class="p">)</span><span class="o">.</span><span class="n">T</span>
+
+    <span class="k">return</span> <span class="n">image</span></div>
+
+
+
+<div class="viewcode-block" id="find_channels_axis_side">
+<a class="viewcode-back" href="../../../source/hezar.utils.image_utils.html#hezar.utils.image_utils.find_channels_axis_side">[docs]</a>
+<span class="k">def</span> <span class="nf">find_channels_axis_side</span><span class="p">(</span><span class="n">image</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">,</span> <span class="n">num_channels</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span><span class="p">):</span>
+    <span class="n">valid_num_channels</span> <span class="o">=</span> <span class="p">(</span><span class="n">num_channels</span><span class="p">,)</span> <span class="k">if</span> <span class="n">num_channels</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="k">else</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">)</span>
+    <span class="k">if</span> <span class="n">image</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="ow">in</span> <span class="n">valid_num_channels</span><span class="p">:</span>
+        <span class="k">return</span> <span class="n">ChannelsAxisSide</span><span class="o">.</span><span class="n">FIRST</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="k">return</span> <span class="n">ChannelsAxisSide</span><span class="o">.</span><span class="n">LAST</span></div>
+
+
+
+<div class="viewcode-block" id="transpose_channels_axis_side">
+<a class="viewcode-back" href="../../../source/hezar.utils.image_utils.html#hezar.utils.image_utils.transpose_channels_axis_side">[docs]</a>
+<span class="k">def</span> <span class="nf">transpose_channels_axis_side</span><span class="p">(</span>
+    <span class="n">image</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">,</span>
+    <span class="n">axis_side</span><span class="p">:</span>  <span class="nb">str</span> <span class="o">|</span> <span class="n">ChannelsAxisSide</span><span class="p">,</span>
+    <span class="n">num_channels</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+    <span class="n">src_axis_side</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">ChannelsAxisSide</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+<span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Convert an image channels axis side from (channels, ...) to (..., channels) or vise versa.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        image: Input image</span>
+<span class="sd">        axis_side: The desired axis side (can be &quot;first&quot; or &quot;last&quot;)</span>
+<span class="sd">        num_channels: The number of channels in the input image</span>
+<span class="sd">        src_axis_side: The image initial channels axis side (can be &quot;first&quot; or &quot;last&quot;)</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        The image with the converted channels axis</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">if</span> <span class="n">src_axis_side</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="n">src_axis_side</span> <span class="o">=</span> <span class="n">find_channels_axis_side</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">num_channels</span><span class="o">=</span><span class="n">num_channels</span><span class="p">)</span>
+
+    <span class="c1"># If input&#39;s channels axis side and output channels axis side are the same return the same image</span>
+    <span class="k">if</span> <span class="n">src_axis_side</span> <span class="o">==</span> <span class="n">axis_side</span><span class="p">:</span>
+        <span class="k">return</span> <span class="n">image</span>
+
+    <span class="k">if</span> <span class="n">axis_side</span> <span class="o">==</span> <span class="n">ChannelsAxisSide</span><span class="o">.</span><span class="n">FIRST</span><span class="p">:</span>
+        <span class="n">image</span> <span class="o">=</span> <span class="n">image</span><span class="o">.</span><span class="n">transpose</span><span class="p">((</span><span class="mi">2</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">))</span>
+    <span class="k">elif</span> <span class="n">axis_side</span> <span class="o">==</span> <span class="n">ChannelsAxisSide</span><span class="o">.</span><span class="n">LAST</span><span class="p">:</span>
+        <span class="n">image</span> <span class="o">=</span> <span class="n">image</span><span class="o">.</span><span class="n">transpose</span><span class="p">((</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">0</span><span class="p">))</span>
+
+    <span class="k">return</span> <span class="n">image</span></div>
+
+</pre></div>
+        </article>
+      </div>
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+        
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diff --git a/_modules/hezar/utils/integration_utils.html b/_modules/hezar/utils/integration_utils.html
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+<!doctype html>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="../../../source/hezar.builders.html">hezar.builders module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../source/hezar.configs.html">hezar.configs module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../source/hezar.constants.html">hezar.constants module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../source/hezar.registry.html">hezar.registry module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../../../contributing.html">Contributing to Hezar</a></li>
+</ul>
+
+</div>
+</div>
+
+      </div>
+      
+    </div>
+  </aside>
+  <div class="main">
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+            <div class="visually-hidden">Toggle table of contents sidebar</div>
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+          </label>
+        </div>
+        <article role="main">
+          <h1>Source code for hezar.utils.integration_utils</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span>
+
+<span class="kn">import</span> <span class="nn">importlib.util</span>
+<span class="kn">from</span> <span class="nn">importlib.metadata</span> <span class="kn">import</span> <span class="n">version</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span>
+
+<span class="kn">from</span> <span class="nn">..constants</span> <span class="kn">import</span> <span class="n">Backends</span>
+
+
+<span class="n">__all__</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="s2">&quot;is_backend_available&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;verify_dependencies&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;get_lib_version&quot;</span><span class="p">,</span>
+<span class="p">]</span>
+
+
+<div class="viewcode-block" id="is_backend_available">
+<a class="viewcode-back" href="../../../source/hezar.utils.integration_utils.html#hezar.utils.integration_utils.is_backend_available">[docs]</a>
+<span class="k">def</span> <span class="nf">is_backend_available</span><span class="p">(</span><span class="n">backend</span><span class="p">:</span> <span class="n">Backends</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Check if the backend package is installed or not</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        backend: Package name</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        Whether the package is available or not</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">return</span> <span class="n">importlib</span><span class="o">.</span><span class="n">util</span><span class="o">.</span><span class="n">find_spec</span><span class="p">(</span><span class="n">backend</span><span class="p">)</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span></div>
+
+
+
+<div class="viewcode-block" id="verify_dependencies">
+<a class="viewcode-back" href="../../../source/hezar.utils.integration_utils.html#hezar.utils.integration_utils.verify_dependencies">[docs]</a>
+<span class="k">def</span> <span class="nf">verify_dependencies</span><span class="p">(</span><span class="n">obj</span><span class="p">,</span> <span class="n">backends</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">Backends</span> <span class="o">|</span> <span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Check if all the required dependencies are installed or not.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        obj: The target object to check. (Usually `self`)</span>
+<span class="sd">        backends: A list of dependency names of type `str` or `Backends`</span>
+
+<span class="sd">    Raises:</span>
+<span class="sd">        ModuleNotFoundError</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">if</span> <span class="n">backends</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="k">return</span>
+    <span class="n">unavailable</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="k">for</span> <span class="n">backend</span> <span class="ow">in</span> <span class="n">backends</span><span class="p">:</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="n">is_backend_available</span><span class="p">(</span><span class="n">backend</span><span class="p">):</span>
+            <span class="n">unavailable</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">backend</span><span class="p">)</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">unavailable</span><span class="p">):</span>
+        <span class="k">raise</span> <span class="ne">ModuleNotFoundError</span><span class="p">(</span>
+            <span class="sa">f</span><span class="s2">&quot;`</span><span class="si">{</span><span class="n">obj</span><span class="o">.</span><span class="vm">__class__</span><span class="o">.</span><span class="vm">__name__</span><span class="si">}</span><span class="s2">` requires &quot;</span>
+            <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="sa">f</span><span class="s1">&#39;`</span><span class="si">{</span><span class="n">unavailable</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="si">}</span><span class="s1">`&#39;</span><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="nb">len</span><span class="p">(</span><span class="n">unavailable</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="n">unavailable</span><span class="si">}</span><span class="s2"> &quot;</span>
+            <span class="sa">f</span><span class="s2">&quot;which </span><span class="si">{</span><span class="s1">&#39;is&#39;</span><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="nb">len</span><span class="p">(</span><span class="n">unavailable</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="s1">&#39;are&#39;</span><span class="si">}</span><span class="s2"> not installed!&quot;</span>
+        <span class="p">)</span></div>
+
+
+
+<div class="viewcode-block" id="get_lib_version">
+<a class="viewcode-back" href="../../../source/hezar.utils.integration_utils.html#hezar.utils.integration_utils.get_lib_version">[docs]</a>
+<span class="k">def</span> <span class="nf">get_lib_version</span><span class="p">(</span><span class="n">lib</span><span class="p">:</span> <span class="nb">str</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">version</span><span class="p">(</span><span class="n">lib</span><span class="p">)</span></div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          
+          
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+        <div class="bottom-of-page">
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diff --git a/_modules/hezar/utils/logging.html b/_modules/hezar/utils/logging.html
new file mode 100644
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+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../../../">
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+
+    <link rel="shortcut icon" href="../../../_static/hezar_logo.svg"/><!-- Generated with Sphinx 7.2.6 and Furo 2023.09.10 -->
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+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.metrics.rouge.html">hezar.metrics.rouge module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.metrics.seqeval.html">hezar.metrics.seqeval module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.metrics.wer.html">hezar.metrics.wer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.models.html">hezar.models package</a><input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" role="switch" type="checkbox"/><label for="toctree-checkbox-10"><div class="visually-hidden">Toggle navigation of hezar.models package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.backbone.bert.bert.html">hezar.models.backbone.bert.bert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.backbone.bert.bert_config.html">hezar.models.backbone.bert.bert_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.backbone.distilbert.distilbert.html">hezar.models.backbone.distilbert.distilbert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
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+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="../../../source/hezar.builders.html">hezar.builders module</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../../../source/hezar.registry.html">hezar.registry module</a></li>
+</ul>
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+</ul>
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+            <i class="icon"><svg><use href="#svg-toc"></use></svg></i>
+          </label>
+        </div>
+        <article role="main">
+          <h1>Source code for hezar.utils.logging</h1><div class="highlight"><pre>
+<span></span><span class="kn">import</span> <span class="nn">logging</span>
+
+
+<span class="n">__all__</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;Logger&quot;</span><span class="p">]</span>
+
+
+<div class="viewcode-block" id="Logger">
+<a class="viewcode-back" href="../../../source/hezar.utils.logging.html#hezar.utils.logging.Logger">[docs]</a>
+<span class="k">class</span> <span class="nc">Logger</span><span class="p">(</span><span class="n">logging</span><span class="o">.</span><span class="n">Logger</span><span class="p">):</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">level</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">fmt</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+        <span class="n">fmt</span> <span class="o">=</span> <span class="n">fmt</span> <span class="ow">or</span> <span class="s2">&quot;Hezar (</span><span class="si">%(levelname)s</span><span class="s2">): </span><span class="si">%(message)s</span><span class="s2">&quot;</span>
+        <span class="n">level</span> <span class="o">=</span> <span class="n">level</span> <span class="ow">or</span> <span class="s2">&quot;INFO&quot;</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="n">level</span><span class="p">)</span>
+        <span class="n">handler</span> <span class="o">=</span> <span class="n">logging</span><span class="o">.</span><span class="n">StreamHandler</span><span class="p">()</span>
+        <span class="n">formatter</span> <span class="o">=</span> <span class="n">logging</span><span class="o">.</span><span class="n">Formatter</span><span class="p">(</span><span class="n">fmt</span><span class="p">)</span>
+        <span class="n">handler</span><span class="o">.</span><span class="n">setFormatter</span><span class="p">(</span><span class="n">formatter</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">addHandler</span><span class="p">(</span><span class="n">handler</span><span class="p">)</span>
+
+<div class="viewcode-block" id="Logger.log_upload_success">
+<a class="viewcode-back" href="../../../source/hezar.utils.logging.html#hezar.utils.logging.Logger.log_upload_success">[docs]</a>
+    <span class="k">def</span> <span class="nf">log_upload_success</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">target_path</span><span class="p">:</span> <span class="nb">str</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Log (info) success info when the file(s) upload is done.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Uploaded: `</span><span class="si">{</span><span class="n">name</span><span class="si">}</span><span class="s2">` --&gt; `</span><span class="si">{</span><span class="n">target_path</span><span class="si">}</span><span class="s2">`&quot;</span><span class="p">)</span></div>
+</div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          
+          
+        </div>
+        <div class="bottom-of-page">
+          <div class="left-details">
+            <div class="copyright">
+                Copyright &#169; 2023, Hezar AI Team &amp; contributors
+            </div>
+            Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
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\ No newline at end of file
diff --git a/_modules/hezar/utils/registry_utils.html b/_modules/hezar/utils/registry_utils.html
new file mode 100644
index 00000000..97077c1c
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+    <link rel="shortcut icon" href="../../../_static/hezar_logo.svg"/><!-- Generated with Sphinx 7.2.6 and Furo 2023.09.10 -->
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../../../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../../../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../../../source/hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../source/hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="../../../source/hezar.builders.html">hezar.builders module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../source/hezar.configs.html">hezar.configs module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../source/hezar.constants.html">hezar.constants module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../../../source/hezar.registry.html">hezar.registry module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../../../contributing.html">Contributing to Hezar</a></li>
+</ul>
+
+</div>
+</div>
+
+      </div>
+      
+    </div>
+  </aside>
+  <div class="main">
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+      <div class="article-container">
+        <a href="#" class="back-to-top muted-link">
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+            <div class="visually-hidden">Toggle table of contents sidebar</div>
+            <i class="icon"><svg><use href="#svg-toc"></use></svg></i>
+          </label>
+        </div>
+        <article role="main">
+          <h1>Source code for hezar.utils.registry_utils</h1><div class="highlight"><pre>
+<span></span><span class="kn">from</span> <span class="nn">..constants</span> <span class="kn">import</span> <span class="n">RegistryType</span>
+<span class="kn">from</span> <span class="nn">.common_utils</span> <span class="kn">import</span> <span class="n">snake_case</span>
+
+
+<span class="n">__all__</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="s2">&quot;list_available_models&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;list_available_preprocessors&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;list_available_datasets&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;list_available_metrics&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;list_available_embeddings&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;get_registry_point&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;get_module_class&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;get_module_config_class&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;get_registry_key_by_module_class&quot;</span><span class="p">,</span>
+<span class="p">]</span>
+
+
+<div class="viewcode-block" id="list_available_models">
+<a class="viewcode-back" href="../../../source/hezar.utils.registry_utils.html#hezar.utils.registry_utils.list_available_models">[docs]</a>
+<span class="k">def</span> <span class="nf">list_available_models</span><span class="p">():</span>
+    <span class="n">registry</span> <span class="o">=</span> <span class="n">_get_registry_from_type</span><span class="p">(</span><span class="n">RegistryType</span><span class="o">.</span><span class="n">MODEL</span><span class="p">)</span>
+
+    <span class="k">return</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">registry</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span></div>
+
+
+
+<div class="viewcode-block" id="list_available_preprocessors">
+<a class="viewcode-back" href="../../../source/hezar.utils.registry_utils.html#hezar.utils.registry_utils.list_available_preprocessors">[docs]</a>
+<span class="k">def</span> <span class="nf">list_available_preprocessors</span><span class="p">():</span>
+    <span class="n">registry</span> <span class="o">=</span> <span class="n">_get_registry_from_type</span><span class="p">(</span><span class="n">RegistryType</span><span class="o">.</span><span class="n">PREPROCESSOR</span><span class="p">)</span>
+
+    <span class="k">return</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">registry</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span></div>
+
+
+
+<div class="viewcode-block" id="list_available_datasets">
+<a class="viewcode-back" href="../../../source/hezar.utils.registry_utils.html#hezar.utils.registry_utils.list_available_datasets">[docs]</a>
+<span class="k">def</span> <span class="nf">list_available_datasets</span><span class="p">():</span>
+    <span class="n">registry</span> <span class="o">=</span> <span class="n">_get_registry_from_type</span><span class="p">(</span><span class="n">RegistryType</span><span class="o">.</span><span class="n">DATASET</span><span class="p">)</span>
+
+    <span class="k">return</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">registry</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span></div>
+
+
+
+<div class="viewcode-block" id="list_available_metrics">
+<a class="viewcode-back" href="../../../source/hezar.utils.registry_utils.html#hezar.utils.registry_utils.list_available_metrics">[docs]</a>
+<span class="k">def</span> <span class="nf">list_available_metrics</span><span class="p">():</span>
+    <span class="n">registry</span> <span class="o">=</span> <span class="n">_get_registry_from_type</span><span class="p">(</span><span class="n">RegistryType</span><span class="o">.</span><span class="n">METRIC</span><span class="p">)</span>
+
+    <span class="k">return</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">registry</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span></div>
+
+
+
+<div class="viewcode-block" id="list_available_embeddings">
+<a class="viewcode-back" href="../../../source/hezar.utils.registry_utils.html#hezar.utils.registry_utils.list_available_embeddings">[docs]</a>
+<span class="k">def</span> <span class="nf">list_available_embeddings</span><span class="p">():</span>
+    <span class="n">registry</span> <span class="o">=</span> <span class="n">_get_registry_from_type</span><span class="p">(</span><span class="n">RegistryType</span><span class="o">.</span><span class="n">EMBEDDING</span><span class="p">)</span>
+
+    <span class="k">return</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">registry</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span></div>
+
+
+
+<span class="k">def</span> <span class="nf">_get_registry_from_type</span><span class="p">(</span><span class="n">registry_type</span><span class="p">:</span> <span class="n">RegistryType</span><span class="p">):</span>
+    <span class="k">if</span> <span class="n">registry_type</span> <span class="o">==</span> <span class="n">RegistryType</span><span class="o">.</span><span class="n">MODEL</span><span class="p">:</span>
+        <span class="kn">from</span> <span class="nn">..models</span> <span class="kn">import</span> <span class="n">Model</span>  <span class="c1"># noqa</span>
+        <span class="kn">from</span> <span class="nn">..registry</span> <span class="kn">import</span> <span class="n">models_registry</span>  <span class="c1"># noqa</span>
+
+        <span class="n">registry</span> <span class="o">=</span> <span class="n">models_registry</span>
+
+    <span class="k">elif</span> <span class="n">registry_type</span> <span class="o">==</span> <span class="n">RegistryType</span><span class="o">.</span><span class="n">PREPROCESSOR</span><span class="p">:</span>
+        <span class="kn">from</span> <span class="nn">..preprocessors</span> <span class="kn">import</span> <span class="n">Preprocessor</span>  <span class="c1"># noqa</span>
+        <span class="c1"># Also import models since some preprocessors are in their own model module</span>
+        <span class="kn">from</span> <span class="nn">..models</span> <span class="kn">import</span> <span class="n">Model</span> <span class="c1"># noqa</span>
+        <span class="kn">from</span> <span class="nn">..registry</span> <span class="kn">import</span> <span class="n">preprocessors_registry</span>  <span class="c1"># noqa</span>
+
+        <span class="n">registry</span> <span class="o">=</span> <span class="n">preprocessors_registry</span>
+
+    <span class="k">elif</span> <span class="n">registry_type</span> <span class="o">==</span> <span class="n">RegistryType</span><span class="o">.</span><span class="n">DATASET</span><span class="p">:</span>
+        <span class="kn">from</span> <span class="nn">..data</span> <span class="kn">import</span> <span class="n">Dataset</span>  <span class="c1"># noqa</span>
+        <span class="kn">from</span> <span class="nn">..registry</span> <span class="kn">import</span> <span class="n">datasets_registry</span>  <span class="c1"># noqa</span>
+
+        <span class="n">registry</span> <span class="o">=</span> <span class="n">datasets_registry</span>
+
+    <span class="k">elif</span> <span class="n">registry_type</span> <span class="o">==</span> <span class="n">RegistryType</span><span class="o">.</span><span class="n">EMBEDDING</span><span class="p">:</span>
+        <span class="kn">from</span> <span class="nn">..embeddings</span> <span class="kn">import</span> <span class="n">Embedding</span>  <span class="c1"># noqa</span>
+        <span class="kn">from</span> <span class="nn">..registry</span> <span class="kn">import</span> <span class="n">embeddings_registry</span>  <span class="c1"># noqa</span>
+
+        <span class="n">registry</span> <span class="o">=</span> <span class="n">embeddings_registry</span>
+
+    <span class="k">elif</span> <span class="n">registry_type</span> <span class="o">==</span> <span class="n">RegistryType</span><span class="o">.</span><span class="n">METRIC</span><span class="p">:</span>
+        <span class="kn">from</span> <span class="nn">..metrics</span> <span class="kn">import</span> <span class="n">Metric</span>  <span class="c1"># noqa</span>
+        <span class="kn">from</span> <span class="nn">..registry</span> <span class="kn">import</span> <span class="n">metrics_registry</span>  <span class="c1"># noqa</span>
+
+        <span class="n">registry</span> <span class="o">=</span> <span class="n">metrics_registry</span>
+
+    <span class="k">else</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Invalid `registry_type`: </span><span class="si">{</span><span class="n">registry_type</span><span class="si">}</span><span class="s2">!&quot;</span><span class="p">)</span>
+
+    <span class="k">return</span> <span class="n">registry</span>
+
+
+<div class="viewcode-block" id="get_registry_point">
+<a class="viewcode-back" href="../../../source/hezar.utils.registry_utils.html#hezar.utils.registry_utils.get_registry_point">[docs]</a>
+<span class="k">def</span> <span class="nf">get_registry_point</span><span class="p">(</span><span class="n">registry_key</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">registry_type</span><span class="p">:</span> <span class="n">RegistryType</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Get the registry item by registry key name in a specific registry</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        registry_key: Module&#39;s name in the registry</span>
+<span class="sd">        registry_type: Module&#39;s registry container type</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        A Registry object</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">registry</span> <span class="o">=</span> <span class="n">_get_registry_from_type</span><span class="p">(</span><span class="n">registry_type</span><span class="p">)</span>
+
+    <span class="n">registry</span> <span class="o">=</span> <span class="n">registry</span><span class="p">[</span><span class="n">registry_key</span><span class="p">]</span>
+    <span class="k">return</span> <span class="n">registry</span></div>
+
+
+
+<div class="viewcode-block" id="get_module_config_class">
+<a class="viewcode-back" href="../../../source/hezar.utils.registry_utils.html#hezar.utils.registry_utils.get_module_config_class">[docs]</a>
+<span class="k">def</span> <span class="nf">get_module_config_class</span><span class="p">(</span><span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">registry_type</span><span class="p">:</span> <span class="n">RegistryType</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Get the config class for a given module based on its registry name.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        name (str): Module&#39;s registry name</span>
+<span class="sd">        registry_type (str): Registry type</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        A class of type :class:`hezar.Config`</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">registry</span> <span class="o">=</span> <span class="n">_get_registry_from_type</span><span class="p">(</span><span class="n">registry_type</span><span class="p">)</span>
+
+    <span class="k">if</span> <span class="n">name</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">registry</span><span class="p">:</span>
+        <span class="k">return</span> <span class="kc">None</span>
+
+    <span class="n">config_cls</span> <span class="o">=</span> <span class="n">registry</span><span class="p">[</span><span class="n">name</span><span class="p">]</span><span class="o">.</span><span class="n">config_class</span>
+    <span class="k">return</span> <span class="n">config_cls</span></div>
+
+
+
+<div class="viewcode-block" id="get_module_class">
+<a class="viewcode-back" href="../../../source/hezar.utils.registry_utils.html#hezar.utils.registry_utils.get_module_class">[docs]</a>
+<span class="k">def</span> <span class="nf">get_module_class</span><span class="p">(</span><span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">registry_type</span><span class="p">:</span> <span class="n">RegistryType</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Get module class based on registry name</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        name: Module&#39;s key name in its registry</span>
+<span class="sd">        registry_type: Type of the module e.g, model, dataset, preprocessor, embedding, etc</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        A class corresponding to the given module</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">registry</span> <span class="o">=</span> <span class="n">_get_registry_from_type</span><span class="p">(</span><span class="n">registry_type</span><span class="p">)</span>
+
+    <span class="n">name</span> <span class="o">=</span> <span class="n">snake_case</span><span class="p">(</span><span class="n">name</span><span class="p">)</span>
+    <span class="n">module_cls</span> <span class="o">=</span> <span class="n">registry</span><span class="p">[</span><span class="n">name</span><span class="p">]</span><span class="o">.</span><span class="n">module_class</span>
+    <span class="k">return</span> <span class="n">module_cls</span></div>
+
+
+
+<div class="viewcode-block" id="get_registry_key_by_module_class">
+<a class="viewcode-back" href="../../../source/hezar.utils.registry_utils.html#hezar.utils.registry_utils.get_registry_key_by_module_class">[docs]</a>
+<span class="k">def</span> <span class="nf">get_registry_key_by_module_class</span><span class="p">(</span><span class="n">module_class</span><span class="p">:</span> <span class="nb">type</span><span class="p">,</span> <span class="n">registry_type</span><span class="p">:</span> <span class="n">RegistryType</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Given the module class, return the registry key if exists</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        module_class: The module class (raw class, not the name or object)</span>
+<span class="sd">        registry_type: The registry type</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        The corresponding key for the class in its registry</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">registry</span> <span class="o">=</span> <span class="n">_get_registry_from_type</span><span class="p">(</span><span class="n">registry_type</span><span class="p">)</span>
+    <span class="n">key_values</span> <span class="o">=</span> <span class="p">{</span><span class="n">v</span><span class="o">.</span><span class="n">module_class</span><span class="o">.</span><span class="vm">__name__</span><span class="p">:</span> <span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">registry</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+    <span class="n">module_class_name</span> <span class="o">=</span> <span class="n">module_class</span><span class="o">.</span><span class="vm">__name__</span>
+    <span class="k">if</span> <span class="n">module_class_name</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">key_values</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">KeyError</span><span class="p">(</span>
+            <span class="sa">f</span><span class="s2">&quot;The requested </span><span class="si">{</span><span class="n">registry_type</span><span class="si">}</span><span class="s2"> class `</span><span class="si">{</span><span class="n">module_class_name</span><span class="si">}</span><span class="s2">` does not exist &quot;</span>
+            <span class="sa">f</span><span class="s2">&quot;in the </span><span class="si">{</span><span class="n">registry_type</span><span class="si">}</span><span class="s2">s registry!&quot;</span>
+        <span class="p">)</span>
+    <span class="k">return</span> <span class="n">key_values</span><span class="p">[</span><span class="n">module_class</span><span class="o">.</span><span class="vm">__name__</span><span class="p">]</span></div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          
+          
+        </div>
+        <div class="bottom-of-page">
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+            </div>
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+      
+      
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+</div><script src="../../../_static/documentation_options.js?v=5929fcd5"></script>
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diff --git a/_modules/index.html b/_modules/index.html
new file mode 100644
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+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../">
+  <head><meta charset="utf-8"/>
+    <meta name="viewport" content="width=device-width,initial-scale=1"/>
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+
+    <link rel="shortcut icon" href="../_static/hezar_logo.svg"/><!-- Generated with Sphinx 7.2.6 and Furo 2023.09.10 -->
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+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../source/hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../source/hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="../source/hezar.builders.html">hezar.builders module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../source/hezar.configs.html">hezar.configs module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../source/hezar.constants.html">hezar.constants module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../source/hezar.registry.html">hezar.registry module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../contributing.html">Contributing to Hezar</a></li>
+</ul>
+
+</div>
+</div>
+
+      </div>
+      
+    </div>
+  </aside>
+  <div class="main">
+    <div class="content">
+      <div class="article-container">
+        <a href="#" class="back-to-top muted-link">
+          <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24">
+            <path d="M13 20h-2V8l-5.5 5.5-1.42-1.42L12 4.16l7.92 7.92-1.42 1.42L13 8v12z"></path>
+          </svg>
+          <span>Back to top</span>
+        </a>
+        <div class="content-icon-container">
+          <div class="theme-toggle-container theme-toggle-content">
+            <button class="theme-toggle">
+              <div class="visually-hidden">Toggle Light / Dark / Auto color theme</div>
+              <svg class="theme-icon-when-auto"><use href="#svg-sun-half"></use></svg>
+              <svg class="theme-icon-when-dark"><use href="#svg-moon"></use></svg>
+              <svg class="theme-icon-when-light"><use href="#svg-sun"></use></svg>
+            </button>
+          </div>
+          <label class="toc-overlay-icon toc-content-icon no-toc" for="__toc">
+            <div class="visually-hidden">Toggle table of contents sidebar</div>
+            <i class="icon"><svg><use href="#svg-toc"></use></svg></i>
+          </label>
+        </div>
+        <article role="main">
+          <h1>All modules for which code is available</h1>
+<ul><li><a href="hezar/builders.html">hezar.builders</a></li>
+<li><a href="hezar/configs.html">hezar.configs</a></li>
+<li><a href="hezar/constants.html">hezar.constants</a></li>
+<li><a href="hezar/data/data_collators.html">hezar.data.data_collators</a></li>
+<li><a href="hezar/data/datasets/dataset.html">hezar.data.datasets.dataset</a></li>
+<li><a href="hezar/data/datasets/image_captioning_dataset.html">hezar.data.datasets.image_captioning_dataset</a></li>
+<li><a href="hezar/data/datasets/ocr_dataset.html">hezar.data.datasets.ocr_dataset</a></li>
+<li><a href="hezar/data/datasets/sequence_labeling_dataset.html">hezar.data.datasets.sequence_labeling_dataset</a></li>
+<li><a href="hezar/data/datasets/text_classification_dataset.html">hezar.data.datasets.text_classification_dataset</a></li>
+<li><a href="hezar/data/datasets/text_summarization_dataset.html">hezar.data.datasets.text_summarization_dataset</a></li>
+<li><a href="hezar/embeddings/embedding.html">hezar.embeddings.embedding</a></li>
+<li><a href="hezar/embeddings/fasttext.html">hezar.embeddings.fasttext</a></li>
+<li><a href="hezar/embeddings/word2vec.html">hezar.embeddings.word2vec</a></li>
+<li><a href="hezar/metrics/accuracy.html">hezar.metrics.accuracy</a></li>
+<li><a href="hezar/metrics/bleu.html">hezar.metrics.bleu</a></li>
+<li><a href="hezar/metrics/cer.html">hezar.metrics.cer</a></li>
+<li><a href="hezar/metrics/f1.html">hezar.metrics.f1</a></li>
+<li><a href="hezar/metrics/metric.html">hezar.metrics.metric</a></li>
+<li><a href="hezar/metrics/precision.html">hezar.metrics.precision</a></li>
+<li><a href="hezar/metrics/recall.html">hezar.metrics.recall</a></li>
+<li><a href="hezar/metrics/rouge.html">hezar.metrics.rouge</a></li>
+<li><a href="hezar/metrics/seqeval.html">hezar.metrics.seqeval</a></li>
+<li><a href="hezar/metrics/wer.html">hezar.metrics.wer</a></li>
+<li><a href="hezar/models/backbone/bert/bert.html">hezar.models.backbone.bert.bert</a></li>
+<li><a href="hezar/models/backbone/bert/bert_config.html">hezar.models.backbone.bert.bert_config</a></li>
+<li><a href="hezar/models/backbone/distilbert/distilbert.html">hezar.models.backbone.distilbert.distilbert</a></li>
+<li><a href="hezar/models/backbone/distilbert/distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config</a></li>
+<li><a href="hezar/models/backbone/roberta/roberta.html">hezar.models.backbone.roberta.roberta</a></li>
+<li><a href="hezar/models/backbone/roberta/roberta_config.html">hezar.models.backbone.roberta.roberta_config</a></li>
+<li><a href="hezar/models/backbone/vit/vit.html">hezar.models.backbone.vit.vit</a></li>
+<li><a href="hezar/models/backbone/vit/vit_config.html">hezar.models.backbone.vit.vit_config</a></li>
+<li><a href="hezar/models/image2text/beit_roberta/beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text</a></li>
+<li><a href="hezar/models/image2text/beit_roberta/beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config</a></li>
+<li><a href="hezar/models/image2text/crnn/crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils</a></li>
+<li><a href="hezar/models/image2text/crnn/crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text</a></li>
+<li><a href="hezar/models/image2text/crnn/crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config</a></li>
+<li><a href="hezar/models/image2text/trocr/trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text</a></li>
+<li><a href="hezar/models/image2text/trocr/trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config</a></li>
+<li><a href="hezar/models/image2text/vit_gpt2/vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text</a></li>
+<li><a href="hezar/models/image2text/vit_gpt2/vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config</a></li>
+<li><a href="hezar/models/image2text/vit_roberta/vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text</a></li>
+<li><a href="hezar/models/image2text/vit_roberta/vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config</a></li>
+<li><a href="hezar/models/model.html">hezar.models.model</a></li>
+<li><a href="hezar/models/model_outputs.html">hezar.models.model_outputs</a></li>
+<li><a href="hezar/models/sequence_labeling/bert/bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling</a></li>
+<li><a href="hezar/models/sequence_labeling/bert/bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config</a></li>
+<li><a href="hezar/models/sequence_labeling/distilbert/distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling</a></li>
+<li><a href="hezar/models/sequence_labeling/distilbert/distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config</a></li>
+<li><a href="hezar/models/sequence_labeling/roberta/roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling</a></li>
+<li><a href="hezar/models/sequence_labeling/roberta/roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config</a></li>
+<li><a href="hezar/models/speech_recognition/whisper/whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor</a></li>
+<li><a href="hezar/models/speech_recognition/whisper/whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition</a></li>
+<li><a href="hezar/models/speech_recognition/whisper/whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config</a></li>
+<li><a href="hezar/models/speech_recognition/whisper/whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer</a></li>
+<li><a href="hezar/models/text_classification/bert/bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification</a></li>
+<li><a href="hezar/models/text_classification/bert/bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config</a></li>
+<li><a href="hezar/models/text_classification/distilbert/distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification</a></li>
+<li><a href="hezar/models/text_classification/distilbert/distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config</a></li>
+<li><a href="hezar/models/text_classification/roberta/roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification</a></li>
+<li><a href="hezar/models/text_classification/roberta/roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config</a></li>
+<li><a href="hezar/models/text_generation/gpt2/gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation</a></li>
+<li><a href="hezar/models/text_generation/gpt2/gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config</a></li>
+<li><a href="hezar/models/text_generation/t5/t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation</a></li>
+<li><a href="hezar/models/text_generation/t5/t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config</a></li>
+<li><a href="hezar/preprocessors/audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor</a></li>
+<li><a href="hezar/preprocessors/image_processor.html">hezar.preprocessors.image_processor</a></li>
+<li><a href="hezar/preprocessors/preprocessor.html">hezar.preprocessors.preprocessor</a></li>
+<li><a href="hezar/preprocessors/text_normalizer.html">hezar.preprocessors.text_normalizer</a></li>
+<li><a href="hezar/preprocessors/tokenizers/bpe.html">hezar.preprocessors.tokenizers.bpe</a></li>
+<li><a href="hezar/preprocessors/tokenizers/sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe</a></li>
+<li><a href="hezar/preprocessors/tokenizers/sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram</a></li>
+<li><a href="hezar/preprocessors/tokenizers/tokenizer.html">hezar.preprocessors.tokenizers.tokenizer</a></li>
+<li><a href="hezar/preprocessors/tokenizers/wordpiece.html">hezar.preprocessors.tokenizers.wordpiece</a></li>
+<li><a href="hezar/registry.html">hezar.registry</a></li>
+<li><a href="hezar/trainer/metrics_handlers.html">hezar.trainer.metrics_handlers</a></li>
+<li><a href="hezar/trainer/trainer.html">hezar.trainer.trainer</a></li>
+<li><a href="hezar/trainer/trainer_utils.html">hezar.trainer.trainer_utils</a></li>
+<li><a href="hezar/utils/audio_utils.html">hezar.utils.audio_utils</a></li>
+<li><a href="hezar/utils/common_utils.html">hezar.utils.common_utils</a></li>
+<li><a href="hezar/utils/data_utils.html">hezar.utils.data_utils</a></li>
+<li><a href="hezar/utils/file_utils.html">hezar.utils.file_utils</a></li>
+<li><a href="hezar/utils/hub_utils.html">hezar.utils.hub_utils</a></li>
+<li><a href="hezar/utils/image_utils.html">hezar.utils.image_utils</a></li>
+<li><a href="hezar/utils/integration_utils.html">hezar.utils.integration_utils</a></li>
+<li><a href="hezar/utils/logging.html">hezar.utils.logging</a></li>
+<li><a href="hezar/utils/registry_utils.html">hezar.utils.registry_utils</a></li>
+</ul>
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          
+          
+        </div>
+        <div class="bottom-of-page">
+          <div class="left-details">
+            <div class="copyright">
+                Copyright &#169; 2023, Hezar AI Team &amp; contributors
+            </div>
+            Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
+            
+            <a href="https://github.com/pradyunsg/furo">Furo</a>
+            
+          </div>
+          <div class="right-details">
+            <div class="icons">
+              <a class="muted-link " href="https://github.com/hezarai/hezar" aria-label="GitHub"><i class="fa-brands fa-github fa-2x" style="color: #343d4c;"></i></a>
+              <a class="muted-link " href="https://t.me/hezarai" aria-label="Telegram"><i class="fa-brands fa-telegram fa-2x" style="color: #229ed9;"></i></a>
+              <a class="muted-link " href="https://huggingface.co/hezarai" aria-label="Hugging Face"> <img style="width:32px;height:32px;" src="https://huggingface.co/front/assets/huggingface_logo-noborder.svg"></a>
+              
+            </div>
+          </div>
+        </div>
+        
+      </footer>
+    </div>
+    <aside class="toc-drawer no-toc">
+      
+      
+      
+    </aside>
+  </div>
+</div><script src="../_static/documentation_options.js?v=5929fcd5"></script>
+    <script src="../_static/doctools.js?v=888ff710"></script>
+    <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
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diff --git a/_sources/contributing.md.txt b/_sources/contributing.md.txt
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+# Contributing to Hezar
+Welcome to Hezar! We greatly appreciate your interest in contributing to this project and helping us make it even more
+valuable to the Persian community. Whether you're a developer, researcher, or enthusiast, your contributions are
+invaluable in helping us grow and improve Hezar.
+
+Before you start contributing, please take a moment to review the following guidelines.
+
+## Code of Conduct
+
+This project and its community adhere to
+the [Contributor Code of Conduct](https://github.com/hezarai/hezar/blob/main/CODE_OF_CONDUCT.md).
+
+## How to Contribute
+
+### Reporting Bugs
+
+If you come across a bug or unexpected behavior, please help us by reporting it.
+Use the [GitHub Issue Tracker](https://github.com/hezarai/hezar/issues) to create a detailed bug report.
+Include information such as:
+
+- A clear and descriptive title.
+- Steps to reproduce the bug.
+- Expected behavior.
+- Actual behavior.
+- Your operating system and Python version.
+
+### Adding features
+
+Have a great idea for a new feature or improvement? We'd love to hear it. You can open an issue and add your suggestion
+with a clear description and further suggestions on how it can be implemented. Also, if you already can implement it
+yourself, just follow the instructions on how you can send a PR.
+
+### Adding/Improving documents
+
+Have a suggestion to enhance our documentation or want to contribute entirely new sections? We welcome your input!<br>
+Here's how you can get involved:<br>
+Docs website is deployed here: [https://hezarai.github.io/hezar](https://hezarai.github.io/hezar) and the source for the
+docs are located at the [docs](https://github.com/hezarai/hezar/tree/main/docs) folder in the root of the repo. Feel
+free to apply your changes or add new docs to this section. Notice that docs are written in Markdown format. In case you have
+added new files to this section, you must include them in the `index.md` file in the same folder. For example, if you've
+added the file `new_doc.md` to the `get_started` folder, you have to modify `get_started/index.md` and put your file
+name there.
+
+### Commit guidelines
+
+#### Functional best practices
+
+- Ensure only one "logical change" per commit for efficient review and flaw identification.
+- Smaller code changes facilitate quicker reviews and easier troubleshooting using Git's bisect capability.
+- Avoid mixing whitespace changes with functional code changes.
+- Avoid mixing two unrelated functional changes.
+- Refrain from sending large new features in a single giant commit.
+
+#### Styling best practices
+
+- Use imperative mood in the subject (e.g., "Add support for ..." not "Adding support or added support") .
+- Keep the subject line short and concise, preferably less than 50 characters.
+- Capitalize the subject line and do not end it with a period.
+- Wrap body lines at 72 characters.
+- Use the body to explain what and why a change was made.
+- Do not explain the "how" in the commit message; reserve it for documentation or code.
+- For commits referencing an issue or pull request, write the proper commit subject followed by the reference in
+  parentheses (e.g., "Add NFKC normalizer (#9999)").
+- Reference codes & paths in back quotes (e.g., `variable`, `method()`, `Class()`, `file.py`).
+- Preferably use the following [gitmoji](https://gitmoji.dev/) compatible codes at the beginning of your commit message:
+
+| Emoji Code           | Emoji | Description                                  | Example Commit                                                 |
+|----------------------|-------|----------------------------------------------|----------------------------------------------------------------|
+| `:bug:`              | 🐛    | Fix a bug or issue                           | `:bug: Fix issue with image loading in DataLoader`             |
+| `:sparkles:`         | ✨     | Add feature or improvements                  | `:sparkles: Introduce support for text summarization`          |
+| `:recycle:`          | ♻️    | Refactor code (backward compatible refactor) | `:recycle: Refactor data preprocessing utilities`              |
+| `:memo:`             | 📝    | Add or change docs                           | `:memo: Update documentation for text classification`          |
+| `:pencil2:`          | ✏️    | Minor change or improvement                  | `:pencil2: Improve logging in Trainer`                         |
+| `:fire:`             | 🔥    | Remove code or file                          | `:fire: Remove outdated utility function`                      |
+| `:boom:`             | 💥    | Introduce breaking changes                   | `:boom: Update API, requires modification in existing scripts` |
+| `:test_tube:`        | 🧪    | Test-related changes                         | `:test_tube: Add unit tests for data loading functions`        |
+| `:bookmark:`         | 🔖    | Version release                              | `:bookmark: Release v1.0.0`                                    |
+| `:adhesive_bandage:` | 🩹    | Non-critical fix                             | `:adhesive_bandage: Fix minor issue in BPE tokenizer`          |
+
+## Sending a PR
+
+In order to apply any change to the repo, you have to follow these step:
+
+1. Fork the Hezar repository.
+2. Create a new branch for your feature, bug fix, etc.
+3. Make your changes.
+4. Update the documentation to reflect your changes.
+5. Ensure your code adheres to the [Google Python Style Guide](https://google.github.io/styleguide/pyguide.html).
+6. Format the code using `ruff` (`ruff check --fix .`)
+7. Write tests to ensure the functionality if needed.
+8. Run tests and make sure all of them pass. (Skip this step if your changes do not involve codes)
+9. Open a pull request from your fork and the PR template will be automatically loaded to help you do the rest.
+10. Be responsive to feedback and comments during the review process.
+11. Thanks for contributing to the Hezar project.😉❤️
+
+## License
+
+By contributing to Hezar, you agree that your contributions will be licensed under
+the [Apache 2.0 License](https://github.com/hezarai/hezar/blob/main/LICENSE).
+
+We look forward to your contributions and appreciate your efforts in making Hezar a powerful AI tool for the Persian
+community!
\ No newline at end of file
diff --git a/_sources/get_started/index.md.txt b/_sources/get_started/index.md.txt
new file mode 100644
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--- /dev/null
+++ b/_sources/get_started/index.md.txt
@@ -0,0 +1,8 @@
+# Get Started
+```{toctree}
+:maxdepth: 1
+
+overview.md
+installation.md
+quick_tour.md
+```
diff --git a/_sources/get_started/installation.md.txt b/_sources/get_started/installation.md.txt
new file mode 100644
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--- /dev/null
+++ b/_sources/get_started/installation.md.txt
@@ -0,0 +1,41 @@
+# Installation
+
+## Install from PyPi
+Installing Hezar is as easy as any other Python library! Most of the requirements are cross-platform and installing
+them on any machine is a piece of cake!
+
+```
+pip install hezar
+```
+### Installation variations
+Hezar is packed with a lot of tools that are dependent on other packages. Most of the
+time you might not want everything to be installed, hence, providing multiple variations of
+Hezar so that the installation is light and fast for general use.
+
+You can install optional dependencies for each mode like so:
+```
+pip install hezar[nlp]  # For natural language processing
+pip install hezar[vision]  # For computer vision and image processing
+pip install hezar[audio]  # For audio and speech processing
+pip install hezar[embeddings]  # For word embeddings
+```
+Or you can also install everything using:
+```
+pip install hezar[all]
+```
+## Install from source
+Also, you can install the dev version of the library using the source:
+```
+pip install git+https://github.com/hezarai/hezar.git
+```
+
+## Test installation
+From a Python console or in CLI just import `hezar` and check the version:
+```python
+import hezar
+
+print(hezar.__version__)
+```
+```
+0.23.1
+```
diff --git a/_sources/get_started/overview.md.txt b/_sources/get_started/overview.md.txt
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+++ b/_sources/get_started/overview.md.txt
@@ -0,0 +1,20 @@
+# Overview
+
+Welcome to Hezar! A library that makes state-of-the-art machine learning as easy as possible aimed for the Persian
+language, built by the Persian community!
+
+In Hezar, the primary goal is to provide plug-and-play AI/ML utilities so that you don't need to know much about what's
+going on under the hood. Hezar is not just a model library, but instead it's packed with every aspect you need for any
+ML pipeline like datasets, trainers, preprocessors, feature extractors, etc.
+
+Hezar is a library that:
+- brings together all the best works in AI for Persian
+- makes using AI models as easy as a couple of lines of code
+- seamlessly integrates with Hugging Face Hub for all of its models
+- has a highly developer-friendly interface
+- has a task-based model interface which is more convenient for general users.
+- is packed with additional tools like word embeddings, tokenizers, feature extractors, etc.
+- comes with a lot of supplementary ML tools for deployment, benchmarking, optimization, etc.
+- and more!
+
+To find out more, just take the [quick tour](quick_tour.md)!
diff --git a/_sources/get_started/quick_tour.md.txt b/_sources/get_started/quick_tour.md.txt
new file mode 100644
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+++ b/_sources/get_started/quick_tour.md.txt
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+# Quick Tour
+## Models
+There's a bunch of ready to use trained models for different tasks on the Hub!
+
+**🤗Hugging Face Hub Page**: [https://huggingface.co/hezarai](https://huggingface.co/hezarai)
+
+Let's walk you through some examples!
+
+- **Text Classification (sentiment analysis, categorization, etc)**
+```python
+from hezar.models import Model
+
+example = ["هزار، کتابخانه‌ای کامل برای به کارگیری آسان هوش مصنوعی"]
+model = Model.load("hezarai/bert-fa-sentiment-dksf")
+outputs = model.predict(example)
+print(outputs)
+```
+```
+[[{'label': 'positive', 'score': 0.812910258769989}]]
+```
+- **Sequence Labeling (POS, NER, etc.)**
+```python
+from hezar.models import Model
+
+pos_model = Model.load("hezarai/bert-fa-pos-lscp-500k")  # Part-of-speech
+ner_model = Model.load("hezarai/bert-fa-ner-arman")  # Named entity recognition
+inputs = ["شرکت هوش مصنوعی هزار"]
+pos_outputs = pos_model.predict(inputs)
+ner_outputs = ner_model.predict(inputs)
+print(f"POS: {pos_outputs}")
+print(f"NER: {ner_outputs}")
+```
+```
+POS: [[{'token': 'شرکت', 'label': 'Ne'}, {'token': 'هوش', 'label': 'Ne'}, {'token': 'مصنوعی', 'label': 'AJe'}, {'token': 'هزار', 'label': 'NUM'}]]
+NER: [[{'token': 'شرکت', 'label': 'B-org'}, {'token': 'هوش', 'label': 'I-org'}, {'token': 'مصنوعی', 'label': 'I-org'}, {'token': 'هزار', 'label': 'I-org'}]]
+```
+- **Language Modeling (Mask Filling)**
+```python
+from hezar.models import Model
+
+roberta_mask_filling = Model.load("hezarai/roberta-fa-mask-filling")
+inputs = ["سلام بچه ها حالتون <mask>"]
+outputs = roberta_mask_filling.predict(inputs, top_k=1)
+print(outputs)
+```
+```
+[[{'token': 'چطوره', 'sequence': 'سلام بچه ها حالتون چطوره', 'token_id': 34505, 'score': 0.2230483442544937}]]
+```
+- **Speech Recognition**
+```python
+from hezar.models import Model
+
+whisper = Model.load("hezarai/whisper-small-fa")
+transcripts = whisper.predict("examples/assets/speech_example.mp3")
+print(transcripts)
+```
+```
+[{'text': 'و این تنها محدود به محیط کار نیست'}]
+```
+- **Image to Text (OCR)**
+```python
+from hezar.models import Model
+# OCR with TrOCR
+model = Model.load("hezarai/trocr-base-fa-v2")
+texts = model.predict(["examples/assets/ocr_example.jpg"])
+print(f"TrOCR Output: {texts}")
+
+# OCR with CRNN
+model = Model.load("hezarai/crnn-fa-printed-96-long")
+texts = model.predict("examples/assets/ocr_example.jpg")
+print(f"CRNN Output: {texts}")
+```
+```
+TrOCR Output: [{'text': 'چه میشه کرد، باید صبر کنیم'}]
+CRNN Output: [{'text': 'چه میشه کرد، باید صبر کنیم'}]
+```
+![](https://raw.githubusercontent.com/hezarai/hezar/main/examples/assets/ocr_example.jpg)
+
+- **Image to Text (License Plate Recognition)**
+```python
+from hezar.models import Model
+
+model = Model.load("hezarai/crnn-fa-64x256-license-plate-recognition")
+plate_text = model.predict("assets/license_plate_ocr_example.jpg")
+print(plate_text)  # Persian text of mixed numbers and characters might not show correctly in the console
+```
+```
+[{'text': '۵۷س۷۷۹۷۷'}]
+```
+![](https://raw.githubusercontent.com/hezarai/hezar/main/examples/assets/license_plate_ocr_example.jpg)
+
+- **Image to Text (Image Captioning)**
+```python
+from hezar.models import Model
+
+model = Model.load("hezarai/vit-roberta-fa-image-captioning-flickr30k")
+texts = model.predict("examples/assets/image_captioning_example.jpg")
+print(texts)
+```
+```
+[{'text': 'سگی با توپ تنیس در دهانش می دود.'}]
+```
+![](https://raw.githubusercontent.com/hezarai/hezar/main/examples/assets/image_captioning_example.jpg)
+
+We constantly keep working on adding and training new models and this section will hopefully be expanding over time ;)
+## Word Embeddings
+- **FastText**
+```python
+from hezar.embeddings import Embedding
+
+fasttext = Embedding.load("hezarai/fasttext-fa-300")
+most_similar = fasttext.most_similar("هزار")
+print(most_similar)
+```
+```
+[{'score': 0.7579, 'word': 'میلیون'},
+ {'score': 0.6943, 'word': '21هزار'},
+ {'score': 0.6861, 'word': 'میلیارد'},
+ {'score': 0.6825, 'word': '26هزار'},
+ {'score': 0.6803, 'word': '٣هزار'}]
+```
+- **Word2Vec (Skip-gram)**
+```python
+from hezar.embeddings import Embedding
+
+word2vec = Embedding.load("hezarai/word2vec-skipgram-fa-wikipedia")
+most_similar = word2vec.most_similar("هزار")
+print(most_similar)
+```
+```
+[{'score': 0.7885, 'word': 'چهارهزار'},
+ {'score': 0.7788, 'word': '۱۰هزار'},
+ {'score': 0.7727, 'word': 'دویست'},
+ {'score': 0.7679, 'word': 'میلیون'},
+ {'score': 0.7602, 'word': 'پانصد'}]
+```
+- **Word2Vec (CBOW)**
+```python
+from hezar.embeddings import Embedding
+
+word2vec = Embedding.load("hezarai/word2vec-cbow-fa-wikipedia")
+most_similar = word2vec.most_similar("هزار")
+print(most_similar)
+```
+```
+[{'score': 0.7407, 'word': 'دویست'},
+ {'score': 0.7400, 'word': 'میلیون'},
+ {'score': 0.7326, 'word': 'صد'},
+ {'score': 0.7276, 'word': 'پانصد'},
+ {'score': 0.7011, 'word': 'سیصد'}]
+```
+For a full guide on the embeddings module, see the [embeddings tutorial](https://hezarai.github.io/hezar/tutorial/embeddings.html).
+## Datasets
+You can load any of the datasets on the [Hub](https://huggingface.co/hezarai) like below:
+```python
+from hezar.data import Dataset
+
+sentiment_dataset = Dataset.load("hezarai/sentiment-dksf")  # A TextClassificationDataset instance
+lscp_dataset = Dataset.load("hezarai/lscp-pos-500k")  # A SequenceLabelingDataset instance
+xlsum_dataset = Dataset.load("hezarai/xlsum-fa")  # A TextSummarizationDataset instance
+alpr_ocr_dataset = Dataset.load("hezarai/persian-license-plate-v1")  # An OCRDataset instance
+...
+```
+The returned dataset objects from `load()` are PyTorch Dataset wrappers for specific tasks and can be used by a data loader out-of-the-box!
+
+You can also load Hezar's datasets using 🤗Datasets:
+```python
+from datasets import load_dataset
+
+dataset = load_dataset("hezarai/sentiment-dksf")
+```
+For a full guide on Hezar's datasets, see the [datasets tutorial](https://hezarai.github.io/hezar/tutorial/datasets.html).
+## Training
+Hezar makes it super easy to train models using out-of-the-box models and datasets provided in the library.
+
+```python
+from hezar.models import BertSequenceLabeling, BertSequenceLabelingConfig
+from hezar.data import Dataset
+from hezar.trainer import Trainer, TrainerConfig
+from hezar.preprocessors import Preprocessor
+
+base_model_path = "hezarai/bert-base-fa"
+dataset_path = "hezarai/lscp-pos-500k"
+
+train_dataset = Dataset.load(dataset_path, split="train", tokenizer_path=base_model_path)
+eval_dataset = Dataset.load(dataset_path, split="test", tokenizer_path=base_model_path)
+
+model = BertSequenceLabeling(BertSequenceLabelingConfig(id2label=train_dataset.config.id2label))
+preprocessor = Preprocessor.load(base_model_path)
+
+train_config = TrainerConfig(
+    output_dir="bert-fa-pos-lscp-500k",
+    task="sequence_labeling",
+    device="cuda",
+    init_weights_from=base_model_path,
+    batch_size=8,
+    num_epochs=5,
+    metrics=["seqeval"],
+)
+
+trainer = Trainer(
+    config=train_config,
+    model=model,
+    train_dataset=train_dataset,
+    eval_dataset=eval_dataset,
+    data_collator=train_dataset.data_collator,
+    preprocessor=preprocessor,
+)
+trainer.train()
+
+trainer.push_to_hub("bert-fa-pos-lscp-500k")  # push model, config, preprocessor, trainer files and configs
+```
+
+Want to go deeper? Check out the [guides](../guide/index.md).
diff --git a/_sources/guide/advanced_training.md.txt b/_sources/guide/advanced_training.md.txt
new file mode 100644
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--- /dev/null
+++ b/_sources/guide/advanced_training.md.txt
@@ -0,0 +1,2 @@
+# Advanced Training
+Docs coming soon, stay tuned!
diff --git a/_sources/guide/hezar_architecture.md.txt b/_sources/guide/hezar_architecture.md.txt
new file mode 100644
index 00000000..cd6a7e71
--- /dev/null
+++ b/_sources/guide/hezar_architecture.md.txt
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+# Hazer's Architecture
+
+Right from the first lines of code, Hezar was built having **simplicity**, **modularity** and **extensibility** in mind.
+Hezar has a simple yet flexible design pattern that can be seen among most of its main modules. In this guide we
+demonstrate the main ideas behind the design.
+
+Going forward, by the term _module_, we mean any main class
+like `Model`, `Dataset`, `Metric`, `Trainer`, `Preprocessor`,
+etc.
+
+## Concept 1: Configurable Modules
+
+Every single module object in Hezar can be constructed from a key-value container. This container is the module's config
+which contains everything needed to build an object from that module. In order to have a portable serializable config
+that can be also converted to Python code, there lies Hezar's most important class called `Config`. The `Config` class
+is a simple Python dataclass that is equipped with extra methods for importing, exporting, pushing to the Hub, etc.
+The `Config` class is defined in `hezar/configs.py` among other config derivatives.
+Right now the config derivatives are:
+
+- `ModelConfig`
+- `DatasetConfig`
+- `PreprocessorConfig`
+- `TrainerConfig`
+- `EmbeddingConfig`
+- `MetricConfig`
+
+So every module must have its own config inherited from `Config`. When defining a new config dataclass, one must define
+a unique name (as the parameter `name`), responsible for identifying the module type that uses that config class. We'll
+discuss why this `name` parameter is necessary in the registry section.
+
+To give some examples:
+
+Let's assume you want to write a new model class called `AwesomeModel`. The first step is to provide a config dataclass:
+
+```python
+from dataclasses import dataclass
+from hezar.models import ModelConfig, Model
+
+
+@dataclass
+class MyAwesomeModelConfig(ModelConfig):
+    name = "my_awesome_model"  # this has to be a unique name among all models configs
+    my_param: str = "awesome"
+    other_param: str = "more_awesome"
+
+
+class MyAwesomeModel(Model):
+    def __init__(self, config, **kwargs):
+        super().__init__(config, **kwargs)
+        # Define the layers or any other stuff here
+        ...
+
+    def forward(self, inputs, **kwargs):
+        # Casual PyTorch forward method
+        ...
+```
+
+Wait, what's that name for? Why would you need to define a name for everything? The short answer is
+_Hezar's registry system_. So let's dive into it!
+
+## Concept 2: Modules' Registries
+
+There are lots of base modules in Hezar and many of which might have dozens of subclasses, but as you might have seen by
+now, almost every module can load its class using the same base class in a single line. Take a look at the below
+snippets:
+
+```python
+# Load a model
+from hezar.models import Model
+
+roberta_tc = Model.load("hezarai/roberta-fa-sentiment-dksf")  # roberta_tc is a RobertaTextClassification instance
+bert_pos = Model.load("hezarai/bert-fa-pos-lscp-500k")  # bert_pos is a BertSequenceLabeling instance
+whisper_speech = Model.load("hezarai/whisper-small-fa")  # whisper_speech is a WhisperSpeechRecognition instance
+...
+# Load a dataset
+from hezar.data import Dataset
+
+sentiment_dataset = Dataset.load("hezarai/sentiment-dksf")  # A TextClassificationDataset instance
+lscp_dataset = Dataset.load("hezarai/lscp-pos-500k")  # A SequenceLabelingDataset instance
+xlsum_dataset = Dataset.load("hezarai/xlsum-fa")  # A TextSummarizationDataset instance
+...
+# Load preprocessors
+from hezar.preprocessors import Preprocessor
+
+wordpiece = Preprocessor.load("hezarai/bert-base-fa")  # A WordPieceTokenizer instance
+whisper_bpe = Preprocessor.load("hezarai/whisper-small-fa")  # A WhisperBPETokenizer instance
+sp_unigram_bpe = Preprocessor.load("hezarai/t5-base-fa")  # A SentencePieceUnigramTokenizer instance
+...
+# Load embedding
+from hezar.embeddings import Embedding
+
+fasttext = Embedding.load("hezarai/fasttext-fa-300")  # A FastText instance
+word2vec = Embedding.load("hezarai/word2vec-skipgram-fa-wikipedia")  # A Word2Vec instance
+...
+```
+
+So, what's going on under the hood that handles module loading and initiation?
+
+**Registry System**
+
+Well, there are ways to tackle this challenge, but Hezar manages this by using _a global registry_ for every module
+type. These registries are simple Python dictionaries that hold the properties for every module class, module config,
+etc.
+The general structure is like below:
+
+```python
+# Models registry for example
+models_registry = {
+    "bert_text_classification": Registry(
+        module_class=hezar.models.text_classification.bert.bert_text_classification.BertTextClassification,
+        config_class=hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig,
+        description="SOME MODEL DESCRIPTION ..."
+    ),
+    "AND SO ON...": Registry(...)
+}
+```
+Each registry value is a `Registry` (data)class that has 3 properties: `config_class`, `module_class` and `description`.
+- `module_class`: Holds the class object for the module. Using this property you can actually create the module object.
+- `config_class`: Holds the config class and can be passed to the module class so that the module can be created.
+- `description`: Holds the description of the model if given.
+
+But how are the modules inserted into the registries? The answer is _registry class decorators_
+
+**`register_*()` Class Decorators**
+
+In the file `hezar/registry.py`, there are a bunch of decorator functions that fulfill the task of registering any module
+into the right registry automagically!
+These decorators take two parameters:
+- `name`: A string name that has to be the same as the one in config
+- `config_class`: The config class
+- `description`: Optional description for the module
+
+The example below demonstrates registering a model:
+```python
+...
+from hezar.models import Model, ModelConfig
+
+@dataclass
+class MyBertConfig(ModelConfig):
+    name = "my_bert"
+    vocab_size: int = 1000
+    hidden_size: int = 768
+
+# Below line is all you need to add `my_bert` to `models_registry`
+@register_model("my_bert", config_class=MyBertConfig)
+class MyBert(Model):
+    def __init__(self, config: MyBertConfig, **kwargs):
+        super().__init__(config, **kwargs)
+
+    def forward(self, inputs, **kwargs):
+        ...
+
+```
+Registry decorators currently include:
+- `register_model`
+- `register_preprocessor`
+- `register_dataset`
+- `register_embedding`
+- `register_metric`
+- `register_trainer`
+
+**Getting Available Modules**
+
+To figure out what modules are available in a registry, there are also utils for that:
+```python
+from hezar import utils
+
+print(utils.list_available_models())
+print(utils.list_available_preprocessors())
+print(utils.list_available_datasets())
+print(utils.list_available_metrics())
+print(utils.list_available_embeddings())
+...
+```
+**Creating Modules from Registry Names**
+
+So now it's pretty easy to create modules objects using their `name`! Let's say you want to create a
+BPE tokenizer. You can do it this way:
+```python
+from hezar.registry import preprocessors_registry
+
+module_cls = preprocessors_registry["bpe_tokenizer"].module_class
+config_cls = preprocessors_registry["bpe_tokenizer"].config_class
+
+bpe = module_cls(config_cls())
+```
+Although, this is not how it's actually done in Hezar because it's long and ugly! To handle this properly we use another
+internal feature of Hezar called the _builders_!
+
+
+**Builders**
+
+Using builders you can build modules from their registry names in a single line of code.
+These family of functions take 3 main parameters:
+- `name`: A registry key name representing that module. This name has to be present in the corresponding registry!
+- `config`: Optionally you can pass a config object to control how the module is built. The config has to be of a type that the module accepts.
+- `**kwargs`: Optionally you can pass config parameters as keyword arguments to override the default config. (The override priority is `kwargs` > `config` > default config)
+```python
+from hezar import builders
+
+bert = builders.build_model("bert_mask_filling", hidden_size=768, vocab_size=50000)
+sp_bpe = builders.build_preprocessor("sentencepiece_bpe_tokenizer")
+tc_dataset = builders.build_dataset("text_classification", path="hezarai/sentiment-dksf", tokenizer_path="hezarai/bert-base-fa")
+...
+```
+Available builders include:
+- `build_model`
+- `build_dataset`
+- `build_preprocessor`
+- `build_embedding`
+- `build_metric`
+
+So why would you need to use builders or registries when you can import everything normally? like below:
+```python
+from hezar.models import WhisperSpeechRecognition, WhisperSpeechRecognitionConfig
+
+whisper = WhisperSpeechRecognition(WhisperSpeechRecognitionConfig(max_new_tokens=400))
+```
+The answer is that if you want to do it in a straightforward way, you can always use the classes directly. But the fact is that everything works with
+configs and a config must have at least some identifiers so that a module can be initialized from it. The main usage of
+the registries is to be able to create everything from the configs! So lets slide into the next section, the Hub!
+
+## Concept 3: Hugging Face Hub Integration
+In Hezar, EVERY module can be uploaded to or downloaded from the Hugging Face Hub with ease! Modules have 3 main methods
+to do so:
+- `load`: A method implemented in any type of base class that loads the module from the Hub or local disk automagically!
+- `save`: A method to save all the necessary files and configurations to a path on the local disk.
+- `push_to_hub`: A method implemented in any type of base class that pushes all the necessary files and configurations to the Hub so that the module can be loaded from the Hub again.
+
+**Loading**
+
+All base modules implement their own `load` method based on their characteristics. But the first step in every load
+process is loading the configuration as all the info lies there, and then any other file is loaded.
+For example the class `Model` first loads its config and builds the model using `build_model` and the config parameters.
+Then the state dict is loaded to the model. If the path contains preprocessor files and configs, it would load them too.
+On the other hand, some simple modules like metric might just load the config to create a metric instance.
+One important feature of any `load` method is that like builders, it accepts config parameters as keyword arguments so
+that you can override config properties.
+
+**Saving**
+
+Almost every module has the `save` method implemented which is responsible for saving config and other related files to the
+disk. This method takes a `path` parameter which is just the base folder path and any necessary subfolder will be created
+automatically based on the module type. For example, if you save a tokenizer at path `my_tokenizer/`, the `Tokenizer`'s
+`save` method will create a `preprocessor` folder and saves the `tokenizer.json` and `tokenizer_config.yaml` on that
+folder. You can control the `subfolder` parameter and other file/path names if the base class gives you the option.
+
+**Pushing to the Hub**
+
+Pushing to the Hugging Face Hub is so much like the save method. The only difference is that the files are then uploaded
+to the Hub after saving.
+
+
+## Concept 4: Task-based Modeling & Training
+Hezar is a practical library not a framework (it can be though!). That's why we decided to categorize models, trainers,
+datasets, etc. under task names e.g, `speech_recognition`, `language_modeling`, etc. If you've worked with other
+libraries, this might somewhat seem irrational, but trust us! For most users and usages this fits better!
+
+Currently, all models, trainers and datasets are categorized by task name, but this does not mean that for every task,
+there exists a model, trainer, dataset, etc.
+
+## Concept 5: Integration with Other Tools
+Re-inventing the wheel has no place in Hezar. It's strongly recommended that if something already exists somewhere, and
+we want it, just copy and paste it into the code!<br>
+In terms of backbone frameworks and libraries, we carefully R&D the present tools and choose the one that is the simplest
+yet popular.
+
+More specifically, here's a simple summary of the core modules in Hezar:
+- **Models**:  Every model is a `hezar.models.Model` instance which is in fact, a PyTorch `nn.Module` wrapper with extra features for saving, loading, exporting, etc.
+- **Datasets**: Every dataset is a `hezar.data.Dataset` instance which is a PyTorch Dataset implemented specifically for each task that can load the data files from the Hugging Face Hub.
+- **Preprocessors**: All preprocessors are preferably backed by a robust library like Tokenizers, pillow, etc.
+- **Embeddings**: All embeddings are developed on top of Gensim and can be easily loaded from the Hub and used in just 2 lines of code!
+- **Trainer**: Trainer is the base class for training almost any model in Hezar or even your own custom models backed by Hezar. The Trainer comes with a lot of features and is also exportable to the Hub!
+- **Metrics**: Metrics are also another configurable and portable modules backed by Scikit-learn, seqeval, etc. and can be easily used in the trainers!
+
+
+## Concept 6: Our Inspirations
+Hezar was built using the best practices we've learned from working with dozens of industry leading open source
+software in the AI world. Our biggest inspirations are:
+
+- [Transformers](https://github.com/huggingface/transformers) by Hugging Face
+- [Fairseq](https://github.com/facebookresearch/fairseq) by Meta AI
+- [Flair](https://github.com/flairNLP/flair) by FlairAI
+- [ZenML](https://github.com/zenml-io/zenml)
+- [Ludwig](https://github.com/ludwig-ai/ludwig) by Ludwig AI
+- [UniLM](https://github.com/microsoft/unilm) by Microsoft
+- [PyTorch Ignite](https://github.com/pytorch/ignite) by PyTorch
+- [Lightning](https://github.com/Lightning-AI/lightning) by Lightning AI
+- [Hazm](https://github.com/roshan-research/hazm) by Roshan
diff --git a/_sources/guide/index.md.txt b/_sources/guide/index.md.txt
new file mode 100644
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--- /dev/null
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@@ -0,0 +1,12 @@
+# Developer Guides
+
+Welcome to the developer guide section where you can take a deeper dive into the internals of Hezar!
+
+```{toctree}
+:maxdepth: 1
+
+hezar_architecture.md
+models_advanced.md
+trainer_in_depth.md
+advanced_training.md
+```
diff --git a/_sources/guide/models_advanced.md.txt b/_sources/guide/models_advanced.md.txt
new file mode 100644
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+# Advanced Guide on Models
+
+Models (under `hezar.models`) is the most used module in Hezar. In this section, we'll take a deeper tour of this
+module.
+
+Note that this section assumes you already know the basics of Hezar and in specific, the models module, but if not,
+you can check out the introduction guide on models [here](../tutorial/models.md).
+
+## Building Models
+As you'd probably know at this point, any subclass of Model is a regular PyTorch nn.Module, so creating any model
+is straightforward. But what makes it different?
+
+First difference is in the `__init__` method. Every model has to take in a `config` parameter that contains all the
+necessary parameters needed for the model to be created and initialized. This `config` parameter is a
+dataclass of type `ModelConfig` derived from the base config class which is `Config`. The `Config` class is the
+base config container for all configs in Hezar. Find out more about
+configs [here](hezar_architecture.md/#concept-1-configurable-modules).
+
+Take a look at the snippets below:
+
+- **Regular PyTorch**
+```python
+import torch
+import torch.nn as nn
+
+
+class SampleCNN(nn.Module):
+    def __init__(self, num_channels=3, num_classes=10):
+        super().__init__()
+        self.conv1 = nn.Conv2d(num_channels, 6, 5)
+        self.pool = nn.MaxPool2d(2, 2)
+        self.conv2 = nn.Conv2d(6, 16, 5)
+        self.fc1 = nn.Linear(16 * 5 * 5, 120)
+        self.fc2 = nn.Linear(120, 84)
+        self.fc3 = nn.Linear(84, num_classes)
+
+    def forward(self, x):
+        x = self.pool(nn.functional.relu(self.conv1(x)))
+        x = self.pool(nn.functional.relu(self.conv2(x)))
+        x = torch.flatten(x, 1) # flatten all dimensions except batch
+        x = nn.functional.relu(self.fc1(x))
+        x = nn.functional.relu(self.fc2(x))
+        x = self.fc3(x)
+        return x
+```
+
+- **Hezar Model**
+```python
+from dataclasses import dataclass
+
+import torch
+import torch.nn as nn
+from hezar.models import Model, ModelConfig, register_model
+
+@dataclass
+class SampleNetConfig(ModelConfig):
+    name = "sample_net"
+    num_channels: int = 3
+    num_classes: int = 10
+
+@register_model("sample_net", config_class=SampleNetConfig, description="My simple CNN network")
+class SampleNet(Model):
+    def __init__(self, config: SampleNetConfig):
+        super().__init__(config=config)
+        self.conv1 = nn.Conv2d(self.config.num_channels, 6, 5)
+        self.pool = nn.MaxPool2d(2, 2)
+        self.conv2 = nn.Conv2d(6, 16, 5)
+        self.fc1 = nn.Linear(16 * 5 * 5, 120)
+        self.fc2 = nn.Linear(120, 84)
+        self.fc3 = nn.Linear(84, self.config.num_classes)
+
+    def forward(self, x):
+        x = self.pool(nn.functional.relu(self.conv1(x)))
+        x = self.pool(nn.functional.relu(self.conv2(x)))
+        x = torch.flatten(x, 1) # flatten all dimensions except batch
+        x = nn.functional.relu(self.fc1(x))
+        x = nn.functional.relu(self.fc2(x))
+        x = self.fc3(x)
+        return x
+```
+So what you actually need to do to make your PyTorch model compatible with Hezar is:
+1. Move all the required arguments of the model to a new dataclass config by deriving the `ModelConfig` class
+2. Implement your model by inheriting from `Model` instead of `nn.Module` and construct your model architecture by using config parameters
+3. Optionally you can register your model by using the `register_model` decorator under the same `name` parameter  in the config. This step makes your model importable/exportable (compatible with `save`, `load`, `push_to_hub` methods)
+
+
+## Models Registry System
+Registry system is not specific to models but all modules in Hezar. For more info on registries check out [this section](hezar_architecture.md/#concept-2-modules-registries).
+
+Registries are required for finding the right class when trying to load a model from a path (local or Hub). Each model must
+have a name which must be the same as the one in its config under `name` parameter. (take a look at the example above).
+
+To see all the available models use:
+```python
+from hezar.utils import list_available_models
+
+print(list_available_models())
+```
+
+### Models Registry and `build_model`
+The `models_registry` (like all registry containers in Hezar) is a dictionary of model names mapped to their module classes
+and config classes. So one can easily build a model with default parameters by its registry key.
+
+```python
+from hezar.registry import models_registry
+
+bert = models_registry["bert"].module_class(models_registry["bert"].config_class())
+```
+Obviously, this is so ugly and long so lets use the build method `build_model`. This method takes in 3 paramters:
+- `name`: The model name which must be present in `model_registry` keys
+- `config`: Optional model config
+- `**kwargs`: Extra config parameters as keyword arguments that overwrites the default config parameters.
+```python
+from hezar.builders import build_model
+
+bert = build_model("bert")
+```
+You can also pass config parameters to the `build_model` method as kwargs to overwrite default config parameters:
+```python
+from hezar.builders import build_model
+
+bert = build_model("bert", hidden_size=768)
+```
+Or pass in the whole config to the build function:
+```python
+from hezar.builders import build_model
+from hezar.models import BERTConfig
+
+bert = build_model("bert", BERTConfig(hidden_act="gelu", hidden_size=840))
+```
+
+## Inference & Prediction
+The end-to-end prediction for any model is done by calling the `predict()` method on raw inputs.
+The `predict()` method itself, calls three main methods in order:
+- `preprocess()`
+- `forward()`/`generate()`*
+- `post_process()`
+
+*based on model type; regular or generative
+### Preprocessing/Post-processing
+These steps are performed by two methods:
+- `preprocess()`: takes in raw inputs and processes them to create direct model inputs and returns a dictionary of named
+inputs that is unpacked for model's `forward`/`generate` method. Each model can handle raw inputs however necessary.
+But ready-to-use models in Hezar, all use preprocessor modules. preprocessor modules can be tokenizers, feature extractors,
+normalizers, etc. The `Model` class has a `preprocessor` property that stores a dictionary of the required preprocessors
+for the model. These preprocessors are named after their original name in config or registry like `bpe_tokenizer`, `image_processor`, etc.
+- `post_process()`: responsible for converting model forward/generate outputs which are usually tensors to a human-readable
+format. You might also use the `preprocessor` property at this stage i.e, for decoding, etc.
+
+#### The `preprocessor` property
+The preprocessor property can be directly set on a model. This preprocessor must be of type `Preprocessor`. If a model
+needs multiple preprocessors you can pass in a dictionary of preprocessors by their name (preferably registry name).
+You can use the preprocessor property like below:
+```python
+class TextClassificationModel(Model):
+    def __init__(self):
+        ...
+
+    def forward(self, inputs):
+        ...
+
+    def preprocess(self, raw_texts):
+        tokenizer = self.preprocessor["bpe_tokenizer"]
+        model_inputs = tokenizer(raw_texts, return_tensors="pt")
+        return model_inputs
+
+    def post_process(self, model_outputs):
+        logits = model_outputs["logits"]
+        label_ids = logits.argmax(1)
+        labels_str = [self.config.id2label[label_id] for label_id in label_ids]
+        return labels_str
+```
+You can inspect the preprocessor for any model like below:
+```python
+from hezar.models import Model
+
+whisper = Model.load("hezarai/whisper-small-fa")
+whisper_preprocessors = whisper.preprocessor
+print(whisper_preprocessors)
+```
+```
+PreprocessorsContainer(
+    [
+        ('whisper_feature_extractor',
+         < hezar.preprocessors.feature_extractors.audio.whisper_feature_extractor.WhisperFeatureExtractor at 0x7f6316fdcbb0 >),
+        ('whisper_bpe_tokenizer',
+         < hezar.preprocessors.tokenizers.whisper_bpe.WhisperBPETokenizer at 0x7f643cb13f40 >)
+    ]
+)
+```
+### Passing kwargs to `predict()`
+You can also pass in additional parameters corresponding to any of the methods and the `predict()` method will figure out
+how each arg should be passed to the write method (`preprocess`, `forward` or `post_process`).
+
+Suppose you model's methods take parameters like below:
+- `preprocess(raw_inputs, return_attention_mask=False)`
+- `post_process(model_inputs, output_all_scores=False)`
+You can pass in parameters for such model like below:
+```python
+model.predict(raw_inputs, return_attention_mask=True, output_all_scores=True)
+```
+The predict method knows which parameter corresponds to which method. (see [issue #96](https://github.com/hezarai/hezar/issues/96))
+
+
+## Saving, Loading & Pushing to Hub
+All Hezar models can be easily saved, loaded and pushed to hub in the same way.
+
+### Loading Models
+Loading models is done by using the `.load()` method. This method takes in the path to the desired model which can be
+a path on the Hub or a path on your local disk.
+```python
+from hezar.models import Model
+
+whisper = Model.load("hezarai/whisper-small-fa")
+whisper.save("my-whisper")
+whisper_2 = Model.load("my-whisper")
+whisper_2.push_to_hub("arxyzan/whisper-small-fa")
+```
+Note that the preprocessors of the model will also be loaded if available when using `Model.load()`. However, you can
+disable this behavior by `Model.load(path, load_preprocessor=False)`.
+#### `load()` Parameters
+`Model.load()` takes these parameters:
+- `hub_or_local_path`: Path to a Hub repo or a folder on your local disk
+- `load_locally`: Force this method to look for the path locally
+- `load_preprocessor`: Whether to load the preprocessor(s) or not (defaults to True)
+- `model_filename`: Optionally specify the model's weights file name (defaults to `model.pt`)
+- `config_filename`: Optionally specify the model's config file name (defaults to `model_config.yaml`)
+- `save_path`: Optionally save the loaded model to a custom path
+- `**kwargs`: Additional config parameters to overwrite the loaded config parameters
+
+#### Loading State Dicts
+Although Hezar models are regular PyTorch `nn.Module`s, but for convenience, we overrode the `load_state_dict` in a way
+that the user can load backbone models on a model for fine-tuning purposes. Also, our method can safely ignore mismatching
+keys if the values are compatible. So if you receive a warning when fine-tuning a model like below:
+```
+Hezar (WARNING): Partially loading the weights as the model architecture and the given state dict are incompatible!
+Ignore this warning in case you plan on fine-tuning this model
+Incompatible keys: []
+Missing keys: ['classifier.weight', 'classifier.bias']
+```
+You are good to go with your training because only the last classifier weights are missing and new for the training.
+
+### Saving Models
+Saving models to a path is pretty simple. Note that this method takes a **folder** path not a file path because it saves
+all the files for the model, config and preprocessors to this path but instead you can control the behavior of this method
+too.
+#### `save()` Parameters
+`Model.save()` takes these parameters:
+- `path`: A path to a local folder
+- `filename`: Model's file name (defaults to `model.pt`)
+- `save_preprocessor`: Whether to save the preprocessor or not
+- `config_filename`: Model's config file name (defaults to `model_config.yaml`)
+
+### Pushing to the Hub
+Pushing Hezar models to the Hub (just like other modules in Hezar) is done by using the `push_to_hub` method.
+#### `push_to_hub()` Parameters
+This method is actually the save method that is followed by the upload operation so its parameters are similar to `save`.
+- `repo_id`: Path to the repo id on the Hugging Face Hub
+- `filename`: Model's file name (defaults to `model.pt`)
+- `config_filename`: Optionally specify the model's config file name (defaults to `model_config.yaml`)
+- `push_preprocessor`: Whether to push the preprocessor or not
+- `commit_message`: Commit message for this push
+- `private`: Specify if the repo should be private or not. Only applicable if the repo does not already exist.
+
+## Wrap Up
+In this guide, we walked through the detail and internals of the models in Hezar. Hezar models are PyTorch Modules equiped
+with extra functionalities for better integration and exportability.
diff --git a/_sources/guide/trainer_in_depth.md.txt b/_sources/guide/trainer_in_depth.md.txt
new file mode 100644
index 00000000..ad6b6c3d
--- /dev/null
+++ b/_sources/guide/trainer_in_depth.md.txt
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+# Trainer In-depth Guide
+The `Trainer` is the base class for training all the models in Hezar no matter the task, dataset, model architecture, etc.
+In this guide, we'll demonstrate all the internals and details in this powerful class and how you can customize it based
+on your needs.
+
+We'll do this step by step in the exact order that takes place when training a model.
+
+## Initialization
+In order to initialize the Trainer you would need to have some objects ready.
+
+- **Trainer Config**: A Trainer config is a config dataclass (of type `TrainerConfig`) with a bunch of attributes that configures
+how the Trainer behaves. The most important ones being:
+  - `output_dir` (required): Path to the directory to save trainer outputs (checkpoints, logs, etc.)
+  - `task` (required): Specify the task of the training e.g, `text_classification`, `speech_recognition`, etc.
+  - `num_epochs` (required): Number of training epochs
+  - `init_weights_from` (optional): If the model is randomly initialized or you want to finetune it from a different set of
+  weights, you can provide a path to a pretrained model using this parameter to load the model weights from.
+  - `batch_size` (required): Training batch size
+  - `eval_batch_size` (optional): Evaluation batch size (defaults to `batch_size` if not set)
+  - `mixed_precision` (optional): Type of mixed precision e.g, `fp16`, `bf16`, etc. (Disabled by default)
+  - `metrics` (optional): A set of metrics for model evaluation. Available metrics can be obtained using `utils.list_available_metrics()`
+  - and etc.
+- **Model**: A Hezar Model instance
+- **Train & Eval Datasets**: Train and evaluation datasets (Hezar Dataset instances)
+- **Preprocessor(s)**: Model's preprocessor if it's not already in the model (`model.preprocessor == None`)
+
+As an example, here is how you can initialize a trainer for text classification using BERT:
+
+```python
+from hezar.models import BertTextClassification, BertTextClassificationConfig
+from hezar.data import Dataset
+from hezar.preprocessors import Preprocessor
+from hezar.trainer import Trainer, TrainerConfig
+
+
+dataset_path = "hezarai/sentiment-dksf"
+base_model_path = "hezarai/bert-base-fa"
+
+train_dataset = Dataset.load(dataset_path, split="train", tokenizer_path=base_model_path)
+eval_dataset = Dataset.load(dataset_path, split="test", tokenizer_path=base_model_path)
+
+model = BertTextClassification(BertTextClassificationConfig(id2label=train_dataset.config.id2label))
+preprocessor = Preprocessor.load(base_model_path)
+
+train_config = TrainerConfig(
+    output_dir="bert-fa-sentiment-analysis-dksf",
+    task="text_classification",
+    device="cuda",
+    init_weights_from=base_model_path,
+    batch_size=8,
+    num_epochs=5,
+    metrics=["f1", "precision", "accuracy", "recall"],
+)
+
+trainer = Trainer(
+    config=train_config,
+    model=model,
+    train_dataset=train_dataset,
+    eval_dataset=eval_dataset,
+    data_collator=train_dataset.data_collator,
+    preprocessor=preprocessor,
+)
+```
+
+### `Trainer.__init__()`
+So what does exactly happen in the Trainer's `__init__`?
+
+* Config sanitization
+* Configure determinism (controlled by `config.seed`)
+* Configure device(s)
+* Setup model and
+* preprocessor (load pretrained weights if configured)
+* Setup data loaders
+* Setup optimizer and LR scheduler
+* Configure precision if set
+* Setup metrics handler (chosen based on the trainer's task, type `MetricsHandler`)
+* Configure paths and loggers
+* Setup trainer state
+
+Now the trainer has all the objects ready (almost!).
+
+## Training process
+The training process starts right when you call `trainer.train()`. This simple method does all the heavy lifting needed
+during a full training process. We'll go through each of them one by one. 
+
+In a nutshell, the training process is simply a repeating loop of training the model on the full train data and then
+evaluating it on the evaluation data followed by calculating the metrics and saving logs and results.
+
+### 1. Training info
+Right before the trainer starts the main training process, it simply outputs some info about the run. 
+These info would be something like this:
+```
+******************** Training Info ********************
+
+  Output Directory: `bert-fa-sentiment-analysis-dksf`
+  Task: `text_classification`
+  Model: `BertTextClassification`
+  Init Weights: `hezarai/bert-base-fa`
+  Device(s): `cuda`
+  Training Dataset: `TextClassificationDataset(path=hezarai/sentiment-dksf['train'], size=28602)`
+  Evaluation Dataset: `TextClassificationDataset(path=hezarai/sentiment-dksf['test'], size=2315)`
+  Optimizer: `adam`
+  Initial Learning Rate: `2e-05`
+  Learning Rate Decay: `0.0`
+  Epochs: `5`
+  Batch Size: `8`
+  Number of Parameters: `118299651`
+  Number of Trainable Parameters: `118299651`
+  Mixed Precision: `Full (fp32)`
+  Metrics: `['f1', 'precision', 'accuracy', 'recall']`
+  Checkpoints Path: `bert-fa-sentiment-analysis-dksf/checkpoints`
+  Logs Path: `bert-fa-sentiment-analysis-dksf/logs`
+
+*******************************************************
+```
+
+### 2. Inner training loop
+The inner training loop which is invoked by `.inner_training_loop(epoch)` trains the model on the full iteration of the
+training data. This iteration itself is a repeating loop of the below processes:
+1. Preparation of the input batch using `.prepare_input_batch(input_batch)` which performs all the necessary validations and
+checks on the input batch like casting data type, device, etc.
+2. Performing one training step using `.training_step(input_batch)` which is the casual PyTorch forward pass followed by
+loss computation and backward pass and finally an optimizer step. This method outputs the loss value along the model outputs.
+3. Aggregation of loss values through the training loop and live verbose of loss average up until that point in the progress bar.
+
+### 3. Evaluation loop
+The evaluation loop is also the same as the training loop, but it does everything in eval mode (`torch.inference_mode`).
+1. Preparation of the input batch using `.prepare_input_batch(input_batch)` which performs all the necessary validations and
+checks on the input batch like casting data type, device, etc.
+2. Performing one evaluation step using `.evaluation_step(input_batch)`:
+    - Perform one forward pass on the inputs
+    - Calculate loss on the inputs
+    - Calculate generation outputs if the model is generative (`model.is_generative`)
+3. Calculate metrics on the outputs which is handled by the metrics handler (`self.metrics_handler`)
+4. Aggregation of metrics values through the evaluation loop and live verbose of the averages in the progress bar. (the
+final value is the total average value)
+
+### 4. Saving & logging
+When a full training loop and evaluation is done, the trainer saves some properties:
+- Save the trainer state in the `trainer_state.yaml` file at `config.output_dir/config.checkpoints_dir`.
+- Save the current checkpoint (model weights, configs, etc.) at `config.checkpoints_dir/epoch`.
+- Save all the new training and evaluation results to the CSV file and TensorBoard at `config.logs_dir`
+
+All the above steps are repeated for `config.num_epochs` times.
+
+
+## Save & Push to Hub
+Like all other components in Hezar, you can also save or push the trainer to the Hub.
+
+### Save Trainer
+In order to save the trainer, you can simply call `trainer.save()` which accepts the following:
+- `path`: The target directory to save the objects in the trainer
+- `config_filename`
+- `model_filename`
+- `model_config_filename`
+- `subfolder`
+- `dataset_config_file`
+
+Overall, the `save` method saves the model, preprocessor, dataset config and the trainer config.
+
+### Push to Hub
+You can also push the trainer to the hub. This method just calls the `push_to_hub` method on the model, preprocessor, and configs.
+
+
+## Advanced Training & Customization
+The Trainer is implemented in a really flexible and customizable way so that any change can be done by simply overriding 
+your desired method. You can learn more about how you can do such things [here](advanced_training.md)
\ No newline at end of file
diff --git a/_sources/index.md.txt b/_sources/index.md.txt
new file mode 100644
index 00000000..dbe736fc
--- /dev/null
+++ b/_sources/index.md.txt
@@ -0,0 +1,17 @@
+# Welcome to Hezar's documentation!
+![](https://github.com/hezarai/hezar/raw/main/hezar.png)
+Welcome to Hezar official documentation!
+
+Here you can find every piece of info about all the aspects in Hezar.
+
+Navigate to the desired section using this table of contents:
+
+```{toctree}
+:maxdepth: 2
+
+get_started/index
+tutorial/index
+guide/index
+source/index
+contributing
+```
diff --git a/_sources/source/hezar.builders.rst.txt b/_sources/source/hezar.builders.rst.txt
new file mode 100644
index 00000000..6eb0aa72
--- /dev/null
+++ b/_sources/source/hezar.builders.rst.txt
@@ -0,0 +1,7 @@
+hezar.builders module
+=====================
+
+.. automodule:: hezar.builders
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.configs.rst.txt b/_sources/source/hezar.configs.rst.txt
new file mode 100644
index 00000000..02b7dc5d
--- /dev/null
+++ b/_sources/source/hezar.configs.rst.txt
@@ -0,0 +1,7 @@
+hezar.configs module
+====================
+
+.. automodule:: hezar.configs
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.constants.rst.txt b/_sources/source/hezar.constants.rst.txt
new file mode 100644
index 00000000..441ee5d5
--- /dev/null
+++ b/_sources/source/hezar.constants.rst.txt
@@ -0,0 +1,7 @@
+hezar.constants module
+======================
+
+.. automodule:: hezar.constants
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.data.data_collators.rst.txt b/_sources/source/hezar.data.data_collators.rst.txt
new file mode 100644
index 00000000..0e743e71
--- /dev/null
+++ b/_sources/source/hezar.data.data_collators.rst.txt
@@ -0,0 +1,7 @@
+hezar.data.data\_collators module
+=================================
+
+.. automodule:: hezar.data.data_collators
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.data.datasets.dataset.rst.txt b/_sources/source/hezar.data.datasets.dataset.rst.txt
new file mode 100644
index 00000000..6ebde446
--- /dev/null
+++ b/_sources/source/hezar.data.datasets.dataset.rst.txt
@@ -0,0 +1,7 @@
+hezar.data.datasets.dataset module
+==================================
+
+.. automodule:: hezar.data.datasets.dataset
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.data.datasets.image_captioning_dataset.rst.txt b/_sources/source/hezar.data.datasets.image_captioning_dataset.rst.txt
new file mode 100644
index 00000000..96b25524
--- /dev/null
+++ b/_sources/source/hezar.data.datasets.image_captioning_dataset.rst.txt
@@ -0,0 +1,7 @@
+hezar.data.datasets.image\_captioning\_dataset module
+=====================================================
+
+.. automodule:: hezar.data.datasets.image_captioning_dataset
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.data.datasets.ocr_dataset.rst.txt b/_sources/source/hezar.data.datasets.ocr_dataset.rst.txt
new file mode 100644
index 00000000..3af0f3ad
--- /dev/null
+++ b/_sources/source/hezar.data.datasets.ocr_dataset.rst.txt
@@ -0,0 +1,7 @@
+hezar.data.datasets.ocr\_dataset module
+=======================================
+
+.. automodule:: hezar.data.datasets.ocr_dataset
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.data.datasets.rst.txt b/_sources/source/hezar.data.datasets.rst.txt
new file mode 100644
index 00000000..1e9678f0
--- /dev/null
+++ b/_sources/source/hezar.data.datasets.rst.txt
@@ -0,0 +1,23 @@
+hezar.data.datasets package
+===========================
+
+Submodules
+----------
+
+.. toctree::
+   :maxdepth: 4
+
+   hezar.data.datasets.dataset
+   hezar.data.datasets.image_captioning_dataset
+   hezar.data.datasets.ocr_dataset
+   hezar.data.datasets.sequence_labeling_dataset
+   hezar.data.datasets.text_classification_dataset
+   hezar.data.datasets.text_summarization_dataset
+
+Module contents
+---------------
+
+.. automodule:: hezar.data.datasets
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.data.datasets.sequence_labeling_dataset.rst.txt b/_sources/source/hezar.data.datasets.sequence_labeling_dataset.rst.txt
new file mode 100644
index 00000000..ecedebcc
--- /dev/null
+++ b/_sources/source/hezar.data.datasets.sequence_labeling_dataset.rst.txt
@@ -0,0 +1,7 @@
+hezar.data.datasets.sequence\_labeling\_dataset module
+======================================================
+
+.. automodule:: hezar.data.datasets.sequence_labeling_dataset
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.data.datasets.text_classification_dataset.rst.txt b/_sources/source/hezar.data.datasets.text_classification_dataset.rst.txt
new file mode 100644
index 00000000..adcc0b32
--- /dev/null
+++ b/_sources/source/hezar.data.datasets.text_classification_dataset.rst.txt
@@ -0,0 +1,7 @@
+hezar.data.datasets.text\_classification\_dataset module
+========================================================
+
+.. automodule:: hezar.data.datasets.text_classification_dataset
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.data.datasets.text_summarization_dataset.rst.txt b/_sources/source/hezar.data.datasets.text_summarization_dataset.rst.txt
new file mode 100644
index 00000000..36565686
--- /dev/null
+++ b/_sources/source/hezar.data.datasets.text_summarization_dataset.rst.txt
@@ -0,0 +1,7 @@
+hezar.data.datasets.text\_summarization\_dataset module
+=======================================================
+
+.. automodule:: hezar.data.datasets.text_summarization_dataset
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.data.rst.txt b/_sources/source/hezar.data.rst.txt
new file mode 100644
index 00000000..97106494
--- /dev/null
+++ b/_sources/source/hezar.data.rst.txt
@@ -0,0 +1,26 @@
+hezar.data package
+==================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   hezar.data.datasets
+
+Submodules
+----------
+
+.. toctree::
+   :maxdepth: 4
+
+   hezar.data.data_collators
+
+Module contents
+---------------
+
+.. automodule:: hezar.data
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.embeddings.embedding.rst.txt b/_sources/source/hezar.embeddings.embedding.rst.txt
new file mode 100644
index 00000000..4a546f29
--- /dev/null
+++ b/_sources/source/hezar.embeddings.embedding.rst.txt
@@ -0,0 +1,7 @@
+hezar.embeddings.embedding module
+=================================
+
+.. automodule:: hezar.embeddings.embedding
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.embeddings.fasttext.rst.txt b/_sources/source/hezar.embeddings.fasttext.rst.txt
new file mode 100644
index 00000000..75658d64
--- /dev/null
+++ b/_sources/source/hezar.embeddings.fasttext.rst.txt
@@ -0,0 +1,7 @@
+hezar.embeddings.fasttext module
+================================
+
+.. automodule:: hezar.embeddings.fasttext
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.embeddings.rst.txt b/_sources/source/hezar.embeddings.rst.txt
new file mode 100644
index 00000000..368acdb4
--- /dev/null
+++ b/_sources/source/hezar.embeddings.rst.txt
@@ -0,0 +1,20 @@
+hezar.embeddings package
+========================
+
+Submodules
+----------
+
+.. toctree::
+   :maxdepth: 4
+
+   hezar.embeddings.embedding
+   hezar.embeddings.fasttext
+   hezar.embeddings.word2vec
+
+Module contents
+---------------
+
+.. automodule:: hezar.embeddings
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.embeddings.word2vec.rst.txt b/_sources/source/hezar.embeddings.word2vec.rst.txt
new file mode 100644
index 00000000..822452bb
--- /dev/null
+++ b/_sources/source/hezar.embeddings.word2vec.rst.txt
@@ -0,0 +1,7 @@
+hezar.embeddings.word2vec module
+================================
+
+.. automodule:: hezar.embeddings.word2vec
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.metrics.accuracy.rst.txt b/_sources/source/hezar.metrics.accuracy.rst.txt
new file mode 100644
index 00000000..5bef0716
--- /dev/null
+++ b/_sources/source/hezar.metrics.accuracy.rst.txt
@@ -0,0 +1,7 @@
+hezar.metrics.accuracy module
+=============================
+
+.. automodule:: hezar.metrics.accuracy
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.metrics.bleu.rst.txt b/_sources/source/hezar.metrics.bleu.rst.txt
new file mode 100644
index 00000000..6dabf497
--- /dev/null
+++ b/_sources/source/hezar.metrics.bleu.rst.txt
@@ -0,0 +1,7 @@
+hezar.metrics.bleu module
+=========================
+
+.. automodule:: hezar.metrics.bleu
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.metrics.cer.rst.txt b/_sources/source/hezar.metrics.cer.rst.txt
new file mode 100644
index 00000000..f1adc019
--- /dev/null
+++ b/_sources/source/hezar.metrics.cer.rst.txt
@@ -0,0 +1,7 @@
+hezar.metrics.cer module
+========================
+
+.. automodule:: hezar.metrics.cer
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.metrics.f1.rst.txt b/_sources/source/hezar.metrics.f1.rst.txt
new file mode 100644
index 00000000..25117c91
--- /dev/null
+++ b/_sources/source/hezar.metrics.f1.rst.txt
@@ -0,0 +1,7 @@
+hezar.metrics.f1 module
+=======================
+
+.. automodule:: hezar.metrics.f1
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.metrics.metric.rst.txt b/_sources/source/hezar.metrics.metric.rst.txt
new file mode 100644
index 00000000..3f0a1818
--- /dev/null
+++ b/_sources/source/hezar.metrics.metric.rst.txt
@@ -0,0 +1,7 @@
+hezar.metrics.metric module
+===========================
+
+.. automodule:: hezar.metrics.metric
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.metrics.precision.rst.txt b/_sources/source/hezar.metrics.precision.rst.txt
new file mode 100644
index 00000000..45919a9a
--- /dev/null
+++ b/_sources/source/hezar.metrics.precision.rst.txt
@@ -0,0 +1,7 @@
+hezar.metrics.precision module
+==============================
+
+.. automodule:: hezar.metrics.precision
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.metrics.recall.rst.txt b/_sources/source/hezar.metrics.recall.rst.txt
new file mode 100644
index 00000000..daafce17
--- /dev/null
+++ b/_sources/source/hezar.metrics.recall.rst.txt
@@ -0,0 +1,7 @@
+hezar.metrics.recall module
+===========================
+
+.. automodule:: hezar.metrics.recall
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.metrics.rouge.rst.txt b/_sources/source/hezar.metrics.rouge.rst.txt
new file mode 100644
index 00000000..debbe8c1
--- /dev/null
+++ b/_sources/source/hezar.metrics.rouge.rst.txt
@@ -0,0 +1,7 @@
+hezar.metrics.rouge module
+==========================
+
+.. automodule:: hezar.metrics.rouge
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.metrics.rst.txt b/_sources/source/hezar.metrics.rst.txt
new file mode 100644
index 00000000..25144d29
--- /dev/null
+++ b/_sources/source/hezar.metrics.rst.txt
@@ -0,0 +1,27 @@
+hezar.metrics package
+=====================
+
+Submodules
+----------
+
+.. toctree::
+   :maxdepth: 4
+
+   hezar.metrics.accuracy
+   hezar.metrics.bleu
+   hezar.metrics.cer
+   hezar.metrics.f1
+   hezar.metrics.metric
+   hezar.metrics.precision
+   hezar.metrics.recall
+   hezar.metrics.rouge
+   hezar.metrics.seqeval
+   hezar.metrics.wer
+
+Module contents
+---------------
+
+.. automodule:: hezar.metrics
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.metrics.seqeval.rst.txt b/_sources/source/hezar.metrics.seqeval.rst.txt
new file mode 100644
index 00000000..8cfb10f3
--- /dev/null
+++ b/_sources/source/hezar.metrics.seqeval.rst.txt
@@ -0,0 +1,7 @@
+hezar.metrics.seqeval module
+============================
+
+.. automodule:: hezar.metrics.seqeval
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.metrics.wer.rst.txt b/_sources/source/hezar.metrics.wer.rst.txt
new file mode 100644
index 00000000..208bae55
--- /dev/null
+++ b/_sources/source/hezar.metrics.wer.rst.txt
@@ -0,0 +1,7 @@
+hezar.metrics.wer module
+========================
+
+.. automodule:: hezar.metrics.wer
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.backbone.bert.bert.rst.txt b/_sources/source/hezar.models.backbone.bert.bert.rst.txt
new file mode 100644
index 00000000..9b519b02
--- /dev/null
+++ b/_sources/source/hezar.models.backbone.bert.bert.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.backbone.bert.bert module
+======================================
+
+.. automodule:: hezar.models.backbone.bert.bert
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.backbone.bert.bert_config.rst.txt b/_sources/source/hezar.models.backbone.bert.bert_config.rst.txt
new file mode 100644
index 00000000..9ca103f8
--- /dev/null
+++ b/_sources/source/hezar.models.backbone.bert.bert_config.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.backbone.bert.bert\_config module
+==============================================
+
+.. automodule:: hezar.models.backbone.bert.bert_config
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.backbone.bert.rst.txt b/_sources/source/hezar.models.backbone.bert.rst.txt
new file mode 100644
index 00000000..0b056778
--- /dev/null
+++ b/_sources/source/hezar.models.backbone.bert.rst.txt
@@ -0,0 +1,19 @@
+hezar.models.backbone.bert package
+==================================
+
+Submodules
+----------
+
+.. toctree::
+   :maxdepth: 4
+
+   hezar.models.backbone.bert.bert
+   hezar.models.backbone.bert.bert_config
+
+Module contents
+---------------
+
+.. automodule:: hezar.models.backbone.bert
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.backbone.distilbert.distilbert.rst.txt b/_sources/source/hezar.models.backbone.distilbert.distilbert.rst.txt
new file mode 100644
index 00000000..13320b45
--- /dev/null
+++ b/_sources/source/hezar.models.backbone.distilbert.distilbert.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.backbone.distilbert.distilbert module
+==================================================
+
+.. automodule:: hezar.models.backbone.distilbert.distilbert
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.backbone.distilbert.distilbert_config.rst.txt b/_sources/source/hezar.models.backbone.distilbert.distilbert_config.rst.txt
new file mode 100644
index 00000000..38be2504
--- /dev/null
+++ b/_sources/source/hezar.models.backbone.distilbert.distilbert_config.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.backbone.distilbert.distilbert\_config module
+==========================================================
+
+.. automodule:: hezar.models.backbone.distilbert.distilbert_config
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.backbone.distilbert.rst.txt b/_sources/source/hezar.models.backbone.distilbert.rst.txt
new file mode 100644
index 00000000..5a14af8a
--- /dev/null
+++ b/_sources/source/hezar.models.backbone.distilbert.rst.txt
@@ -0,0 +1,19 @@
+hezar.models.backbone.distilbert package
+========================================
+
+Submodules
+----------
+
+.. toctree::
+   :maxdepth: 4
+
+   hezar.models.backbone.distilbert.distilbert
+   hezar.models.backbone.distilbert.distilbert_config
+
+Module contents
+---------------
+
+.. automodule:: hezar.models.backbone.distilbert
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.backbone.roberta.roberta.rst.txt b/_sources/source/hezar.models.backbone.roberta.roberta.rst.txt
new file mode 100644
index 00000000..bbc5d68d
--- /dev/null
+++ b/_sources/source/hezar.models.backbone.roberta.roberta.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.backbone.roberta.roberta module
+============================================
+
+.. automodule:: hezar.models.backbone.roberta.roberta
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.backbone.roberta.roberta_config.rst.txt b/_sources/source/hezar.models.backbone.roberta.roberta_config.rst.txt
new file mode 100644
index 00000000..c00461ee
--- /dev/null
+++ b/_sources/source/hezar.models.backbone.roberta.roberta_config.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.backbone.roberta.roberta\_config module
+====================================================
+
+.. automodule:: hezar.models.backbone.roberta.roberta_config
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.backbone.roberta.rst.txt b/_sources/source/hezar.models.backbone.roberta.rst.txt
new file mode 100644
index 00000000..02839ecd
--- /dev/null
+++ b/_sources/source/hezar.models.backbone.roberta.rst.txt
@@ -0,0 +1,19 @@
+hezar.models.backbone.roberta package
+=====================================
+
+Submodules
+----------
+
+.. toctree::
+   :maxdepth: 4
+
+   hezar.models.backbone.roberta.roberta
+   hezar.models.backbone.roberta.roberta_config
+
+Module contents
+---------------
+
+.. automodule:: hezar.models.backbone.roberta
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.backbone.rst.txt b/_sources/source/hezar.models.backbone.rst.txt
new file mode 100644
index 00000000..28549a49
--- /dev/null
+++ b/_sources/source/hezar.models.backbone.rst.txt
@@ -0,0 +1,21 @@
+hezar.models.backbone package
+=============================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   hezar.models.backbone.bert
+   hezar.models.backbone.distilbert
+   hezar.models.backbone.roberta
+   hezar.models.backbone.vit
+
+Module contents
+---------------
+
+.. automodule:: hezar.models.backbone
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.backbone.vit.rst.txt b/_sources/source/hezar.models.backbone.vit.rst.txt
new file mode 100644
index 00000000..dc8dadee
--- /dev/null
+++ b/_sources/source/hezar.models.backbone.vit.rst.txt
@@ -0,0 +1,19 @@
+hezar.models.backbone.vit package
+=================================
+
+Submodules
+----------
+
+.. toctree::
+   :maxdepth: 4
+
+   hezar.models.backbone.vit.vit
+   hezar.models.backbone.vit.vit_config
+
+Module contents
+---------------
+
+.. automodule:: hezar.models.backbone.vit
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.backbone.vit.vit.rst.txt b/_sources/source/hezar.models.backbone.vit.vit.rst.txt
new file mode 100644
index 00000000..42bebcca
--- /dev/null
+++ b/_sources/source/hezar.models.backbone.vit.vit.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.backbone.vit.vit module
+====================================
+
+.. automodule:: hezar.models.backbone.vit.vit
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.backbone.vit.vit_config.rst.txt b/_sources/source/hezar.models.backbone.vit.vit_config.rst.txt
new file mode 100644
index 00000000..b5b6087b
--- /dev/null
+++ b/_sources/source/hezar.models.backbone.vit.vit_config.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.backbone.vit.vit\_config module
+============================================
+
+.. automodule:: hezar.models.backbone.vit.vit_config
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.image2text.beit_roberta.beit_roberta_image2text.rst.txt b/_sources/source/hezar.models.image2text.beit_roberta.beit_roberta_image2text.rst.txt
new file mode 100644
index 00000000..effb428e
--- /dev/null
+++ b/_sources/source/hezar.models.image2text.beit_roberta.beit_roberta_image2text.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.image2text.beit\_roberta.beit\_roberta\_image2text module
+======================================================================
+
+.. automodule:: hezar.models.image2text.beit_roberta.beit_roberta_image2text
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.rst.txt b/_sources/source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.rst.txt
new file mode 100644
index 00000000..2e097b82
--- /dev/null
+++ b/_sources/source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.image2text.beit\_roberta.beit\_roberta\_image2text\_config module
+==============================================================================
+
+.. automodule:: hezar.models.image2text.beit_roberta.beit_roberta_image2text_config
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.image2text.beit_roberta.rst.txt b/_sources/source/hezar.models.image2text.beit_roberta.rst.txt
new file mode 100644
index 00000000..4ddcbcf0
--- /dev/null
+++ b/_sources/source/hezar.models.image2text.beit_roberta.rst.txt
@@ -0,0 +1,19 @@
+hezar.models.image2text.beit\_roberta package
+=============================================
+
+Submodules
+----------
+
+.. toctree::
+   :maxdepth: 4
+
+   hezar.models.image2text.beit_roberta.beit_roberta_image2text
+   hezar.models.image2text.beit_roberta.beit_roberta_image2text_config
+
+Module contents
+---------------
+
+.. automodule:: hezar.models.image2text.beit_roberta
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.image2text.crnn.crnn_decode_utils.rst.txt b/_sources/source/hezar.models.image2text.crnn.crnn_decode_utils.rst.txt
new file mode 100644
index 00000000..59c44cc2
--- /dev/null
+++ b/_sources/source/hezar.models.image2text.crnn.crnn_decode_utils.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.image2text.crnn.crnn\_decode\_utils module
+=======================================================
+
+.. automodule:: hezar.models.image2text.crnn.crnn_decode_utils
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.image2text.crnn.crnn_image2text.rst.txt b/_sources/source/hezar.models.image2text.crnn.crnn_image2text.rst.txt
new file mode 100644
index 00000000..537a0ce6
--- /dev/null
+++ b/_sources/source/hezar.models.image2text.crnn.crnn_image2text.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.image2text.crnn.crnn\_image2text module
+====================================================
+
+.. automodule:: hezar.models.image2text.crnn.crnn_image2text
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.image2text.crnn.crnn_image2text_config.rst.txt b/_sources/source/hezar.models.image2text.crnn.crnn_image2text_config.rst.txt
new file mode 100644
index 00000000..709ae605
--- /dev/null
+++ b/_sources/source/hezar.models.image2text.crnn.crnn_image2text_config.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.image2text.crnn.crnn\_image2text\_config module
+============================================================
+
+.. automodule:: hezar.models.image2text.crnn.crnn_image2text_config
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.image2text.crnn.rst.txt b/_sources/source/hezar.models.image2text.crnn.rst.txt
new file mode 100644
index 00000000..6ed55675
--- /dev/null
+++ b/_sources/source/hezar.models.image2text.crnn.rst.txt
@@ -0,0 +1,20 @@
+hezar.models.image2text.crnn package
+====================================
+
+Submodules
+----------
+
+.. toctree::
+   :maxdepth: 4
+
+   hezar.models.image2text.crnn.crnn_decode_utils
+   hezar.models.image2text.crnn.crnn_image2text
+   hezar.models.image2text.crnn.crnn_image2text_config
+
+Module contents
+---------------
+
+.. automodule:: hezar.models.image2text.crnn
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.image2text.rst.txt b/_sources/source/hezar.models.image2text.rst.txt
new file mode 100644
index 00000000..ad4af596
--- /dev/null
+++ b/_sources/source/hezar.models.image2text.rst.txt
@@ -0,0 +1,22 @@
+hezar.models.image2text package
+===============================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   hezar.models.image2text.beit_roberta
+   hezar.models.image2text.crnn
+   hezar.models.image2text.trocr
+   hezar.models.image2text.vit_gpt2
+   hezar.models.image2text.vit_roberta
+
+Module contents
+---------------
+
+.. automodule:: hezar.models.image2text
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.image2text.trocr.rst.txt b/_sources/source/hezar.models.image2text.trocr.rst.txt
new file mode 100644
index 00000000..2b05cfc7
--- /dev/null
+++ b/_sources/source/hezar.models.image2text.trocr.rst.txt
@@ -0,0 +1,19 @@
+hezar.models.image2text.trocr package
+=====================================
+
+Submodules
+----------
+
+.. toctree::
+   :maxdepth: 4
+
+   hezar.models.image2text.trocr.trocr_image2text
+   hezar.models.image2text.trocr.trocr_image2text_config
+
+Module contents
+---------------
+
+.. automodule:: hezar.models.image2text.trocr
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.image2text.trocr.trocr_image2text.rst.txt b/_sources/source/hezar.models.image2text.trocr.trocr_image2text.rst.txt
new file mode 100644
index 00000000..490e8289
--- /dev/null
+++ b/_sources/source/hezar.models.image2text.trocr.trocr_image2text.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.image2text.trocr.trocr\_image2text module
+======================================================
+
+.. automodule:: hezar.models.image2text.trocr.trocr_image2text
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.image2text.trocr.trocr_image2text_config.rst.txt b/_sources/source/hezar.models.image2text.trocr.trocr_image2text_config.rst.txt
new file mode 100644
index 00000000..f692f016
--- /dev/null
+++ b/_sources/source/hezar.models.image2text.trocr.trocr_image2text_config.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.image2text.trocr.trocr\_image2text\_config module
+==============================================================
+
+.. automodule:: hezar.models.image2text.trocr.trocr_image2text_config
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.image2text.vit_gpt2.rst.txt b/_sources/source/hezar.models.image2text.vit_gpt2.rst.txt
new file mode 100644
index 00000000..108f0f6f
--- /dev/null
+++ b/_sources/source/hezar.models.image2text.vit_gpt2.rst.txt
@@ -0,0 +1,19 @@
+hezar.models.image2text.vit\_gpt2 package
+=========================================
+
+Submodules
+----------
+
+.. toctree::
+   :maxdepth: 4
+
+   hezar.models.image2text.vit_gpt2.vit_gpt2_image2text
+   hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config
+
+Module contents
+---------------
+
+.. automodule:: hezar.models.image2text.vit_gpt2
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.rst.txt b/_sources/source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.rst.txt
new file mode 100644
index 00000000..2f95efc1
--- /dev/null
+++ b/_sources/source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.image2text.vit\_gpt2.vit\_gpt2\_image2text module
+==============================================================
+
+.. automodule:: hezar.models.image2text.vit_gpt2.vit_gpt2_image2text
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.rst.txt b/_sources/source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.rst.txt
new file mode 100644
index 00000000..cdc13a59
--- /dev/null
+++ b/_sources/source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.image2text.vit\_gpt2.vit\_gpt2\_image2text\_config module
+======================================================================
+
+.. automodule:: hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.image2text.vit_roberta.rst.txt b/_sources/source/hezar.models.image2text.vit_roberta.rst.txt
new file mode 100644
index 00000000..cb71cb77
--- /dev/null
+++ b/_sources/source/hezar.models.image2text.vit_roberta.rst.txt
@@ -0,0 +1,19 @@
+hezar.models.image2text.vit\_roberta package
+============================================
+
+Submodules
+----------
+
+.. toctree::
+   :maxdepth: 4
+
+   hezar.models.image2text.vit_roberta.vit_roberta_image2text
+   hezar.models.image2text.vit_roberta.vit_roberta_image2text_config
+
+Module contents
+---------------
+
+.. automodule:: hezar.models.image2text.vit_roberta
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.image2text.vit_roberta.vit_roberta_image2text.rst.txt b/_sources/source/hezar.models.image2text.vit_roberta.vit_roberta_image2text.rst.txt
new file mode 100644
index 00000000..826c0579
--- /dev/null
+++ b/_sources/source/hezar.models.image2text.vit_roberta.vit_roberta_image2text.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.image2text.vit\_roberta.vit\_roberta\_image2text module
+====================================================================
+
+.. automodule:: hezar.models.image2text.vit_roberta.vit_roberta_image2text
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.rst.txt b/_sources/source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.rst.txt
new file mode 100644
index 00000000..39fef145
--- /dev/null
+++ b/_sources/source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.image2text.vit\_roberta.vit\_roberta\_image2text\_config module
+============================================================================
+
+.. automodule:: hezar.models.image2text.vit_roberta.vit_roberta_image2text_config
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.mask_filling.bert.bert_mask_filling.rst.txt b/_sources/source/hezar.models.mask_filling.bert.bert_mask_filling.rst.txt
new file mode 100644
index 00000000..b9ad0d11
--- /dev/null
+++ b/_sources/source/hezar.models.mask_filling.bert.bert_mask_filling.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.mask\_filling.bert.bert\_mask\_filling module
+==========================================================
+
+.. automodule:: hezar.models.mask_filling.bert.bert_mask_filling
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.mask_filling.bert.bert_mask_filling_config.rst.txt b/_sources/source/hezar.models.mask_filling.bert.bert_mask_filling_config.rst.txt
new file mode 100644
index 00000000..be3dfef2
--- /dev/null
+++ b/_sources/source/hezar.models.mask_filling.bert.bert_mask_filling_config.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.mask\_filling.bert.bert\_mask\_filling\_config module
+==================================================================
+
+.. automodule:: hezar.models.mask_filling.bert.bert_mask_filling_config
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.mask_filling.bert.rst.txt b/_sources/source/hezar.models.mask_filling.bert.rst.txt
new file mode 100644
index 00000000..345f0036
--- /dev/null
+++ b/_sources/source/hezar.models.mask_filling.bert.rst.txt
@@ -0,0 +1,19 @@
+hezar.models.mask\_filling.bert package
+=======================================
+
+Submodules
+----------
+
+.. toctree::
+   :maxdepth: 4
+
+   hezar.models.mask_filling.bert.bert_mask_filling
+   hezar.models.mask_filling.bert.bert_mask_filling_config
+
+Module contents
+---------------
+
+.. automodule:: hezar.models.mask_filling.bert
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.mask_filling.distilbert.distilbert_mask_filling.rst.txt b/_sources/source/hezar.models.mask_filling.distilbert.distilbert_mask_filling.rst.txt
new file mode 100644
index 00000000..e11bc317
--- /dev/null
+++ b/_sources/source/hezar.models.mask_filling.distilbert.distilbert_mask_filling.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.mask\_filling.distilbert.distilbert\_mask\_filling module
+======================================================================
+
+.. automodule:: hezar.models.mask_filling.distilbert.distilbert_mask_filling
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.rst.txt b/_sources/source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.rst.txt
new file mode 100644
index 00000000..c71af978
--- /dev/null
+++ b/_sources/source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.mask\_filling.distilbert.distilbert\_mask\_filling\_config module
+==============================================================================
+
+.. automodule:: hezar.models.mask_filling.distilbert.distilbert_mask_filling_config
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.mask_filling.distilbert.rst.txt b/_sources/source/hezar.models.mask_filling.distilbert.rst.txt
new file mode 100644
index 00000000..15b0235a
--- /dev/null
+++ b/_sources/source/hezar.models.mask_filling.distilbert.rst.txt
@@ -0,0 +1,19 @@
+hezar.models.mask\_filling.distilbert package
+=============================================
+
+Submodules
+----------
+
+.. toctree::
+   :maxdepth: 4
+
+   hezar.models.mask_filling.distilbert.distilbert_mask_filling
+   hezar.models.mask_filling.distilbert.distilbert_mask_filling_config
+
+Module contents
+---------------
+
+.. automodule:: hezar.models.mask_filling.distilbert
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.mask_filling.roberta.roberta_mask_filling.rst.txt b/_sources/source/hezar.models.mask_filling.roberta.roberta_mask_filling.rst.txt
new file mode 100644
index 00000000..324595d7
--- /dev/null
+++ b/_sources/source/hezar.models.mask_filling.roberta.roberta_mask_filling.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.mask\_filling.roberta.roberta\_mask\_filling module
+================================================================
+
+.. automodule:: hezar.models.mask_filling.roberta.roberta_mask_filling
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.rst.txt b/_sources/source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.rst.txt
new file mode 100644
index 00000000..d0a9f1fe
--- /dev/null
+++ b/_sources/source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.mask\_filling.roberta.roberta\_mask\_filling\_config module
+========================================================================
+
+.. automodule:: hezar.models.mask_filling.roberta.roberta_mask_filling_config
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.mask_filling.roberta.rst.txt b/_sources/source/hezar.models.mask_filling.roberta.rst.txt
new file mode 100644
index 00000000..f245751c
--- /dev/null
+++ b/_sources/source/hezar.models.mask_filling.roberta.rst.txt
@@ -0,0 +1,19 @@
+hezar.models.mask\_filling.roberta package
+==========================================
+
+Submodules
+----------
+
+.. toctree::
+   :maxdepth: 4
+
+   hezar.models.mask_filling.roberta.roberta_mask_filling
+   hezar.models.mask_filling.roberta.roberta_mask_filling_config
+
+Module contents
+---------------
+
+.. automodule:: hezar.models.mask_filling.roberta
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.mask_filling.rst.txt b/_sources/source/hezar.models.mask_filling.rst.txt
new file mode 100644
index 00000000..bf6c3106
--- /dev/null
+++ b/_sources/source/hezar.models.mask_filling.rst.txt
@@ -0,0 +1,20 @@
+hezar.models.mask\_filling package
+==================================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   hezar.models.mask_filling.bert
+   hezar.models.mask_filling.distilbert
+   hezar.models.mask_filling.roberta
+
+Module contents
+---------------
+
+.. automodule:: hezar.models.mask_filling
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.model.rst.txt b/_sources/source/hezar.models.model.rst.txt
new file mode 100644
index 00000000..c5b23b97
--- /dev/null
+++ b/_sources/source/hezar.models.model.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.model module
+=========================
+
+.. automodule:: hezar.models.model
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.model_outputs.rst.txt b/_sources/source/hezar.models.model_outputs.rst.txt
new file mode 100644
index 00000000..cc43a7b8
--- /dev/null
+++ b/_sources/source/hezar.models.model_outputs.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.model\_outputs module
+==================================
+
+.. automodule:: hezar.models.model_outputs
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.rst.txt b/_sources/source/hezar.models.rst.txt
new file mode 100644
index 00000000..ac7553a0
--- /dev/null
+++ b/_sources/source/hezar.models.rst.txt
@@ -0,0 +1,34 @@
+hezar.models package
+====================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   hezar.models.backbone
+   hezar.models.image2text
+   hezar.models.mask_filling
+   hezar.models.sequence_labeling
+   hezar.models.speech_recognition
+   hezar.models.text_classification
+   hezar.models.text_embedding
+   hezar.models.text_generation
+
+Submodules
+----------
+
+.. toctree::
+   :maxdepth: 4
+
+   hezar.models.model
+   hezar.models.model_outputs
+
+Module contents
+---------------
+
+.. automodule:: hezar.models
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.rst.txt b/_sources/source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.rst.txt
new file mode 100644
index 00000000..358123cb
--- /dev/null
+++ b/_sources/source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.sequence\_labeling.bert.bert\_sequence\_labeling module
+====================================================================
+
+.. automodule:: hezar.models.sequence_labeling.bert.bert_sequence_labeling
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.rst.txt b/_sources/source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.rst.txt
new file mode 100644
index 00000000..a0e74aa7
--- /dev/null
+++ b/_sources/source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.sequence\_labeling.bert.bert\_sequence\_labeling\_config module
+============================================================================
+
+.. automodule:: hezar.models.sequence_labeling.bert.bert_sequence_labeling_config
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.sequence_labeling.bert.rst.txt b/_sources/source/hezar.models.sequence_labeling.bert.rst.txt
new file mode 100644
index 00000000..153264bf
--- /dev/null
+++ b/_sources/source/hezar.models.sequence_labeling.bert.rst.txt
@@ -0,0 +1,19 @@
+hezar.models.sequence\_labeling.bert package
+============================================
+
+Submodules
+----------
+
+.. toctree::
+   :maxdepth: 4
+
+   hezar.models.sequence_labeling.bert.bert_sequence_labeling
+   hezar.models.sequence_labeling.bert.bert_sequence_labeling_config
+
+Module contents
+---------------
+
+.. automodule:: hezar.models.sequence_labeling.bert
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.rst.txt b/_sources/source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.rst.txt
new file mode 100644
index 00000000..7024f982
--- /dev/null
+++ b/_sources/source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.sequence\_labeling.distilbert.distilbert\_sequence\_labeling module
+================================================================================
+
+.. automodule:: hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.rst.txt b/_sources/source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.rst.txt
new file mode 100644
index 00000000..250d149e
--- /dev/null
+++ b/_sources/source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.sequence\_labeling.distilbert.distilbert\_sequence\_labeling\_config module
+========================================================================================
+
+.. automodule:: hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.sequence_labeling.distilbert.rst.txt b/_sources/source/hezar.models.sequence_labeling.distilbert.rst.txt
new file mode 100644
index 00000000..2c9c5194
--- /dev/null
+++ b/_sources/source/hezar.models.sequence_labeling.distilbert.rst.txt
@@ -0,0 +1,19 @@
+hezar.models.sequence\_labeling.distilbert package
+==================================================
+
+Submodules
+----------
+
+.. toctree::
+   :maxdepth: 4
+
+   hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling
+   hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config
+
+Module contents
+---------------
+
+.. automodule:: hezar.models.sequence_labeling.distilbert
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.rst.txt b/_sources/source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.rst.txt
new file mode 100644
index 00000000..665a7e9c
--- /dev/null
+++ b/_sources/source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.sequence\_labeling.roberta.roberta\_sequence\_labeling module
+==========================================================================
+
+.. automodule:: hezar.models.sequence_labeling.roberta.roberta_sequence_labeling
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.rst.txt b/_sources/source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.rst.txt
new file mode 100644
index 00000000..9bad047f
--- /dev/null
+++ b/_sources/source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.sequence\_labeling.roberta.roberta\_sequence\_labeling\_config module
+==================================================================================
+
+.. automodule:: hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.sequence_labeling.roberta.rst.txt b/_sources/source/hezar.models.sequence_labeling.roberta.rst.txt
new file mode 100644
index 00000000..183b9ac1
--- /dev/null
+++ b/_sources/source/hezar.models.sequence_labeling.roberta.rst.txt
@@ -0,0 +1,19 @@
+hezar.models.sequence\_labeling.roberta package
+===============================================
+
+Submodules
+----------
+
+.. toctree::
+   :maxdepth: 4
+
+   hezar.models.sequence_labeling.roberta.roberta_sequence_labeling
+   hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config
+
+Module contents
+---------------
+
+.. automodule:: hezar.models.sequence_labeling.roberta
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.sequence_labeling.rst.txt b/_sources/source/hezar.models.sequence_labeling.rst.txt
new file mode 100644
index 00000000..5149a573
--- /dev/null
+++ b/_sources/source/hezar.models.sequence_labeling.rst.txt
@@ -0,0 +1,20 @@
+hezar.models.sequence\_labeling package
+=======================================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   hezar.models.sequence_labeling.bert
+   hezar.models.sequence_labeling.distilbert
+   hezar.models.sequence_labeling.roberta
+
+Module contents
+---------------
+
+.. automodule:: hezar.models.sequence_labeling
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.speech_recognition.rst.txt b/_sources/source/hezar.models.speech_recognition.rst.txt
new file mode 100644
index 00000000..5133759d
--- /dev/null
+++ b/_sources/source/hezar.models.speech_recognition.rst.txt
@@ -0,0 +1,18 @@
+hezar.models.speech\_recognition package
+========================================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   hezar.models.speech_recognition.whisper
+
+Module contents
+---------------
+
+.. automodule:: hezar.models.speech_recognition
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.speech_recognition.whisper.rst.txt b/_sources/source/hezar.models.speech_recognition.whisper.rst.txt
new file mode 100644
index 00000000..481aec9a
--- /dev/null
+++ b/_sources/source/hezar.models.speech_recognition.whisper.rst.txt
@@ -0,0 +1,21 @@
+hezar.models.speech\_recognition.whisper package
+================================================
+
+Submodules
+----------
+
+.. toctree::
+   :maxdepth: 4
+
+   hezar.models.speech_recognition.whisper.whisper_feature_extractor
+   hezar.models.speech_recognition.whisper.whisper_speech_recognition
+   hezar.models.speech_recognition.whisper.whisper_speech_recognition_config
+   hezar.models.speech_recognition.whisper.whisper_tokenizer
+
+Module contents
+---------------
+
+.. automodule:: hezar.models.speech_recognition.whisper
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.rst.txt b/_sources/source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.rst.txt
new file mode 100644
index 00000000..29462dc4
--- /dev/null
+++ b/_sources/source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.speech\_recognition.whisper.whisper\_feature\_extractor module
+===========================================================================
+
+.. automodule:: hezar.models.speech_recognition.whisper.whisper_feature_extractor
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.rst.txt b/_sources/source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.rst.txt
new file mode 100644
index 00000000..7673fd03
--- /dev/null
+++ b/_sources/source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.speech\_recognition.whisper.whisper\_speech\_recognition module
+============================================================================
+
+.. automodule:: hezar.models.speech_recognition.whisper.whisper_speech_recognition
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.rst.txt b/_sources/source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.rst.txt
new file mode 100644
index 00000000..063d4729
--- /dev/null
+++ b/_sources/source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.speech\_recognition.whisper.whisper\_speech\_recognition\_config module
+====================================================================================
+
+.. automodule:: hezar.models.speech_recognition.whisper.whisper_speech_recognition_config
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.speech_recognition.whisper.whisper_tokenizer.rst.txt b/_sources/source/hezar.models.speech_recognition.whisper.whisper_tokenizer.rst.txt
new file mode 100644
index 00000000..88f92c65
--- /dev/null
+++ b/_sources/source/hezar.models.speech_recognition.whisper.whisper_tokenizer.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.speech\_recognition.whisper.whisper\_tokenizer module
+==================================================================
+
+.. automodule:: hezar.models.speech_recognition.whisper.whisper_tokenizer
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.text_classification.bert.bert_text_classification.rst.txt b/_sources/source/hezar.models.text_classification.bert.bert_text_classification.rst.txt
new file mode 100644
index 00000000..4da38eb5
--- /dev/null
+++ b/_sources/source/hezar.models.text_classification.bert.bert_text_classification.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.text\_classification.bert.bert\_text\_classification module
+========================================================================
+
+.. automodule:: hezar.models.text_classification.bert.bert_text_classification
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.text_classification.bert.bert_text_classification_config.rst.txt b/_sources/source/hezar.models.text_classification.bert.bert_text_classification_config.rst.txt
new file mode 100644
index 00000000..32cadb21
--- /dev/null
+++ b/_sources/source/hezar.models.text_classification.bert.bert_text_classification_config.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.text\_classification.bert.bert\_text\_classification\_config module
+================================================================================
+
+.. automodule:: hezar.models.text_classification.bert.bert_text_classification_config
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.text_classification.bert.rst.txt b/_sources/source/hezar.models.text_classification.bert.rst.txt
new file mode 100644
index 00000000..bcffc558
--- /dev/null
+++ b/_sources/source/hezar.models.text_classification.bert.rst.txt
@@ -0,0 +1,19 @@
+hezar.models.text\_classification.bert package
+==============================================
+
+Submodules
+----------
+
+.. toctree::
+   :maxdepth: 4
+
+   hezar.models.text_classification.bert.bert_text_classification
+   hezar.models.text_classification.bert.bert_text_classification_config
+
+Module contents
+---------------
+
+.. automodule:: hezar.models.text_classification.bert
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.text_classification.distilbert.distilbert_text_classification.rst.txt b/_sources/source/hezar.models.text_classification.distilbert.distilbert_text_classification.rst.txt
new file mode 100644
index 00000000..60be019a
--- /dev/null
+++ b/_sources/source/hezar.models.text_classification.distilbert.distilbert_text_classification.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.text\_classification.distilbert.distilbert\_text\_classification module
+====================================================================================
+
+.. automodule:: hezar.models.text_classification.distilbert.distilbert_text_classification
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.rst.txt b/_sources/source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.rst.txt
new file mode 100644
index 00000000..5b532939
--- /dev/null
+++ b/_sources/source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.text\_classification.distilbert.distilbert\_text\_classification\_config module
+============================================================================================
+
+.. automodule:: hezar.models.text_classification.distilbert.distilbert_text_classification_config
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.text_classification.distilbert.rst.txt b/_sources/source/hezar.models.text_classification.distilbert.rst.txt
new file mode 100644
index 00000000..d33274fb
--- /dev/null
+++ b/_sources/source/hezar.models.text_classification.distilbert.rst.txt
@@ -0,0 +1,19 @@
+hezar.models.text\_classification.distilbert package
+====================================================
+
+Submodules
+----------
+
+.. toctree::
+   :maxdepth: 4
+
+   hezar.models.text_classification.distilbert.distilbert_text_classification
+   hezar.models.text_classification.distilbert.distilbert_text_classification_config
+
+Module contents
+---------------
+
+.. automodule:: hezar.models.text_classification.distilbert
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.text_classification.roberta.roberta_text_classification.rst.txt b/_sources/source/hezar.models.text_classification.roberta.roberta_text_classification.rst.txt
new file mode 100644
index 00000000..80e28d89
--- /dev/null
+++ b/_sources/source/hezar.models.text_classification.roberta.roberta_text_classification.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.text\_classification.roberta.roberta\_text\_classification module
+==============================================================================
+
+.. automodule:: hezar.models.text_classification.roberta.roberta_text_classification
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.text_classification.roberta.roberta_text_classification_config.rst.txt b/_sources/source/hezar.models.text_classification.roberta.roberta_text_classification_config.rst.txt
new file mode 100644
index 00000000..8541010d
--- /dev/null
+++ b/_sources/source/hezar.models.text_classification.roberta.roberta_text_classification_config.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.text\_classification.roberta.roberta\_text\_classification\_config module
+======================================================================================
+
+.. automodule:: hezar.models.text_classification.roberta.roberta_text_classification_config
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.text_classification.roberta.rst.txt b/_sources/source/hezar.models.text_classification.roberta.rst.txt
new file mode 100644
index 00000000..d05f0dd7
--- /dev/null
+++ b/_sources/source/hezar.models.text_classification.roberta.rst.txt
@@ -0,0 +1,19 @@
+hezar.models.text\_classification.roberta package
+=================================================
+
+Submodules
+----------
+
+.. toctree::
+   :maxdepth: 4
+
+   hezar.models.text_classification.roberta.roberta_text_classification
+   hezar.models.text_classification.roberta.roberta_text_classification_config
+
+Module contents
+---------------
+
+.. automodule:: hezar.models.text_classification.roberta
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.text_classification.rst.txt b/_sources/source/hezar.models.text_classification.rst.txt
new file mode 100644
index 00000000..0c4fc19c
--- /dev/null
+++ b/_sources/source/hezar.models.text_classification.rst.txt
@@ -0,0 +1,20 @@
+hezar.models.text\_classification package
+=========================================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   hezar.models.text_classification.bert
+   hezar.models.text_classification.distilbert
+   hezar.models.text_classification.roberta
+
+Module contents
+---------------
+
+.. automodule:: hezar.models.text_classification
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.text_embedding.rst.txt b/_sources/source/hezar.models.text_embedding.rst.txt
new file mode 100644
index 00000000..0ba6ba4c
--- /dev/null
+++ b/_sources/source/hezar.models.text_embedding.rst.txt
@@ -0,0 +1,10 @@
+hezar.models.text\_embedding package
+====================================
+
+Module contents
+---------------
+
+.. automodule:: hezar.models.text_embedding
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.text_generation.gpt2.gpt2_text_generation.rst.txt b/_sources/source/hezar.models.text_generation.gpt2.gpt2_text_generation.rst.txt
new file mode 100644
index 00000000..5dee9bfe
--- /dev/null
+++ b/_sources/source/hezar.models.text_generation.gpt2.gpt2_text_generation.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.text\_generation.gpt2.gpt2\_text\_generation module
+================================================================
+
+.. automodule:: hezar.models.text_generation.gpt2.gpt2_text_generation
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.rst.txt b/_sources/source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.rst.txt
new file mode 100644
index 00000000..f149635f
--- /dev/null
+++ b/_sources/source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.text\_generation.gpt2.gpt2\_text\_generation\_config module
+========================================================================
+
+.. automodule:: hezar.models.text_generation.gpt2.gpt2_text_generation_config
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.text_generation.gpt2.rst.txt b/_sources/source/hezar.models.text_generation.gpt2.rst.txt
new file mode 100644
index 00000000..35269fd0
--- /dev/null
+++ b/_sources/source/hezar.models.text_generation.gpt2.rst.txt
@@ -0,0 +1,19 @@
+hezar.models.text\_generation.gpt2 package
+==========================================
+
+Submodules
+----------
+
+.. toctree::
+   :maxdepth: 4
+
+   hezar.models.text_generation.gpt2.gpt2_text_generation
+   hezar.models.text_generation.gpt2.gpt2_text_generation_config
+
+Module contents
+---------------
+
+.. automodule:: hezar.models.text_generation.gpt2
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.text_generation.rst.txt b/_sources/source/hezar.models.text_generation.rst.txt
new file mode 100644
index 00000000..89a04a68
--- /dev/null
+++ b/_sources/source/hezar.models.text_generation.rst.txt
@@ -0,0 +1,19 @@
+hezar.models.text\_generation package
+=====================================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   hezar.models.text_generation.gpt2
+   hezar.models.text_generation.t5
+
+Module contents
+---------------
+
+.. automodule:: hezar.models.text_generation
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.text_generation.t5.rst.txt b/_sources/source/hezar.models.text_generation.t5.rst.txt
new file mode 100644
index 00000000..f798f702
--- /dev/null
+++ b/_sources/source/hezar.models.text_generation.t5.rst.txt
@@ -0,0 +1,19 @@
+hezar.models.text\_generation.t5 package
+========================================
+
+Submodules
+----------
+
+.. toctree::
+   :maxdepth: 4
+
+   hezar.models.text_generation.t5.t5_text_generation
+   hezar.models.text_generation.t5.t5_text_generation_config
+
+Module contents
+---------------
+
+.. automodule:: hezar.models.text_generation.t5
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.text_generation.t5.t5_text_generation.rst.txt b/_sources/source/hezar.models.text_generation.t5.t5_text_generation.rst.txt
new file mode 100644
index 00000000..0567751f
--- /dev/null
+++ b/_sources/source/hezar.models.text_generation.t5.t5_text_generation.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.text\_generation.t5.t5\_text\_generation module
+============================================================
+
+.. automodule:: hezar.models.text_generation.t5.t5_text_generation
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.models.text_generation.t5.t5_text_generation_config.rst.txt b/_sources/source/hezar.models.text_generation.t5.t5_text_generation_config.rst.txt
new file mode 100644
index 00000000..e5a83769
--- /dev/null
+++ b/_sources/source/hezar.models.text_generation.t5.t5_text_generation_config.rst.txt
@@ -0,0 +1,7 @@
+hezar.models.text\_generation.t5.t5\_text\_generation\_config module
+====================================================================
+
+.. automodule:: hezar.models.text_generation.t5.t5_text_generation_config
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.preprocessors.audio_feature_extractor.rst.txt b/_sources/source/hezar.preprocessors.audio_feature_extractor.rst.txt
new file mode 100644
index 00000000..8c4dbccc
--- /dev/null
+++ b/_sources/source/hezar.preprocessors.audio_feature_extractor.rst.txt
@@ -0,0 +1,7 @@
+hezar.preprocessors.audio\_feature\_extractor module
+====================================================
+
+.. automodule:: hezar.preprocessors.audio_feature_extractor
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.preprocessors.image_processor.rst.txt b/_sources/source/hezar.preprocessors.image_processor.rst.txt
new file mode 100644
index 00000000..705e7f9a
--- /dev/null
+++ b/_sources/source/hezar.preprocessors.image_processor.rst.txt
@@ -0,0 +1,7 @@
+hezar.preprocessors.image\_processor module
+===========================================
+
+.. automodule:: hezar.preprocessors.image_processor
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.preprocessors.preprocessor.rst.txt b/_sources/source/hezar.preprocessors.preprocessor.rst.txt
new file mode 100644
index 00000000..e9db0d27
--- /dev/null
+++ b/_sources/source/hezar.preprocessors.preprocessor.rst.txt
@@ -0,0 +1,7 @@
+hezar.preprocessors.preprocessor module
+=======================================
+
+.. automodule:: hezar.preprocessors.preprocessor
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.preprocessors.rst.txt b/_sources/source/hezar.preprocessors.rst.txt
new file mode 100644
index 00000000..e2db5f82
--- /dev/null
+++ b/_sources/source/hezar.preprocessors.rst.txt
@@ -0,0 +1,29 @@
+hezar.preprocessors package
+===========================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   hezar.preprocessors.tokenizers
+
+Submodules
+----------
+
+.. toctree::
+   :maxdepth: 4
+
+   hezar.preprocessors.audio_feature_extractor
+   hezar.preprocessors.image_processor
+   hezar.preprocessors.preprocessor
+   hezar.preprocessors.text_normalizer
+
+Module contents
+---------------
+
+.. automodule:: hezar.preprocessors
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.preprocessors.text_normalizer.rst.txt b/_sources/source/hezar.preprocessors.text_normalizer.rst.txt
new file mode 100644
index 00000000..5f8f2801
--- /dev/null
+++ b/_sources/source/hezar.preprocessors.text_normalizer.rst.txt
@@ -0,0 +1,7 @@
+hezar.preprocessors.text\_normalizer module
+===========================================
+
+.. automodule:: hezar.preprocessors.text_normalizer
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.preprocessors.tokenizers.bpe.rst.txt b/_sources/source/hezar.preprocessors.tokenizers.bpe.rst.txt
new file mode 100644
index 00000000..8f8353f0
--- /dev/null
+++ b/_sources/source/hezar.preprocessors.tokenizers.bpe.rst.txt
@@ -0,0 +1,7 @@
+hezar.preprocessors.tokenizers.bpe module
+=========================================
+
+.. automodule:: hezar.preprocessors.tokenizers.bpe
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.preprocessors.tokenizers.rst.txt b/_sources/source/hezar.preprocessors.tokenizers.rst.txt
new file mode 100644
index 00000000..8c32edb2
--- /dev/null
+++ b/_sources/source/hezar.preprocessors.tokenizers.rst.txt
@@ -0,0 +1,22 @@
+hezar.preprocessors.tokenizers package
+======================================
+
+Submodules
+----------
+
+.. toctree::
+   :maxdepth: 4
+
+   hezar.preprocessors.tokenizers.bpe
+   hezar.preprocessors.tokenizers.sentencepiece_bpe
+   hezar.preprocessors.tokenizers.sentencepiece_unigram
+   hezar.preprocessors.tokenizers.tokenizer
+   hezar.preprocessors.tokenizers.wordpiece
+
+Module contents
+---------------
+
+.. automodule:: hezar.preprocessors.tokenizers
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.preprocessors.tokenizers.sentencepiece_bpe.rst.txt b/_sources/source/hezar.preprocessors.tokenizers.sentencepiece_bpe.rst.txt
new file mode 100644
index 00000000..547ae296
--- /dev/null
+++ b/_sources/source/hezar.preprocessors.tokenizers.sentencepiece_bpe.rst.txt
@@ -0,0 +1,7 @@
+hezar.preprocessors.tokenizers.sentencepiece\_bpe module
+========================================================
+
+.. automodule:: hezar.preprocessors.tokenizers.sentencepiece_bpe
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.preprocessors.tokenizers.sentencepiece_unigram.rst.txt b/_sources/source/hezar.preprocessors.tokenizers.sentencepiece_unigram.rst.txt
new file mode 100644
index 00000000..20d06611
--- /dev/null
+++ b/_sources/source/hezar.preprocessors.tokenizers.sentencepiece_unigram.rst.txt
@@ -0,0 +1,7 @@
+hezar.preprocessors.tokenizers.sentencepiece\_unigram module
+============================================================
+
+.. automodule:: hezar.preprocessors.tokenizers.sentencepiece_unigram
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.preprocessors.tokenizers.tokenizer.rst.txt b/_sources/source/hezar.preprocessors.tokenizers.tokenizer.rst.txt
new file mode 100644
index 00000000..0d7bcdf8
--- /dev/null
+++ b/_sources/source/hezar.preprocessors.tokenizers.tokenizer.rst.txt
@@ -0,0 +1,7 @@
+hezar.preprocessors.tokenizers.tokenizer module
+===============================================
+
+.. automodule:: hezar.preprocessors.tokenizers.tokenizer
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.preprocessors.tokenizers.wordpiece.rst.txt b/_sources/source/hezar.preprocessors.tokenizers.wordpiece.rst.txt
new file mode 100644
index 00000000..09196220
--- /dev/null
+++ b/_sources/source/hezar.preprocessors.tokenizers.wordpiece.rst.txt
@@ -0,0 +1,7 @@
+hezar.preprocessors.tokenizers.wordpiece module
+===============================================
+
+.. automodule:: hezar.preprocessors.tokenizers.wordpiece
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.registry.rst.txt b/_sources/source/hezar.registry.rst.txt
new file mode 100644
index 00000000..57ce1713
--- /dev/null
+++ b/_sources/source/hezar.registry.rst.txt
@@ -0,0 +1,7 @@
+hezar.registry module
+=====================
+
+.. automodule:: hezar.registry
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.rst.txt b/_sources/source/hezar.rst.txt
new file mode 100644
index 00000000..9b54c33d
--- /dev/null
+++ b/_sources/source/hezar.rst.txt
@@ -0,0 +1,35 @@
+hezar package
+=============
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   hezar.data
+   hezar.embeddings
+   hezar.metrics
+   hezar.models
+   hezar.preprocessors
+   hezar.trainer
+   hezar.utils
+
+Submodules
+----------
+
+.. toctree::
+   :maxdepth: 4
+
+   hezar.builders
+   hezar.configs
+   hezar.constants
+   hezar.registry
+
+Module contents
+---------------
+
+.. automodule:: hezar
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.trainer.metrics_handlers.rst.txt b/_sources/source/hezar.trainer.metrics_handlers.rst.txt
new file mode 100644
index 00000000..b9a5a835
--- /dev/null
+++ b/_sources/source/hezar.trainer.metrics_handlers.rst.txt
@@ -0,0 +1,7 @@
+hezar.trainer.metrics\_handlers module
+======================================
+
+.. automodule:: hezar.trainer.metrics_handlers
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.trainer.rst.txt b/_sources/source/hezar.trainer.rst.txt
new file mode 100644
index 00000000..271eb1ff
--- /dev/null
+++ b/_sources/source/hezar.trainer.rst.txt
@@ -0,0 +1,20 @@
+hezar.trainer package
+=====================
+
+Submodules
+----------
+
+.. toctree::
+   :maxdepth: 4
+
+   hezar.trainer.metrics_handlers
+   hezar.trainer.trainer
+   hezar.trainer.trainer_utils
+
+Module contents
+---------------
+
+.. automodule:: hezar.trainer
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.trainer.trainer.rst.txt b/_sources/source/hezar.trainer.trainer.rst.txt
new file mode 100644
index 00000000..e5ae7f8f
--- /dev/null
+++ b/_sources/source/hezar.trainer.trainer.rst.txt
@@ -0,0 +1,7 @@
+hezar.trainer.trainer module
+============================
+
+.. automodule:: hezar.trainer.trainer
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.trainer.trainer_utils.rst.txt b/_sources/source/hezar.trainer.trainer_utils.rst.txt
new file mode 100644
index 00000000..90b1c358
--- /dev/null
+++ b/_sources/source/hezar.trainer.trainer_utils.rst.txt
@@ -0,0 +1,7 @@
+hezar.trainer.trainer\_utils module
+===================================
+
+.. automodule:: hezar.trainer.trainer_utils
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.utils.audio_utils.rst.txt b/_sources/source/hezar.utils.audio_utils.rst.txt
new file mode 100644
index 00000000..a2a9d931
--- /dev/null
+++ b/_sources/source/hezar.utils.audio_utils.rst.txt
@@ -0,0 +1,7 @@
+hezar.utils.audio\_utils module
+===============================
+
+.. automodule:: hezar.utils.audio_utils
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.utils.common_utils.rst.txt b/_sources/source/hezar.utils.common_utils.rst.txt
new file mode 100644
index 00000000..ed9244c4
--- /dev/null
+++ b/_sources/source/hezar.utils.common_utils.rst.txt
@@ -0,0 +1,7 @@
+hezar.utils.common\_utils module
+================================
+
+.. automodule:: hezar.utils.common_utils
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.utils.data_utils.rst.txt b/_sources/source/hezar.utils.data_utils.rst.txt
new file mode 100644
index 00000000..9f1e3bb5
--- /dev/null
+++ b/_sources/source/hezar.utils.data_utils.rst.txt
@@ -0,0 +1,7 @@
+hezar.utils.data\_utils module
+==============================
+
+.. automodule:: hezar.utils.data_utils
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.utils.file_utils.rst.txt b/_sources/source/hezar.utils.file_utils.rst.txt
new file mode 100644
index 00000000..a68e4d9b
--- /dev/null
+++ b/_sources/source/hezar.utils.file_utils.rst.txt
@@ -0,0 +1,7 @@
+hezar.utils.file\_utils module
+==============================
+
+.. automodule:: hezar.utils.file_utils
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.utils.hub_utils.rst.txt b/_sources/source/hezar.utils.hub_utils.rst.txt
new file mode 100644
index 00000000..77284a45
--- /dev/null
+++ b/_sources/source/hezar.utils.hub_utils.rst.txt
@@ -0,0 +1,7 @@
+hezar.utils.hub\_utils module
+=============================
+
+.. automodule:: hezar.utils.hub_utils
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.utils.image_utils.rst.txt b/_sources/source/hezar.utils.image_utils.rst.txt
new file mode 100644
index 00000000..3b199808
--- /dev/null
+++ b/_sources/source/hezar.utils.image_utils.rst.txt
@@ -0,0 +1,7 @@
+hezar.utils.image\_utils module
+===============================
+
+.. automodule:: hezar.utils.image_utils
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.utils.integration_utils.rst.txt b/_sources/source/hezar.utils.integration_utils.rst.txt
new file mode 100644
index 00000000..812aba78
--- /dev/null
+++ b/_sources/source/hezar.utils.integration_utils.rst.txt
@@ -0,0 +1,7 @@
+hezar.utils.integration\_utils module
+=====================================
+
+.. automodule:: hezar.utils.integration_utils
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.utils.logging.rst.txt b/_sources/source/hezar.utils.logging.rst.txt
new file mode 100644
index 00000000..eebc5780
--- /dev/null
+++ b/_sources/source/hezar.utils.logging.rst.txt
@@ -0,0 +1,7 @@
+hezar.utils.logging module
+==========================
+
+.. automodule:: hezar.utils.logging
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.utils.registry_utils.rst.txt b/_sources/source/hezar.utils.registry_utils.rst.txt
new file mode 100644
index 00000000..d4020418
--- /dev/null
+++ b/_sources/source/hezar.utils.registry_utils.rst.txt
@@ -0,0 +1,7 @@
+hezar.utils.registry\_utils module
+==================================
+
+.. automodule:: hezar.utils.registry_utils
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/hezar.utils.rst.txt b/_sources/source/hezar.utils.rst.txt
new file mode 100644
index 00000000..0d48f115
--- /dev/null
+++ b/_sources/source/hezar.utils.rst.txt
@@ -0,0 +1,26 @@
+hezar.utils package
+===================
+
+Submodules
+----------
+
+.. toctree::
+   :maxdepth: 4
+
+   hezar.utils.audio_utils
+   hezar.utils.common_utils
+   hezar.utils.data_utils
+   hezar.utils.file_utils
+   hezar.utils.hub_utils
+   hezar.utils.image_utils
+   hezar.utils.integration_utils
+   hezar.utils.logging
+   hezar.utils.registry_utils
+
+Module contents
+---------------
+
+.. automodule:: hezar.utils
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/source/index.md.txt b/_sources/source/index.md.txt
new file mode 100644
index 00000000..b9ea22ca
--- /dev/null
+++ b/_sources/source/index.md.txt
@@ -0,0 +1,9 @@
+# Reference API
+
+The docs here are mostly generated from the official source code on the main branch.
+
+
+```{toctree}
+:maxdepth: 2
+hezar
+```
diff --git a/_sources/source/modules.rst.txt b/_sources/source/modules.rst.txt
new file mode 100644
index 00000000..945e205a
--- /dev/null
+++ b/_sources/source/modules.rst.txt
@@ -0,0 +1,7 @@
+hezar
+=====
+
+.. toctree::
+   :maxdepth: 4
+
+   hezar
diff --git a/_sources/tutorial/datasets.md.txt b/_sources/tutorial/datasets.md.txt
new file mode 100644
index 00000000..8ddf6a65
--- /dev/null
+++ b/_sources/tutorial/datasets.md.txt
@@ -0,0 +1,59 @@
+# Datasets
+Hezar provides both dataset class implementations and ready-to-use data files for the community.
+
+## Hub Datasets
+Hezar datasets are all hosted on the Hugging Face Hub and can be loaded just like any dataset on the Hub.
+
+### Load using Hugging Face datasets
+```python
+from datasets import load_dataset
+
+sentiment_dataset = load_dataset("hezarai/sentiment-dksf")
+lscp_dataset = load_dataset("hezarai/lscp-pos-500k")
+xlsum_dataset = load_dataset("hezarai/xlsum-fa")
+...
+```
+
+### Load using Hezar Dataset
+```python
+from hezar.data import Dataset
+
+sentiment_dataset = Dataset.load("hezarai/sentiment-dksf")  # A TextClassificationDataset instance
+lscp_dataset = Dataset.load("hezarai/lscp-pos-500k")  # A SequenceLabelingDataset instance
+xlsum_dataset = Dataset.load("hezarai/xlsum-fa")  # A TextSummarizationDataset instance
+...
+```
+
+The difference between using Hezar vs Hugging Face datasets is the output class. In Hezar when you load
+a dataset using the `Dataset` class, it automatically finds the proper class for that dataset and creates a
+PyTorch `Dataset` instance so that it can be easily passed to a PyTorch `DataLoader` class.
+```python
+from torch.utils.data import DataLoader
+
+from hezar.data.datasets import Dataset
+
+dataset = Dataset.load(
+    "hezarai/lscp-pos-500k",
+    tokenizer_path="hezarai/distilbert-base-fa",  # tokenizer_path is necessary for data collator
+)
+
+loader = DataLoader(dataset, batch_size=16, shuffle=True, collate_fn=dataset.data_collator)
+itr = iter(loader)
+print(next(itr))
+```
+But when loading using Hugging Face datasets, the output is an HF Dataset instance.
+
+So in a nutshell, any Hezar dataset can be loaded using HF datasets but not vise-versa!
+(Because Hezar looks out for a `dataset_config.yaml` file in any dataset repo so non-Hezar datasets cannot be
+loaded using Hezar `Dataset` class.)
+
+## Dataset classes
+Hezar categorizes datasets based on their target task. The dataset classes all inherit from the base `Dataset` class
+which is a PyTorch Dataset subclass. (hence having `__getitem__` and `__len__` methods.)
+
+Some examples of the dataset classes are `TextClassificationDataset`, `TextSummarizationDataset`, `SequenceLabelingDataset`, etc.
+
+## Dataset Templates
+We try to have a simple yet practical pattern for all datasets on the Hub. Every dataset on the Hub needs to have
+a dataset loading script. Some ready to use templates are located in the [templates/dataset_scripts](https://github.com/hezarai/hezar/tree/main/templates/dataset_scripts) folder.
+To add a new Hezar compatible dataset to the Hub you can follow the guide provided there.
diff --git a/_sources/tutorial/embeddings.md.txt b/_sources/tutorial/embeddings.md.txt
new file mode 100644
index 00000000..02007c37
--- /dev/null
+++ b/_sources/tutorial/embeddings.md.txt
@@ -0,0 +1,128 @@
+# Embeddings
+In Hezar, embeddings serve as fundamental components for various natural language processing tasks. The Embedding class
+provides a flexible and extensible foundation for working with word embeddings. Currently Hezar has two embedding models
+backed by Gensim. This tutorial will guide you through the essential aspects of using and customizing embeddings in Hezar.
+
+## Load an Embedding from Hub
+Loading an embedding from a pretrained embedding on the Hub or locally, is as straightforward as other modules in Hezar.
+You can choose your desired model from our Hub and load it like below:
+```python
+from hezar.embeddings import Embedding
+
+word2vec = Embedding.load("hezarai/word2vec-cbow-fa-wikipedia")
+```
+Now let's just run a simple similarity test between two given words:
+```python
+word2vec.similarity("هزار", "میلیون")
+```
+```
+0.7400991
+```
+
+## Embeddings methods
+
+### Similarity
+For getting the similarity score between two words, use the following:
+```python
+similarity_score = word2vec.similarity("سلام", "درود")
+print(similarity_score)
+```
+```
+0.6196184
+```
+### Get Top-n Similar Words
+Find top-n most similar words to a given word like:
+```python
+from pprint import pprint
+
+most_similar = word2vec.most_similar("هزار", topn=5)
+pprint(most_similar)
+```
+```
+[{'score': '0.7407', 'word': 'دویست'},
+ {'score': '0.7401', 'word': 'میلیون'},
+ {'score': '0.7326', 'word': 'صد'},
+ {'score': '0.7277', 'word': 'پانصد'},
+ {'score': '0.7011', 'word': 'سیصد'}]
+```
+
+### Least Similar in a List
+To get the least similar word in a list or a word that does not match other words in a list, use the following:
+```python
+least_similar = word2vec.doesnt_match(["خانه", "اتاق", "ماشین"])
+```
+```
+'ماشین'
+```
+
+### Get Word's Vector
+Get the vector for a word by:
+```python
+vector = word2vec("سلام")
+```
+You can also give the model a list of words to get vectors for each of them:
+```python
+vectors = word2vec(["هوش", "مصنوعی"])
+```
+
+### Get the Vocabulary
+Get the dictionary of the whole vocabulary in the embedding model:
+```python
+vocab = word2vec.vocab
+```
+#### Vocabulary words and indexes
+You can also get index of a word in the vocabulary or vise verse:
+```python
+index = word2vec.word2index("هوش")
+word = word2vec.index2word(index)
+print(word)
+```
+```
+'هوش'
+```
+### Converting to a PyTorch nn.Embedding
+You can also get a PyTorch embedding layer from the embedding model:
+```python
+embedding_layer = word2vec.torch_embedding()
+print(embedding_layer)
+```
+```
+Embedding(240547, 200)
+```
+## Training an Embedding Model
+To train an embedding model, first choose and build your embedding. For this example, we'll train a Word2Vec model using
+the CBOW algorithm with a vector dimension of 200.
+```python
+from hezar.embeddings import Word2Vec, Word2VecConfig
+
+model = Word2Vec(
+    Word2VecConfig(
+        vector_size=200,
+        window=5,
+        train_algorithm="cbow",
+        alpha=0.025,
+        min_count=1,
+        seed=1,
+        workers=4,
+        min_alpha=0.0001,
+    )
+)
+```
+Now given a list of sentences as the dataset, run training process:
+```python
+with open("data.txt") as f:
+    sentences = f.readlines()
+
+sentences = [s.replace("\n", "") for s in sentences]
+
+word2vec.train(sentences, epochs=5)
+```
+## Saving and Pushing to the Hub 
+Now you can save and push your model to the Hub:
+```python
+word2vec.save("word2vec-cbow-200")
+
+word2vec.push_to_hub("<your-hf-username>/word2vec-cbow-200-fa")
+```
+
+
diff --git a/_sources/tutorial/index.md.txt b/_sources/tutorial/index.md.txt
new file mode 100644
index 00000000..9078583d
--- /dev/null
+++ b/_sources/tutorial/index.md.txt
@@ -0,0 +1,10 @@
+# Tutorial
+```{toctree}
+:maxdepth: 1
+
+models.md
+datasets.md
+embeddings.md
+preprocessors.md
+training.md
+```
diff --git a/_sources/tutorial/models.md.txt b/_sources/tutorial/models.md.txt
new file mode 100644
index 00000000..04834308
--- /dev/null
+++ b/_sources/tutorial/models.md.txt
@@ -0,0 +1,138 @@
+# Models
+In Hezar, models are the typical PyTorch modules with some extra features for loading, saving, exporting, etc.
+Let's dive into some of the most important ones!
+
+## Models Basics
+### Building Models
+Like any other package, you can import any model from `hezar.models` that you want.
+
+```python
+from hezar.models import BertMaskFilling, BertMaskFillingConfig
+
+bert = BertMaskFilling(BertMaskFillingConfig())
+```
+You can also configure the architecture by changing the properties in a model's config like so:
+```python
+config = BertMaskFillingConfig(num_hidden_layers=8, num_attention_heads=8)
+bert = BertMaskFilling(config)
+```
+
+Every model in Hezar, can be pushed to or downloaded from the Hub.
+
+### Loading pre-trained models
+Loading a model from Hub is as easy as:
+```python
+from hezar.models import Model
+
+bert = Model.load("hezarai/bert-base-fa")
+```
+The `load` methods takes the following steps to build the model:
+
+1. Load the config file `model_config.yaml` and figure out the model's class using the `name` config parameter. (`bert_mask_filling` in this snippet)
+2. Build the model with random weights from the corresponding class. (`BertMaskFilling` in this snippet)
+3. Download the weights file (`model.pt`) and load the state dict into to the model.
+4. If the path contains any preprocessor, the preprocessor (`WordPieceTokenizer` in this snippet) will be loaded too.
+(You can disable loading preprocessors by setting `Model.load(path, load_preprocessor=False)`)
+
+### Inference & Prediction
+Now that you have loaded a model along with its preprocessors, feature extractors, etc. you can perform an end-to-end
+inference in a single line of code using `Model.predict` method.
+
+A sequence labeling example would be like this:
+```python
+from hezar.models import Model
+
+pos_model = Model.load("hezarai/bert-fa-pos-lscp-500k")  # Part-of-speech
+inputs = ["شرکت هوش مصنوعی هزار"]
+pos_outputs = pos_model.predict(inputs)
+print(f"POS: {pos_outputs}")
+```
+```
+POS: [[{'token': 'شرکت', 'tag': 'Ne'}, {'token': 'هوش', 'tag': 'Ne'}, {'token': 'مصنوعی', 'tag': 'AJe'}, {'token': 'هزار', 'tag': 'NUM'}]]
+```
+
+### Saving Models
+You can save any model along with its config and preprocessor and other files on disk like:
+
+```python
+from hezar.models import RobertaMaskFilling, RobertaMaskFillingConfig
+
+roberta = RobertaMaskFilling(RobertaMaskFillingConfig(vocab_size=60000))
+roberta.save("my-roberta")
+```
+
+### Pushing to the Hub
+Every model can be pushed to the Hub.
+```python
+from hezar.models import RobertaTextClassification, RobertaTextClassificationConfig
+
+roberta = RobertaTextClassification(RobertaTextClassificationConfig(num_labels=2))
+roberta.push_to_hub("arxyzan/roberta-sentiment")
+```
+```
+INFO: Uploaded:`RobertaTextClassificationConfig(name=roberta_text_classification)` --> `arxyzan/roberta-sentiment/model_config.yaml`
+INFO: Uploaded: `RobertaTextClassification(name=roberta_text_classification)` --> `arxyzan/roberta-sentiment/model.pt`
+```
+## Custom Models
+Every Hezar model is a subclass of the base model class `Model` and the `Model` itself is a subclass of PyTorch `nn.Module`
+with some extra features. So if you're familiar with PyTorch, this should feel like home!
+
+### A Sample Perceptron
+```python
+from dataclasses import dataclass
+
+from torch import Tensor, nn
+
+from hezar.models import Model, ModelConfig
+from hezar.registry import register_model
+
+
+@dataclass
+class PerceptronConfig(ModelConfig):
+    name = "perceptron"
+    input_shape: int = 4
+    output_shape: int = 2
+
+
+@register_model("perceptron", config_class=PerceptronConfig)
+class Perceptron(Model):
+    """
+    A simple single layer network
+    """
+
+    def __init__(self, config, **kwargs):
+        super().__init__(config, **kwargs)
+        self.nn = nn.Linear(
+            in_features=self.config.input_shape,
+            out_features=self.config.output_shape,
+        )
+
+    def forward(self, inputs: list, **kwargs):
+        inputs = Tensor(inputs).reshape(1, -1)
+        x = self.nn(inputs)
+        return x
+
+    def post_process(self, model_outputs, **kwargs):
+        return model_outputs.numpy()
+
+```
+The only point here is that you have to pass a `ModelConfig` to your model and read everything from the config and the
+rest is just typical PyTorch stuff.
+
+Now you have access to all the features of a Hezar model.
+```python
+model = Perceptron(PerceptronConfig())
+inputs = [1, 2, 3, 4]
+outputs = model.predict(inputs)
+print(outputs)
+model.save("my-perceptron")
+model.push_to_hub("hezarai/perceptron")
+```
+```
+[[-1.0953112 -1.9854667]]
+INFO: Uploaded:`PerceptronConfig(name=perceptron)` --> `hezarai/perceptron/model_config.yaml`
+INFO: Uploaded: `Perceptron(name=perceptron)` --> `hezarai/perceptron/model.pt`
+```
+
+
+To learn more about the internals of the models in Hezar take a look at [the models in-depth guide](../guide/models_advanced.md)
diff --git a/_sources/tutorial/preprocessors.md.txt b/_sources/tutorial/preprocessors.md.txt
new file mode 100644
index 00000000..d992a946
--- /dev/null
+++ b/_sources/tutorial/preprocessors.md.txt
@@ -0,0 +1,82 @@
+# Preprocessors
+A really important group of modules in Hezar is the preprocessors. Preprocessors are responsible for every single
+processing of inputs from their rawest form to the point that they're ready to be fed to the model.
+
+Preprocessors include all the tokenizers, feature extractors, normalizers, etc. and all of them are considered as a
+preprocessor type.
+
+## Loading preprocessors
+Following the common pattern among all modules in Hezar, preprocessors also can be loaded in the same way.
+
+**Loading with the corresponding module**<br>
+You can load any preprocessor of any type with its base class like `Tokenizer`, `AudioFeatureExtractor`, etc.
+```python
+from hezar.preprocessors import Tokenizer, AudioFeatureExtractor, TextNormalizer
+
+tokenizer = Tokenizer.load("hezarai/bert-base-fa")
+normalizer = TextNormalizer.load("hezarai/roberta-base-fa")
+feature_extractor = AudioFeatureExtractor.load("hezarai/whisper-small-fa")
+...
+```
+**Loading with the Preprocessor module**<br>
+Some models might need multiple types of preprocessors. For example encoder-decoder multimodal models like image captioning models
+or even audio models need both feature extractor and text tokenizer or even a text normalizer. In order to load all
+preprocessors in a path, you can use the `Preprocessor.load`. The output of this method depends on whether the path
+contains single or multiple preprocessors.
+- If path contains only one preprocessor the output is a preprocessor object of the right type.
+- If path contains multiple preprocessors, the output is a `PreprocessorContainer` which is a dict-like object that holds
+each preprocessor by its registry name.
+```python
+from hezar.preprocessors import Tokenizer
+
+tokenizer = Tokenizer.load("hezarai/bert-base-fa")
+print(tokenizer)
+```
+```
+<hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer object at 0x7f636d951e50>
+```
+
+```python
+from hezar.preprocessors import Preprocessor
+
+whisper_preprocessors = Preprocessor.load("hezarai/whisper-small-fa")
+print(whisper_preprocessors)
+```
+```
+PreprocessorsContainer(
+    [
+        ('whisper_feature_extractor',
+         < hezar.preprocessors.feature_extractors.audio.whisper_feature_extractor.WhisperFeatureExtractor at 0x7f6316fdcbb0 >),
+        ('whisper_bpe_tokenizer',
+         < hezar.preprocessors.tokenizers.whisper_bpe.WhisperBPETokenizer at 0x7f643cb13f40 >)
+    ]
+)
+```
+
+## Saving & Pushing to the Hub
+Although preprocessor have their own type, they all implement the `load`, `save` and `push_to_hub` methods.
+```python
+from hezar.preprocessors import TextNormalizer, TextNormalizerConfig
+
+normalizer = TextNormalizer(TextNormalizerConfig(nfkc=False))
+normalizer.save("my-normalizer")
+normalizer.push_to_hub("arxyzan/my-normalizer")
+```
+### Folder structure of the preprocessors
+All preprocessors are saved under the `preprocessor` subfolder by default. Changing this behaviour is possible from all
+three methods:
+- `load(..., subfolder="SUBFOLDER")`
+- `save(..., subfolder="SUBFOLDER")`
+- `push_to_hub(..., subfolder="SUBFOLDER")`
+
+The folder structure of the preprocessors for any save model (locally or in a repo) is something like below:
+```
+hezarai/whisper-small-fa
+├── model_config.yaml
+├── model.pt
+└── preprocessor
+    ├── feature_extractor_config.yaml
+    ├── tokenizer_config.yaml
+    └── tokenizer.json
+
+```
diff --git a/_sources/tutorial/training.md.txt b/_sources/tutorial/training.md.txt
new file mode 100644
index 00000000..e737352f
--- /dev/null
+++ b/_sources/tutorial/training.md.txt
@@ -0,0 +1,112 @@
+# Training & Fine-tuning
+
+Training a model in Hezar is pretty much like any other library or even simpler! As mentioned before, any model in Hezar
+is also a PyTorch module. So training a model is actually training a PyTorch model with some more cool features!
+Let's dive in.
+
+## Setup
+In this example we're going to train a sentiment analysis model based on DistilBERT on a dataset containing
+text and sentiment pairs collected from SnappFood/Digikala user comments.
+### Import everything needed
+First things first, let's import the required stuff.
+
+```python
+from hezar.models import DistilBertTextClassification, DistilBertTextClassificationConfig
+from hezar.data import Dataset
+from hezar.trainer import Trainer, TrainerConfig
+from hezar.preprocessors import Preprocessor
+```
+### Define paths
+Let's define our paths to the datasets, tokenizer, etc.
+```python
+DATASET_PATH = "hezarai/sentiment-dksf"  # dataset path on the Hub
+BASE_MODEL_PATH = "hezarai/distilbert-base-fa"  # used as model backbone weights and tokenizer
+```
+## Datasets
+We can easily load our desired datasets from the Hub.
+```python
+train_dataset = Dataset.load(DATASET_PATH, split="train", tokenizer_path=BASE_MODEL_PATH)
+eval_dataset = Dataset.load(DATASET_PATH, split="test", tokenizer_path=BASE_MODEL_PATH)
+```
+
+## Model
+Let's build our model along with its tokenizer.
+### Build the model
+```python
+model = DistilBertTextClassification(DistilBertTextClassificationConfig(id2label=train_dataset.config.id2label))
+```
+### Load the tokenizer
+The tokenizer can be loaded from the base model path.
+```python
+tokenizer = Preprocessor.load(BASE_MODEL_PATH)
+```
+
+## Trainer
+Hezar has a general Trainer class that satisfies most of your needs. You can customize almost every single part of it
+but for now, we stick with the base class `Trainer`.
+### Trainer Config
+Define all the training properties in the trainer's config. As we're training a text classification model we set the
+task to `text_classification` in our config. Other parameters are also customizable like below:
+```python
+train_config = TrainerConfig(
+    output_dir="distilbert-fa-sentiment-analysis-dksf",
+    task="text_classification",
+    device="cuda",
+    init_weights_from=BASE_MODEL_PATH,
+    batch_size=8,
+    num_epochs=5,
+    metrics=["f1"],
+    num_dataloader_workers=0,
+    seed=42,
+    optimizer="adamw",
+    learning_rate=2e-5,
+    weight_decay=.0,
+    scheduler="reduce_on_plateau",
+    use_amp=False,
+    save_freq=1,
+)
+```
+### Setup the Trainer
+Now that we have our training config we can setup the Trainer.
+```python
+trainer = Trainer(
+    config=train_config,
+    model=model,
+    train_dataset=train_dataset,
+    eval_dataset=eval_dataset,
+    data_collator=train_dataset.data_collator,
+    preprocessor=tokenizer,
+)
+```
+### Start Training
+```python
+trainer.train()
+```
+```
+Epoch: 1/5      100%|####################################| 3576/3576 [07:07<00:00,  8.37batch/s, f1=0.732, loss=0.619]
+Evaluating...   100%|####################################| 290/290 [00:07<00:00, 38.64batch/s, f1=0.8, loss=0.473]
+Epoch: 2/5      100%|####################################| 3576/3576 [07:00<00:00,  8.50batch/s, f1=0.807, loss=0.47]
+Evaluating...   100%|####################################| 290/290 [00:07<00:00, 39.87batch/s, f1=0.838, loss=0.419]
+Epoch: 3/5      100%|####################################| 3576/3576 [07:01<00:00,  8.48batch/s, f1=0.864, loss=0.348]
+Evaluating...   100%|####################################| 290/290 [00:07<00:00, 39.97batch/s, f1=0.875, loss=0.346]
+Epoch: 4/5      100%|####################################| 3576/3576 [06:57<00:00,  8.56batch/s, f1=0.919, loss=0.227]
+Evaluating...   100%|####################################| 290/290 [00:07<00:00, 38.84batch/s, f1=0.875, loss=0.381]
+Epoch: 5/5      100%|####################################| 3576/3576 [07:02<00:00,  8.46batch/s, f1=0.943, loss=0.156]
+Evaluating...   100%|####################################| 290/290 [00:07<00:00, 39.71batch/s, f1=0.887, loss=0.446]
+```
+### Evaluate
+```python
+trainer.evaluate()
+```
+```
+Evaluating...   100%|####################################| 290/290 [00:07<00:00, 39.46batch/s, f1=0.887, loss=0.445]
+```
+## Push everything
+Now you can push your trained model to the Hub. The files to push are the model, model config, preprocessor, trainer config,
+etc.
+```python
+trainer.push_to_hub("arxyzan/distilbert-fa-sentiment-dksf")
+```
+
+## Advanced concepts
+You can also explore the in-depth Trainer guide [here](../guide/trainer_in_depth.md).
\ No newline at end of file
diff --git a/_static/basic.css b/_static/basic.css
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index 00000000..30fee9d0
--- /dev/null
+++ b/_static/basic.css
@@ -0,0 +1,925 @@
+/*
+ * basic.css
+ * ~~~~~~~~~
+ *
+ * Sphinx stylesheet -- basic theme.
+ *
+ * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS.
+ * :license: BSD, see LICENSE for details.
+ *
+ */
+
+/* -- main layout ----------------------------------------------------------- */
+
+div.clearer {
+    clear: both;
+}
+
+div.section::after {
+    display: block;
+    content: '';
+    clear: left;
+}
+
+/* -- relbar ---------------------------------------------------------------- */
+
+div.related {
+    width: 100%;
+    font-size: 90%;
+}
+
+div.related h3 {
+    display: none;
+}
+
+div.related ul {
+    margin: 0;
+    padding: 0 0 0 10px;
+    list-style: none;
+}
+
+div.related li {
+    display: inline;
+}
+
+div.related li.right {
+    float: right;
+    margin-right: 5px;
+}
+
+/* -- sidebar --------------------------------------------------------------- */
+
+div.sphinxsidebarwrapper {
+    padding: 10px 5px 0 10px;
+}
+
+div.sphinxsidebar {
+    float: left;
+    width: 230px;
+    margin-left: -100%;
+    font-size: 90%;
+    word-wrap: break-word;
+    overflow-wrap : break-word;
+}
+
+div.sphinxsidebar ul {
+    list-style: none;
+}
+
+div.sphinxsidebar ul ul,
+div.sphinxsidebar ul.want-points {
+    margin-left: 20px;
+    list-style: square;
+}
+
+div.sphinxsidebar ul ul {
+    margin-top: 0;
+    margin-bottom: 0;
+}
+
+div.sphinxsidebar form {
+    margin-top: 10px;
+}
+
+div.sphinxsidebar input {
+    border: 1px solid #98dbcc;
+    font-family: sans-serif;
+    font-size: 1em;
+}
+
+div.sphinxsidebar #searchbox form.search {
+    overflow: hidden;
+}
+
+div.sphinxsidebar #searchbox input[type="text"] {
+    float: left;
+    width: 80%;
+    padding: 0.25em;
+    box-sizing: border-box;
+}
+
+div.sphinxsidebar #searchbox input[type="submit"] {
+    float: left;
+    width: 20%;
+    border-left: none;
+    padding: 0.25em;
+    box-sizing: border-box;
+}
+
+
+img {
+    border: 0;
+    max-width: 100%;
+}
+
+/* -- search page ----------------------------------------------------------- */
+
+ul.search {
+    margin: 10px 0 0 20px;
+    padding: 0;
+}
+
+ul.search li {
+    padding: 5px 0 5px 20px;
+    background-image: url(file.png);
+    background-repeat: no-repeat;
+    background-position: 0 7px;
+}
+
+ul.search li a {
+    font-weight: bold;
+}
+
+ul.search li p.context {
+    color: #888;
+    margin: 2px 0 0 30px;
+    text-align: left;
+}
+
+ul.keywordmatches li.goodmatch a {
+    font-weight: bold;
+}
+
+/* -- index page ------------------------------------------------------------ */
+
+table.contentstable {
+    width: 90%;
+    margin-left: auto;
+    margin-right: auto;
+}
+
+table.contentstable p.biglink {
+    line-height: 150%;
+}
+
+a.biglink {
+    font-size: 1.3em;
+}
+
+span.linkdescr {
+    font-style: italic;
+    padding-top: 5px;
+    font-size: 90%;
+}
+
+/* -- general index --------------------------------------------------------- */
+
+table.indextable {
+    width: 100%;
+}
+
+table.indextable td {
+    text-align: left;
+    vertical-align: top;
+}
+
+table.indextable ul {
+    margin-top: 0;
+    margin-bottom: 0;
+    list-style-type: none;
+}
+
+table.indextable > tbody > tr > td > ul {
+    padding-left: 0em;
+}
+
+table.indextable tr.pcap {
+    height: 10px;
+}
+
+table.indextable tr.cap {
+    margin-top: 10px;
+    background-color: #f2f2f2;
+}
+
+img.toggler {
+    margin-right: 3px;
+    margin-top: 3px;
+    cursor: pointer;
+}
+
+div.modindex-jumpbox {
+    border-top: 1px solid #ddd;
+    border-bottom: 1px solid #ddd;
+    margin: 1em 0 1em 0;
+    padding: 0.4em;
+}
+
+div.genindex-jumpbox {
+    border-top: 1px solid #ddd;
+    border-bottom: 1px solid #ddd;
+    margin: 1em 0 1em 0;
+    padding: 0.4em;
+}
+
+/* -- domain module index --------------------------------------------------- */
+
+table.modindextable td {
+    padding: 2px;
+    border-collapse: collapse;
+}
+
+/* -- general body styles --------------------------------------------------- */
+
+div.body {
+    min-width: 360px;
+    max-width: 800px;
+}
+
+div.body p, div.body dd, div.body li, div.body blockquote {
+    -moz-hyphens: auto;
+    -ms-hyphens: auto;
+    -webkit-hyphens: auto;
+    hyphens: auto;
+}
+
+a.headerlink {
+    visibility: hidden;
+}
+
+a:visited {
+    color: #551A8B;
+}
+
+h1:hover > a.headerlink,
+h2:hover > a.headerlink,
+h3:hover > a.headerlink,
+h4:hover > a.headerlink,
+h5:hover > a.headerlink,
+h6:hover > a.headerlink,
+dt:hover > a.headerlink,
+caption:hover > a.headerlink,
+p.caption:hover > a.headerlink,
+div.code-block-caption:hover > a.headerlink {
+    visibility: visible;
+}
+
+div.body p.caption {
+    text-align: inherit;
+}
+
+div.body td {
+    text-align: left;
+}
+
+.first {
+    margin-top: 0 !important;
+}
+
+p.rubric {
+    margin-top: 30px;
+    font-weight: bold;
+}
+
+img.align-left, figure.align-left, .figure.align-left, object.align-left {
+    clear: left;
+    float: left;
+    margin-right: 1em;
+}
+
+img.align-right, figure.align-right, .figure.align-right, object.align-right {
+    clear: right;
+    float: right;
+    margin-left: 1em;
+}
+
+img.align-center, figure.align-center, .figure.align-center, object.align-center {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+
+img.align-default, figure.align-default, .figure.align-default {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+
+.align-left {
+    text-align: left;
+}
+
+.align-center {
+    text-align: center;
+}
+
+.align-default {
+    text-align: center;
+}
+
+.align-right {
+    text-align: right;
+}
+
+/* -- sidebars -------------------------------------------------------------- */
+
+div.sidebar,
+aside.sidebar {
+    margin: 0 0 0.5em 1em;
+    border: 1px solid #ddb;
+    padding: 7px;
+    background-color: #ffe;
+    width: 40%;
+    float: right;
+    clear: right;
+    overflow-x: auto;
+}
+
+p.sidebar-title {
+    font-weight: bold;
+}
+
+nav.contents,
+aside.topic,
+div.admonition, div.topic, blockquote {
+    clear: left;
+}
+
+/* -- topics ---------------------------------------------------------------- */
+
+nav.contents,
+aside.topic,
+div.topic {
+    border: 1px solid #ccc;
+    padding: 7px;
+    margin: 10px 0 10px 0;
+}
+
+p.topic-title {
+    font-size: 1.1em;
+    font-weight: bold;
+    margin-top: 10px;
+}
+
+/* -- admonitions ----------------------------------------------------------- */
+
+div.admonition {
+    margin-top: 10px;
+    margin-bottom: 10px;
+    padding: 7px;
+}
+
+div.admonition dt {
+    font-weight: bold;
+}
+
+p.admonition-title {
+    margin: 0px 10px 5px 0px;
+    font-weight: bold;
+}
+
+div.body p.centered {
+    text-align: center;
+    margin-top: 25px;
+}
+
+/* -- content of sidebars/topics/admonitions -------------------------------- */
+
+div.sidebar > :last-child,
+aside.sidebar > :last-child,
+nav.contents > :last-child,
+aside.topic > :last-child,
+div.topic > :last-child,
+div.admonition > :last-child {
+    margin-bottom: 0;
+}
+
+div.sidebar::after,
+aside.sidebar::after,
+nav.contents::after,
+aside.topic::after,
+div.topic::after,
+div.admonition::after,
+blockquote::after {
+    display: block;
+    content: '';
+    clear: both;
+}
+
+/* -- tables ---------------------------------------------------------------- */
+
+table.docutils {
+    margin-top: 10px;
+    margin-bottom: 10px;
+    border: 0;
+    border-collapse: collapse;
+}
+
+table.align-center {
+    margin-left: auto;
+    margin-right: auto;
+}
+
+table.align-default {
+    margin-left: auto;
+    margin-right: auto;
+}
+
+table caption span.caption-number {
+    font-style: italic;
+}
+
+table caption span.caption-text {
+}
+
+table.docutils td, table.docutils th {
+    padding: 1px 8px 1px 5px;
+    border-top: 0;
+    border-left: 0;
+    border-right: 0;
+    border-bottom: 1px solid #aaa;
+}
+
+th {
+    text-align: left;
+    padding-right: 5px;
+}
+
+table.citation {
+    border-left: solid 1px gray;
+    margin-left: 1px;
+}
+
+table.citation td {
+    border-bottom: none;
+}
+
+th > :first-child,
+td > :first-child {
+    margin-top: 0px;
+}
+
+th > :last-child,
+td > :last-child {
+    margin-bottom: 0px;
+}
+
+/* -- figures --------------------------------------------------------------- */
+
+div.figure, figure {
+    margin: 0.5em;
+    padding: 0.5em;
+}
+
+div.figure p.caption, figcaption {
+    padding: 0.3em;
+}
+
+div.figure p.caption span.caption-number,
+figcaption span.caption-number {
+    font-style: italic;
+}
+
+div.figure p.caption span.caption-text,
+figcaption span.caption-text {
+}
+
+/* -- field list styles ----------------------------------------------------- */
+
+table.field-list td, table.field-list th {
+    border: 0 !important;
+}
+
+.field-list ul {
+    margin: 0;
+    padding-left: 1em;
+}
+
+.field-list p {
+    margin: 0;
+}
+
+.field-name {
+    -moz-hyphens: manual;
+    -ms-hyphens: manual;
+    -webkit-hyphens: manual;
+    hyphens: manual;
+}
+
+/* -- hlist styles ---------------------------------------------------------- */
+
+table.hlist {
+    margin: 1em 0;
+}
+
+table.hlist td {
+    vertical-align: top;
+}
+
+/* -- object description styles --------------------------------------------- */
+
+.sig {
+	font-family: 'Consolas', 'Menlo', 'DejaVu Sans Mono', 'Bitstream Vera Sans Mono', monospace;
+}
+
+.sig-name, code.descname {
+    background-color: transparent;
+    font-weight: bold;
+}
+
+.sig-name {
+	font-size: 1.1em;
+}
+
+code.descname {
+    font-size: 1.2em;
+}
+
+.sig-prename, code.descclassname {
+    background-color: transparent;
+}
+
+.optional {
+    font-size: 1.3em;
+}
+
+.sig-paren {
+    font-size: larger;
+}
+
+.sig-param.n {
+	font-style: italic;
+}
+
+/* C++ specific styling */
+
+.sig-inline.c-texpr,
+.sig-inline.cpp-texpr {
+	font-family: unset;
+}
+
+.sig.c   .k, .sig.c   .kt,
+.sig.cpp .k, .sig.cpp .kt {
+	color: #0033B3;
+}
+
+.sig.c   .m,
+.sig.cpp .m {
+	color: #1750EB;
+}
+
+.sig.c   .s, .sig.c   .sc,
+.sig.cpp .s, .sig.cpp .sc {
+	color: #067D17;
+}
+
+
+/* -- other body styles ----------------------------------------------------- */
+
+ol.arabic {
+    list-style: decimal;
+}
+
+ol.loweralpha {
+    list-style: lower-alpha;
+}
+
+ol.upperalpha {
+    list-style: upper-alpha;
+}
+
+ol.lowerroman {
+    list-style: lower-roman;
+}
+
+ol.upperroman {
+    list-style: upper-roman;
+}
+
+:not(li) > ol > li:first-child > :first-child,
+:not(li) > ul > li:first-child > :first-child {
+    margin-top: 0px;
+}
+
+:not(li) > ol > li:last-child > :last-child,
+:not(li) > ul > li:last-child > :last-child {
+    margin-bottom: 0px;
+}
+
+ol.simple ol p,
+ol.simple ul p,
+ul.simple ol p,
+ul.simple ul p {
+    margin-top: 0;
+}
+
+ol.simple > li:not(:first-child) > p,
+ul.simple > li:not(:first-child) > p {
+    margin-top: 0;
+}
+
+ol.simple p,
+ul.simple p {
+    margin-bottom: 0;
+}
+
+aside.footnote > span,
+div.citation > span {
+    float: left;
+}
+aside.footnote > span:last-of-type,
+div.citation > span:last-of-type {
+  padding-right: 0.5em;
+}
+aside.footnote > p {
+  margin-left: 2em;
+}
+div.citation > p {
+  margin-left: 4em;
+}
+aside.footnote > p:last-of-type,
+div.citation > p:last-of-type {
+    margin-bottom: 0em;
+}
+aside.footnote > p:last-of-type:after,
+div.citation > p:last-of-type:after {
+    content: "";
+    clear: both;
+}
+
+dl.field-list {
+    display: grid;
+    grid-template-columns: fit-content(30%) auto;
+}
+
+dl.field-list > dt {
+    font-weight: bold;
+    word-break: break-word;
+    padding-left: 0.5em;
+    padding-right: 5px;
+}
+
+dl.field-list > dd {
+    padding-left: 0.5em;
+    margin-top: 0em;
+    margin-left: 0em;
+    margin-bottom: 0em;
+}
+
+dl {
+    margin-bottom: 15px;
+}
+
+dd > :first-child {
+    margin-top: 0px;
+}
+
+dd ul, dd table {
+    margin-bottom: 10px;
+}
+
+dd {
+    margin-top: 3px;
+    margin-bottom: 10px;
+    margin-left: 30px;
+}
+
+.sig dd {
+    margin-top: 0px;
+    margin-bottom: 0px;
+}
+
+.sig dl {
+    margin-top: 0px;
+    margin-bottom: 0px;
+}
+
+dl > dd:last-child,
+dl > dd:last-child > :last-child {
+    margin-bottom: 0;
+}
+
+dt:target, span.highlighted {
+    background-color: #fbe54e;
+}
+
+rect.highlighted {
+    fill: #fbe54e;
+}
+
+dl.glossary dt {
+    font-weight: bold;
+    font-size: 1.1em;
+}
+
+.versionmodified {
+    font-style: italic;
+}
+
+.system-message {
+    background-color: #fda;
+    padding: 5px;
+    border: 3px solid red;
+}
+
+.footnote:target  {
+    background-color: #ffa;
+}
+
+.line-block {
+    display: block;
+    margin-top: 1em;
+    margin-bottom: 1em;
+}
+
+.line-block .line-block {
+    margin-top: 0;
+    margin-bottom: 0;
+    margin-left: 1.5em;
+}
+
+.guilabel, .menuselection {
+    font-family: sans-serif;
+}
+
+.accelerator {
+    text-decoration: underline;
+}
+
+.classifier {
+    font-style: oblique;
+}
+
+.classifier:before {
+    font-style: normal;
+    margin: 0 0.5em;
+    content: ":";
+    display: inline-block;
+}
+
+abbr, acronym {
+    border-bottom: dotted 1px;
+    cursor: help;
+}
+
+.translated {
+    background-color: rgba(207, 255, 207, 0.2)
+}
+
+.untranslated {
+    background-color: rgba(255, 207, 207, 0.2)
+}
+
+/* -- code displays --------------------------------------------------------- */
+
+pre {
+    overflow: auto;
+    overflow-y: hidden;  /* fixes display issues on Chrome browsers */
+}
+
+pre, div[class*="highlight-"] {
+    clear: both;
+}
+
+span.pre {
+    -moz-hyphens: none;
+    -ms-hyphens: none;
+    -webkit-hyphens: none;
+    hyphens: none;
+    white-space: nowrap;
+}
+
+div[class*="highlight-"] {
+    margin: 1em 0;
+}
+
+td.linenos pre {
+    border: 0;
+    background-color: transparent;
+    color: #aaa;
+}
+
+table.highlighttable {
+    display: block;
+}
+
+table.highlighttable tbody {
+    display: block;
+}
+
+table.highlighttable tr {
+    display: flex;
+}
+
+table.highlighttable td {
+    margin: 0;
+    padding: 0;
+}
+
+table.highlighttable td.linenos {
+    padding-right: 0.5em;
+}
+
+table.highlighttable td.code {
+    flex: 1;
+    overflow: hidden;
+}
+
+.highlight .hll {
+    display: block;
+}
+
+div.highlight pre,
+table.highlighttable pre {
+    margin: 0;
+}
+
+div.code-block-caption + div {
+    margin-top: 0;
+}
+
+div.code-block-caption {
+    margin-top: 1em;
+    padding: 2px 5px;
+    font-size: small;
+}
+
+div.code-block-caption code {
+    background-color: transparent;
+}
+
+table.highlighttable td.linenos,
+span.linenos,
+div.highlight span.gp {  /* gp: Generic.Prompt */
+  user-select: none;
+  -webkit-user-select: text; /* Safari fallback only */
+  -webkit-user-select: none; /* Chrome/Safari */
+  -moz-user-select: none; /* Firefox */
+  -ms-user-select: none; /* IE10+ */
+}
+
+div.code-block-caption span.caption-number {
+    padding: 0.1em 0.3em;
+    font-style: italic;
+}
+
+div.code-block-caption span.caption-text {
+}
+
+div.literal-block-wrapper {
+    margin: 1em 0;
+}
+
+code.xref, a code {
+    background-color: transparent;
+    font-weight: bold;
+}
+
+h1 code, h2 code, h3 code, h4 code, h5 code, h6 code {
+    background-color: transparent;
+}
+
+.viewcode-link {
+    float: right;
+}
+
+.viewcode-back {
+    float: right;
+    font-family: sans-serif;
+}
+
+div.viewcode-block:target {
+    margin: -1px -10px;
+    padding: 0 10px;
+}
+
+/* -- math display ---------------------------------------------------------- */
+
+img.math {
+    vertical-align: middle;
+}
+
+div.body div.math p {
+    text-align: center;
+}
+
+span.eqno {
+    float: right;
+}
+
+span.eqno a.headerlink {
+    position: absolute;
+    z-index: 1;
+}
+
+div.math:hover a.headerlink {
+    visibility: visible;
+}
+
+/* -- printout stylesheet --------------------------------------------------- */
+
+@media print {
+    div.document,
+    div.documentwrapper,
+    div.bodywrapper {
+        margin: 0 !important;
+        width: 100%;
+    }
+
+    div.sphinxsidebar,
+    div.related,
+    div.footer,
+    #top-link {
+        display: none;
+    }
+}
\ No newline at end of file
diff --git a/_static/check-solid.svg b/_static/check-solid.svg
new file mode 100644
index 00000000..92fad4b5
--- /dev/null
+++ b/_static/check-solid.svg
@@ -0,0 +1,4 @@
+<svg xmlns="http://www.w3.org/2000/svg" class="icon icon-tabler icon-tabler-check" width="44" height="44" viewBox="0 0 24 24" stroke-width="2" stroke="#22863a" fill="none" stroke-linecap="round" stroke-linejoin="round">
+  <path stroke="none" d="M0 0h24v24H0z" fill="none"/>
+  <path d="M5 12l5 5l10 -10" />
+</svg>
diff --git a/_static/clipboard.min.js b/_static/clipboard.min.js
new file mode 100644
index 00000000..54b3c463
--- /dev/null
+++ b/_static/clipboard.min.js
@@ -0,0 +1,7 @@
+/*!
+ * clipboard.js v2.0.8
+ * https://clipboardjs.com/
+ *
+ * Licensed MIT © Zeno Rocha
+ */
+!function(t,e){"object"==typeof exports&&"object"==typeof module?module.exports=e():"function"==typeof define&&define.amd?define([],e):"object"==typeof exports?exports.ClipboardJS=e():t.ClipboardJS=e()}(this,function(){return n={686:function(t,e,n){"use strict";n.d(e,{default:function(){return o}});var e=n(279),i=n.n(e),e=n(370),u=n.n(e),e=n(817),c=n.n(e);function a(t){try{return document.execCommand(t)}catch(t){return}}var f=function(t){t=c()(t);return a("cut"),t};var l=function(t){var e,n,o,r=1<arguments.length&&void 0!==arguments[1]?arguments[1]:{container:document.body},i="";return"string"==typeof t?(e=t,n="rtl"===document.documentElement.getAttribute("dir"),(o=document.createElement("textarea")).style.fontSize="12pt",o.style.border="0",o.style.padding="0",o.style.margin="0",o.style.position="absolute",o.style[n?"right":"left"]="-9999px",n=window.pageYOffset||document.documentElement.scrollTop,o.style.top="".concat(n,"px"),o.setAttribute("readonly",""),o.value=e,o=o,r.container.appendChild(o),i=c()(o),a("copy"),o.remove()):(i=c()(t),a("copy")),i};function r(t){return(r="function"==typeof Symbol&&"symbol"==typeof Symbol.iterator?function(t){return typeof t}:function(t){return t&&"function"==typeof Symbol&&t.constructor===Symbol&&t!==Symbol.prototype?"symbol":typeof t})(t)}var s=function(){var t=0<arguments.length&&void 0!==arguments[0]?arguments[0]:{},e=t.action,n=void 0===e?"copy":e,o=t.container,e=t.target,t=t.text;if("copy"!==n&&"cut"!==n)throw new Error('Invalid "action" value, use either "copy" or "cut"');if(void 0!==e){if(!e||"object"!==r(e)||1!==e.nodeType)throw new Error('Invalid "target" value, use a valid Element');if("copy"===n&&e.hasAttribute("disabled"))throw new Error('Invalid "target" attribute. 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e=1<arguments.length&&void 0!==arguments[1]?arguments[1]:{container:document.body};return l(t,e)}},{key:"cut",value:function(t){return f(t)}},{key:"isSupported",value:function(){var t=0<arguments.length&&void 0!==arguments[0]?arguments[0]:["copy","cut"],t="string"==typeof t?[t]:t,e=!!document.queryCommandSupported;return t.forEach(function(t){e=e&&!!document.queryCommandSupported(t)}),e}}],(e=[{key:"resolveOptions",value:function(){var t=0<arguments.length&&void 0!==arguments[0]?arguments[0]:{};this.action="function"==typeof t.action?t.action:this.defaultAction,this.target="function"==typeof t.target?t.target:this.defaultTarget,this.text="function"==typeof t.text?t.text:this.defaultText,this.container="object"===d(t.container)?t.container:document.body}},{key:"listenClick",value:function(t){var e=this;this.listener=u()(t,"click",function(t){return e.onClick(t)})}},{key:"onClick",value:function(t){var e=t.delegateTarget||t.currentTarget,t=s({action:this.action(e),container:this.container,target:this.target(e),text:this.text(e)});this.emit(t?"success":"error",{action:this.action,text:t,trigger:e,clearSelection:function(){e&&e.focus(),document.activeElement.blur(),window.getSelection().removeAllRanges()}})}},{key:"defaultAction",value:function(t){return v("action",t)}},{key:"defaultTarget",value:function(t){t=v("target",t);if(t)return document.querySelector(t)}},{key:"defaultText",value:function(t){return v("text",t)}},{key:"destroy",value:function(){this.listener.destroy()}}])&&p(t.prototype,e),n&&p(t,n),r}()},828:function(t){var e;"undefined"==typeof Element||Element.prototype.matches||((e=Element.prototype).matches=e.matchesSelector||e.mozMatchesSelector||e.msMatchesSelector||e.oMatchesSelector||e.webkitMatchesSelector),t.exports=function(t,e){for(;t&&9!==t.nodeType;){if("function"==typeof t.matches&&t.matches(e))return t;t=t.parentNode}}},438:function(t,e,n){var u=n(828);function i(t,e,n,o,r){var i=function(e,n,t,o){return function(t){t.delegateTarget=u(t.target,n),t.delegateTarget&&o.call(e,t)}}.apply(this,arguments);return t.addEventListener(n,i,r),{destroy:function(){t.removeEventListener(n,i,r)}}}t.exports=function(t,e,n,o,r){return"function"==typeof t.addEventListener?i.apply(null,arguments):"function"==typeof n?i.bind(null,document).apply(null,arguments):("string"==typeof t&&(t=document.querySelectorAll(t)),Array.prototype.map.call(t,function(t){return i(t,e,n,o,r)}))}},879:function(t,n){n.node=function(t){return void 0!==t&&t instanceof HTMLElement&&1===t.nodeType},n.nodeList=function(t){var e=Object.prototype.toString.call(t);return void 0!==t&&("[object NodeList]"===e||"[object HTMLCollection]"===e)&&"length"in t&&(0===t.length||n.node(t[0]))},n.string=function(t){return"string"==typeof t||t instanceof String},n.fn=function(t){return"[object Function]"===Object.prototype.toString.call(t)}},370:function(t,e,n){var f=n(879),l=n(438);t.exports=function(t,e,n){if(!t&&!e&&!n)throw new Error("Missing required arguments");if(!f.string(e))throw new TypeError("Second argument must be a String");if(!f.fn(n))throw new TypeError("Third argument must be a Function");if(f.node(t))return c=e,a=n,(u=t).addEventListener(c,a),{destroy:function(){u.removeEventListener(c,a)}};if(f.nodeList(t))return o=t,r=e,i=n,Array.prototype.forEach.call(o,function(t){t.addEventListener(r,i)}),{destroy:function(){Array.prototype.forEach.call(o,function(t){t.removeEventListener(r,i)})}};if(f.string(t))return t=t,e=e,n=n,l(document.body,t,e,n);throw new TypeError("First argument must be a String, HTMLElement, HTMLCollection, or NodeList");var o,r,i,u,c,a}},817:function(t){t.exports=function(t){var e,n="SELECT"===t.nodeName?(t.focus(),t.value):"INPUT"===t.nodeName||"TEXTAREA"===t.nodeName?((e=t.hasAttribute("readonly"))||t.setAttribute("readonly",""),t.select(),t.setSelectionRange(0,t.value.length),e||t.removeAttribute("readonly"),t.value):(t.hasAttribute("contenteditable")&&t.focus(),n=window.getSelection(),(e=document.createRange()).selectNodeContents(t),n.removeAllRanges(),n.addRange(e),n.toString());return n}},279:function(t){function e(){}e.prototype={on:function(t,e,n){var o=this.e||(this.e={});return(o[t]||(o[t]=[])).push({fn:e,ctx:n}),this},once:function(t,e,n){var o=this;function r(){o.off(t,r),e.apply(n,arguments)}return r._=e,this.on(t,r,n)},emit:function(t){for(var e=[].slice.call(arguments,1),n=((this.e||(this.e={}))[t]||[]).slice(),o=0,r=n.length;o<r;o++)n[o].fn.apply(n[o].ctx,e);return this},off:function(t,e){var n=this.e||(this.e={}),o=n[t],r=[];if(o&&e)for(var i=0,u=o.length;i<u;i++)o[i].fn!==e&&o[i].fn._!==e&&r.push(o[i]);return r.length?n[t]=r:delete n[t],this}},t.exports=e,t.exports.TinyEmitter=e}},r={},o.n=function(t){var e=t&&t.__esModule?function(){return t.default}:function(){return t};return o.d(e,{a:e}),e},o.d=function(t,e){for(var n in e)o.o(e,n)&&!o.o(t,n)&&Object.defineProperty(t,n,{enumerable:!0,get:e[n]})},o.o=function(t,e){return Object.prototype.hasOwnProperty.call(t,e)},o(686).default;function o(t){if(r[t])return r[t].exports;var e=r[t]={exports:{}};return n[t](e,e.exports,o),e.exports}var n,r});
\ No newline at end of file
diff --git a/_static/copy-button.svg b/_static/copy-button.svg
new file mode 100644
index 00000000..9c074dae
--- /dev/null
+++ b/_static/copy-button.svg
@@ -0,0 +1,5 @@
+<svg xmlns="http://www.w3.org/2000/svg" class="icon icon-tabler icon-tabler-copy" width="44" height="44" viewBox="0 0 24 24" stroke-width="1.5" stroke="#000000" fill="none" stroke-linecap="round" stroke-linejoin="round">
+  <path stroke="none" d="M0 0h24v24H0z" fill="none"/>
+  <rect x="8" y="8" width="12" height="12" rx="2" />
+  <path d="M16 8v-2a2 2 0 0 0 -2 -2h-8a2 2 0 0 0 -2 2v8a2 2 0 0 0 2 2h2" />
+</svg>
diff --git a/_static/copybutton.css b/_static/copybutton.css
new file mode 100644
index 00000000..f1916ec7
--- /dev/null
+++ b/_static/copybutton.css
@@ -0,0 +1,94 @@
+/* Copy buttons */
+button.copybtn {
+    position: absolute;
+    display: flex;
+    top: .3em;
+    right: .3em;
+    width: 1.7em;
+    height: 1.7em;
+	opacity: 0;
+    transition: opacity 0.3s, border .3s, background-color .3s;
+    user-select: none;
+    padding: 0;
+    border: none;
+    outline: none;
+    border-radius: 0.4em;
+    /* The colors that GitHub uses */
+    border: #1b1f2426 1px solid;
+    background-color: #f6f8fa;
+    color: #57606a;
+}
+
+button.copybtn.success {
+    border-color: #22863a;
+    color: #22863a;
+}
+
+button.copybtn svg {
+    stroke: currentColor;
+    width: 1.5em;
+    height: 1.5em;
+    padding: 0.1em;
+}
+
+div.highlight  {
+    position: relative;
+}
+
+/* Show the copybutton */
+.highlight:hover button.copybtn, button.copybtn.success {
+	opacity: 1;
+}
+
+.highlight button.copybtn:hover {
+    background-color: rgb(235, 235, 235);
+}
+
+.highlight button.copybtn:active {
+    background-color: rgb(187, 187, 187);
+}
+
+/**
+ * A minimal CSS-only tooltip copied from:
+ *   https://codepen.io/mildrenben/pen/rVBrpK
+ *
+ * To use, write HTML like the following:
+ *
+ * <p class="o-tooltip--left" data-tooltip="Hey">Short</p>
+ */
+ .o-tooltip--left {
+  position: relative;
+ }
+
+ .o-tooltip--left:after {
+    opacity: 0;
+    visibility: hidden;
+    position: absolute;
+    content: attr(data-tooltip);
+    padding: .2em;
+    font-size: .8em;
+    left: -.2em;
+    background: grey;
+    color: white;
+    white-space: nowrap;
+    z-index: 2;
+    border-radius: 2px;
+    transform: translateX(-102%) translateY(0);
+    transition: opacity 0.2s cubic-bezier(0.64, 0.09, 0.08, 1), transform 0.2s cubic-bezier(0.64, 0.09, 0.08, 1);
+}
+
+.o-tooltip--left:hover:after {
+    display: block;
+    opacity: 1;
+    visibility: visible;
+    transform: translateX(-100%) translateY(0);
+    transition: opacity 0.2s cubic-bezier(0.64, 0.09, 0.08, 1), transform 0.2s cubic-bezier(0.64, 0.09, 0.08, 1);
+    transition-delay: .5s;
+}
+
+/* By default the copy button shouldn't show up when printing a page */
+@media print {
+    button.copybtn {
+        display: none;
+    }
+}
diff --git a/_static/copybutton.js b/_static/copybutton.js
new file mode 100644
index 00000000..2ea7ff3e
--- /dev/null
+++ b/_static/copybutton.js
@@ -0,0 +1,248 @@
+// Localization support
+const messages = {
+  'en': {
+    'copy': 'Copy',
+    'copy_to_clipboard': 'Copy to clipboard',
+    'copy_success': 'Copied!',
+    'copy_failure': 'Failed to copy',
+  },
+  'es' : {
+    'copy': 'Copiar',
+    'copy_to_clipboard': 'Copiar al portapapeles',
+    'copy_success': '¡Copiado!',
+    'copy_failure': 'Error al copiar',
+  },
+  'de' : {
+    'copy': 'Kopieren',
+    'copy_to_clipboard': 'In die Zwischenablage kopieren',
+    'copy_success': 'Kopiert!',
+    'copy_failure': 'Fehler beim Kopieren',
+  },
+  'fr' : {
+    'copy': 'Copier',
+    'copy_to_clipboard': 'Copier dans le presse-papier',
+    'copy_success': 'Copié !',
+    'copy_failure': 'Échec de la copie',
+  },
+  'ru': {
+    'copy': 'Скопировать',
+    'copy_to_clipboard': 'Скопировать в буфер',
+    'copy_success': 'Скопировано!',
+    'copy_failure': 'Не удалось скопировать',
+  },
+  'zh-CN': {
+    'copy': '复制',
+    'copy_to_clipboard': '复制到剪贴板',
+    'copy_success': '复制成功!',
+    'copy_failure': '复制失败',
+  },
+  'it' : {
+    'copy': 'Copiare',
+    'copy_to_clipboard': 'Copiato negli appunti',
+    'copy_success': 'Copiato!',
+    'copy_failure': 'Errore durante la copia',
+  }
+}
+
+let locale = 'en'
+if( document.documentElement.lang !== undefined
+    && messages[document.documentElement.lang] !== undefined ) {
+  locale = document.documentElement.lang
+}
+
+let doc_url_root = DOCUMENTATION_OPTIONS.URL_ROOT;
+if (doc_url_root == '#') {
+    doc_url_root = '';
+}
+
+/**
+ * SVG files for our copy buttons
+ */
+let iconCheck = `<svg xmlns="http://www.w3.org/2000/svg" class="icon icon-tabler icon-tabler-check" width="44" height="44" viewBox="0 0 24 24" stroke-width="2" stroke="#22863a" fill="none" stroke-linecap="round" stroke-linejoin="round">
+  <title>${messages[locale]['copy_success']}</title>
+  <path stroke="none" d="M0 0h24v24H0z" fill="none"/>
+  <path d="M5 12l5 5l10 -10" />
+</svg>`
+
+// If the user specified their own SVG use that, otherwise use the default
+let iconCopy = ``;
+if (!iconCopy) {
+  iconCopy = `<svg xmlns="http://www.w3.org/2000/svg" class="icon icon-tabler icon-tabler-copy" width="44" height="44" viewBox="0 0 24 24" stroke-width="1.5" stroke="#000000" fill="none" stroke-linecap="round" stroke-linejoin="round">
+  <title>${messages[locale]['copy_to_clipboard']}</title>
+  <path stroke="none" d="M0 0h24v24H0z" fill="none"/>
+  <rect x="8" y="8" width="12" height="12" rx="2" />
+  <path d="M16 8v-2a2 2 0 0 0 -2 -2h-8a2 2 0 0 0 -2 2v8a2 2 0 0 0 2 2h2" />
+</svg>`
+}
+
+/**
+ * Set up copy/paste for code blocks
+ */
+
+const runWhenDOMLoaded = cb => {
+  if (document.readyState != 'loading') {
+    cb()
+  } else if (document.addEventListener) {
+    document.addEventListener('DOMContentLoaded', cb)
+  } else {
+    document.attachEvent('onreadystatechange', function() {
+      if (document.readyState == 'complete') cb()
+    })
+  }
+}
+
+const codeCellId = index => `codecell${index}`
+
+// Clears selected text since ClipboardJS will select the text when copying
+const clearSelection = () => {
+  if (window.getSelection) {
+    window.getSelection().removeAllRanges()
+  } else if (document.selection) {
+    document.selection.empty()
+  }
+}
+
+// Changes tooltip text for a moment, then changes it back
+// We want the timeout of our `success` class to be a bit shorter than the
+// tooltip and icon change, so that we can hide the icon before changing back.
+var timeoutIcon = 2000;
+var timeoutSuccessClass = 1500;
+
+const temporarilyChangeTooltip = (el, oldText, newText) => {
+  el.setAttribute('data-tooltip', newText)
+  el.classList.add('success')
+  // Remove success a little bit sooner than we change the tooltip
+  // So that we can use CSS to hide the copybutton first
+  setTimeout(() => el.classList.remove('success'), timeoutSuccessClass)
+  setTimeout(() => el.setAttribute('data-tooltip', oldText), timeoutIcon)
+}
+
+// Changes the copy button icon for two seconds, then changes it back
+const temporarilyChangeIcon = (el) => {
+  el.innerHTML = iconCheck;
+  setTimeout(() => {el.innerHTML = iconCopy}, timeoutIcon)
+}
+
+const addCopyButtonToCodeCells = () => {
+  // If ClipboardJS hasn't loaded, wait a bit and try again. This
+  // happens because we load ClipboardJS asynchronously.
+  if (window.ClipboardJS === undefined) {
+    setTimeout(addCopyButtonToCodeCells, 250)
+    return
+  }
+
+  // Add copybuttons to all of our code cells
+  const COPYBUTTON_SELECTOR = 'div.highlight pre';
+  const codeCells = document.querySelectorAll(COPYBUTTON_SELECTOR)
+  codeCells.forEach((codeCell, index) => {
+    const id = codeCellId(index)
+    codeCell.setAttribute('id', id)
+
+    const clipboardButton = id =>
+    `<button class="copybtn o-tooltip--left" data-tooltip="${messages[locale]['copy']}" data-clipboard-target="#${id}">
+      ${iconCopy}
+    </button>`
+    codeCell.insertAdjacentHTML('afterend', clipboardButton(id))
+  })
+
+function escapeRegExp(string) {
+    return string.replace(/[.*+?^${}()|[\]\\]/g, '\\$&'); // $& means the whole matched string
+}
+
+/**
+ * Removes excluded text from a Node.
+ *
+ * @param {Node} target Node to filter.
+ * @param {string} exclude CSS selector of nodes to exclude.
+ * @returns {DOMString} Text from `target` with text removed.
+ */
+function filterText(target, exclude) {
+    const clone = target.cloneNode(true);  // clone as to not modify the live DOM
+    if (exclude) {
+        // remove excluded nodes
+        clone.querySelectorAll(exclude).forEach(node => node.remove());
+    }
+    return clone.innerText;
+}
+
+// Callback when a copy button is clicked. Will be passed the node that was clicked
+// should then grab the text and replace pieces of text that shouldn't be used in output
+function formatCopyText(textContent, copybuttonPromptText, isRegexp = false, onlyCopyPromptLines = true, removePrompts = true, copyEmptyLines = true, lineContinuationChar = "", hereDocDelim = "") {
+    var regexp;
+    var match;
+
+    // Do we check for line continuation characters and "HERE-documents"?
+    var useLineCont = !!lineContinuationChar
+    var useHereDoc = !!hereDocDelim
+
+    // create regexp to capture prompt and remaining line
+    if (isRegexp) {
+        regexp = new RegExp('^(' + copybuttonPromptText + ')(.*)')
+    } else {
+        regexp = new RegExp('^(' + escapeRegExp(copybuttonPromptText) + ')(.*)')
+    }
+
+    const outputLines = [];
+    var promptFound = false;
+    var gotLineCont = false;
+    var gotHereDoc = false;
+    const lineGotPrompt = [];
+    for (const line of textContent.split('\n')) {
+        match = line.match(regexp)
+        if (match || gotLineCont || gotHereDoc) {
+            promptFound = regexp.test(line)
+            lineGotPrompt.push(promptFound)
+            if (removePrompts && promptFound) {
+                outputLines.push(match[2])
+            } else {
+                outputLines.push(line)
+            }
+            gotLineCont = line.endsWith(lineContinuationChar) & useLineCont
+            if (line.includes(hereDocDelim) & useHereDoc)
+                gotHereDoc = !gotHereDoc
+        } else if (!onlyCopyPromptLines) {
+            outputLines.push(line)
+        } else if (copyEmptyLines && line.trim() === '') {
+            outputLines.push(line)
+        }
+    }
+
+    // If no lines with the prompt were found then just use original lines
+    if (lineGotPrompt.some(v => v === true)) {
+        textContent = outputLines.join('\n');
+    }
+
+    // Remove a trailing newline to avoid auto-running when pasting
+    if (textContent.endsWith("\n")) {
+        textContent = textContent.slice(0, -1)
+    }
+    return textContent
+}
+
+
+var copyTargetText = (trigger) => {
+  var target = document.querySelector(trigger.attributes['data-clipboard-target'].value);
+
+  // get filtered text
+  let exclude = '.linenos';
+
+  let text = filterText(target, exclude);
+  return formatCopyText(text, '', false, true, true, true, '', '')
+}
+
+  // Initialize with a callback so we can modify the text before copy
+  const clipboard = new ClipboardJS('.copybtn', {text: copyTargetText})
+
+  // Update UI with error/success messages
+  clipboard.on('success', event => {
+    clearSelection()
+    temporarilyChangeTooltip(event.trigger, messages[locale]['copy'], messages[locale]['copy_success'])
+    temporarilyChangeIcon(event.trigger)
+  })
+
+  clipboard.on('error', event => {
+    temporarilyChangeTooltip(event.trigger, messages[locale]['copy'], messages[locale]['copy_failure'])
+  })
+}
+
+runWhenDOMLoaded(addCopyButtonToCodeCells)
\ No newline at end of file
diff --git a/_static/copybutton_funcs.js b/_static/copybutton_funcs.js
new file mode 100644
index 00000000..dbe1aaad
--- /dev/null
+++ b/_static/copybutton_funcs.js
@@ -0,0 +1,73 @@
+function escapeRegExp(string) {
+    return string.replace(/[.*+?^${}()|[\]\\]/g, '\\$&'); // $& means the whole matched string
+}
+
+/**
+ * Removes excluded text from a Node.
+ *
+ * @param {Node} target Node to filter.
+ * @param {string} exclude CSS selector of nodes to exclude.
+ * @returns {DOMString} Text from `target` with text removed.
+ */
+export function filterText(target, exclude) {
+    const clone = target.cloneNode(true);  // clone as to not modify the live DOM
+    if (exclude) {
+        // remove excluded nodes
+        clone.querySelectorAll(exclude).forEach(node => node.remove());
+    }
+    return clone.innerText;
+}
+
+// Callback when a copy button is clicked. Will be passed the node that was clicked
+// should then grab the text and replace pieces of text that shouldn't be used in output
+export function formatCopyText(textContent, copybuttonPromptText, isRegexp = false, onlyCopyPromptLines = true, removePrompts = true, copyEmptyLines = true, lineContinuationChar = "", hereDocDelim = "") {
+    var regexp;
+    var match;
+
+    // Do we check for line continuation characters and "HERE-documents"?
+    var useLineCont = !!lineContinuationChar
+    var useHereDoc = !!hereDocDelim
+
+    // create regexp to capture prompt and remaining line
+    if (isRegexp) {
+        regexp = new RegExp('^(' + copybuttonPromptText + ')(.*)')
+    } else {
+        regexp = new RegExp('^(' + escapeRegExp(copybuttonPromptText) + ')(.*)')
+    }
+
+    const outputLines = [];
+    var promptFound = false;
+    var gotLineCont = false;
+    var gotHereDoc = false;
+    const lineGotPrompt = [];
+    for (const line of textContent.split('\n')) {
+        match = line.match(regexp)
+        if (match || gotLineCont || gotHereDoc) {
+            promptFound = regexp.test(line)
+            lineGotPrompt.push(promptFound)
+            if (removePrompts && promptFound) {
+                outputLines.push(match[2])
+            } else {
+                outputLines.push(line)
+            }
+            gotLineCont = line.endsWith(lineContinuationChar) & useLineCont
+            if (line.includes(hereDocDelim) & useHereDoc)
+                gotHereDoc = !gotHereDoc
+        } else if (!onlyCopyPromptLines) {
+            outputLines.push(line)
+        } else if (copyEmptyLines && line.trim() === '') {
+            outputLines.push(line)
+        }
+    }
+
+    // If no lines with the prompt were found then just use original lines
+    if (lineGotPrompt.some(v => v === true)) {
+        textContent = outputLines.join('\n');
+    }
+
+    // Remove a trailing newline to avoid auto-running when pasting
+    if (textContent.endsWith("\n")) {
+        textContent = textContent.slice(0, -1)
+    }
+    return textContent
+}
diff --git a/_static/debug.css b/_static/debug.css
new file mode 100644
index 00000000..74d4aec3
--- /dev/null
+++ b/_static/debug.css
@@ -0,0 +1,69 @@
+/*
+  This CSS file should be overridden by the theme authors. It's
+  meant for debugging and developing the skeleton that this theme provides.
+*/
+body {
+  font-family: -apple-system, "Segoe UI", Roboto, Helvetica, Arial, sans-serif,
+    "Apple Color Emoji", "Segoe UI Emoji";
+  background: lavender;
+}
+.sb-announcement {
+  background: rgb(131, 131, 131);
+}
+.sb-announcement__inner {
+  background: black;
+  color: white;
+}
+.sb-header {
+  background: lightskyblue;
+}
+.sb-header__inner {
+  background: royalblue;
+  color: white;
+}
+.sb-header-secondary {
+  background: lightcyan;
+}
+.sb-header-secondary__inner {
+  background: cornflowerblue;
+  color: white;
+}
+.sb-sidebar-primary {
+  background: lightgreen;
+}
+.sb-main {
+  background: blanchedalmond;
+}
+.sb-main__inner {
+  background: antiquewhite;
+}
+.sb-header-article {
+  background: lightsteelblue;
+}
+.sb-article-container {
+  background: snow;
+}
+.sb-article-main {
+  background: white;
+}
+.sb-footer-article {
+  background: lightpink;
+}
+.sb-sidebar-secondary {
+  background: lightgoldenrodyellow;
+}
+.sb-footer-content {
+  background: plum;
+}
+.sb-footer-content__inner {
+  background: palevioletred;
+}
+.sb-footer {
+  background: pink;
+}
+.sb-footer__inner {
+  background: salmon;
+}
+.sb-article {
+  background: white;
+}
diff --git a/_static/doctools.js b/_static/doctools.js
new file mode 100644
index 00000000..d06a71d7
--- /dev/null
+++ b/_static/doctools.js
@@ -0,0 +1,156 @@
+/*
+ * doctools.js
+ * ~~~~~~~~~~~
+ *
+ * Base JavaScript utilities for all Sphinx HTML documentation.
+ *
+ * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS.
+ * :license: BSD, see LICENSE for details.
+ *
+ */
+"use strict";
+
+const BLACKLISTED_KEY_CONTROL_ELEMENTS = new Set([
+  "TEXTAREA",
+  "INPUT",
+  "SELECT",
+  "BUTTON",
+]);
+
+const _ready = (callback) => {
+  if (document.readyState !== "loading") {
+    callback();
+  } else {
+    document.addEventListener("DOMContentLoaded", callback);
+  }
+};
+
+/**
+ * Small JavaScript module for the documentation.
+ */
+const Documentation = {
+  init: () => {
+    Documentation.initDomainIndexTable();
+    Documentation.initOnKeyListeners();
+  },
+
+  /**
+   * i18n support
+   */
+  TRANSLATIONS: {},
+  PLURAL_EXPR: (n) => (n === 1 ? 0 : 1),
+  LOCALE: "unknown",
+
+  // gettext and ngettext don't access this so that the functions
+  // can safely bound to a different name (_ = Documentation.gettext)
+  gettext: (string) => {
+    const translated = Documentation.TRANSLATIONS[string];
+    switch (typeof translated) {
+      case "undefined":
+        return string; // no translation
+      case "string":
+        return translated; // translation exists
+      default:
+        return translated[0]; // (singular, plural) translation tuple exists
+    }
+  },
+
+  ngettext: (singular, plural, n) => {
+    const translated = Documentation.TRANSLATIONS[singular];
+    if (typeof translated !== "undefined")
+      return translated[Documentation.PLURAL_EXPR(n)];
+    return n === 1 ? singular : plural;
+  },
+
+  addTranslations: (catalog) => {
+    Object.assign(Documentation.TRANSLATIONS, catalog.messages);
+    Documentation.PLURAL_EXPR = new Function(
+      "n",
+      `return (${catalog.plural_expr})`
+    );
+    Documentation.LOCALE = catalog.locale;
+  },
+
+  /**
+   * helper function to focus on search bar
+   */
+  focusSearchBar: () => {
+    document.querySelectorAll("input[name=q]")[0]?.focus();
+  },
+
+  /**
+   * Initialise the domain index toggle buttons
+   */
+  initDomainIndexTable: () => {
+    const toggler = (el) => {
+      const idNumber = el.id.substr(7);
+      const toggledRows = document.querySelectorAll(`tr.cg-${idNumber}`);
+      if (el.src.substr(-9) === "minus.png") {
+        el.src = `${el.src.substr(0, el.src.length - 9)}plus.png`;
+        toggledRows.forEach((el) => (el.style.display = "none"));
+      } else {
+        el.src = `${el.src.substr(0, el.src.length - 8)}minus.png`;
+        toggledRows.forEach((el) => (el.style.display = ""));
+      }
+    };
+
+    const togglerElements = document.querySelectorAll("img.toggler");
+    togglerElements.forEach((el) =>
+      el.addEventListener("click", (event) => toggler(event.currentTarget))
+    );
+    togglerElements.forEach((el) => (el.style.display = ""));
+    if (DOCUMENTATION_OPTIONS.COLLAPSE_INDEX) togglerElements.forEach(toggler);
+  },
+
+  initOnKeyListeners: () => {
+    // only install a listener if it is really needed
+    if (
+      !DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS &&
+      !DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS
+    )
+      return;
+
+    document.addEventListener("keydown", (event) => {
+      // bail for input elements
+      if (BLACKLISTED_KEY_CONTROL_ELEMENTS.has(document.activeElement.tagName)) return;
+      // bail with special keys
+      if (event.altKey || event.ctrlKey || event.metaKey) return;
+
+      if (!event.shiftKey) {
+        switch (event.key) {
+          case "ArrowLeft":
+            if (!DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS) break;
+
+            const prevLink = document.querySelector('link[rel="prev"]');
+            if (prevLink && prevLink.href) {
+              window.location.href = prevLink.href;
+              event.preventDefault();
+            }
+            break;
+          case "ArrowRight":
+            if (!DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS) break;
+
+            const nextLink = document.querySelector('link[rel="next"]');
+            if (nextLink && nextLink.href) {
+              window.location.href = nextLink.href;
+              event.preventDefault();
+            }
+            break;
+        }
+      }
+
+      // some keyboard layouts may need Shift to get /
+      switch (event.key) {
+        case "/":
+          if (!DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS) break;
+          Documentation.focusSearchBar();
+          event.preventDefault();
+      }
+    });
+  },
+};
+
+// quick alias for translations
+const _ = Documentation.gettext;
+
+_ready(Documentation.init);
diff --git a/_static/documentation_options.js b/_static/documentation_options.js
new file mode 100644
index 00000000..7e4c114f
--- /dev/null
+++ b/_static/documentation_options.js
@@ -0,0 +1,13 @@
+const DOCUMENTATION_OPTIONS = {
+    VERSION: '',
+    LANGUAGE: 'en',
+    COLLAPSE_INDEX: false,
+    BUILDER: 'html',
+    FILE_SUFFIX: '.html',
+    LINK_SUFFIX: '.html',
+    HAS_SOURCE: true,
+    SOURCELINK_SUFFIX: '.txt',
+    NAVIGATION_WITH_KEYS: false,
+    SHOW_SEARCH_SUMMARY: true,
+    ENABLE_SEARCH_SHORTCUTS: true,
+};
\ No newline at end of file
diff --git a/_static/file.png b/_static/file.png
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z_CyJOe}D1){SET-^Amu_i71Lt6eYfZjRyw@I6OQAIXXHD<M{a4P!N^sPbQKi=?mBx
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diff --git a/_static/hezar_logo.svg b/_static/hezar_logo.svg
new file mode 100644
index 00000000..167c26ce
--- /dev/null
+++ b/_static/hezar_logo.svg
@@ -0,0 +1,25 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<svg id="Layer_2" data-name="Layer 2" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 160 160">
+  <defs>
+    <style>
+      .cls-1 {
+        fill: #2c3e50;
+      }
+
+      .cls-2 {
+        fill: #ceddeb;
+      }
+    </style>
+  </defs>
+  <g id="Layer_1-2" data-name="Layer 1">
+    <g>
+      <rect class="cls-2" width="160" height="160" rx="6" ry="6"/>
+      <g>
+        <rect class="cls-1" x="45.5" y="21.5" width="32" height="80" rx="9" ry="9"/>
+        <rect class="cls-1" x="45.5" y="106.5" width="32" height="32" rx="9" ry="9"/>
+        <rect class="cls-1" x="82.5" y="106.5" width="32" height="32" rx="9" ry="9"/>
+        <rect class="cls-1" x="82.5" y="69.5" width="32" height="32" rx="9" ry="9"/>
+      </g>
+    </g>
+  </g>
+</svg>
diff --git a/_static/language_data.js b/_static/language_data.js
new file mode 100644
index 00000000..250f5665
--- /dev/null
+++ b/_static/language_data.js
@@ -0,0 +1,199 @@
+/*
+ * language_data.js
+ * ~~~~~~~~~~~~~~~~
+ *
+ * This script contains the language-specific data used by searchtools.js,
+ * namely the list of stopwords, stemmer, scorer and splitter.
+ *
+ * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS.
+ * :license: BSD, see LICENSE for details.
+ *
+ */
+
+var stopwords = ["a", "and", "are", "as", "at", "be", "but", "by", "for", "if", "in", "into", "is", "it", "near", "no", "not", "of", "on", "or", "such", "that", "the", "their", "then", "there", "these", "they", "this", "to", "was", "will", "with"];
+
+
+/* Non-minified version is copied as a separate JS file, is available */
+
+/**
+ * Porter Stemmer
+ */
+var Stemmer = function() {
+
+  var step2list = {
+    ational: 'ate',
+    tional: 'tion',
+    enci: 'ence',
+    anci: 'ance',
+    izer: 'ize',
+    bli: 'ble',
+    alli: 'al',
+    entli: 'ent',
+    eli: 'e',
+    ousli: 'ous',
+    ization: 'ize',
+    ation: 'ate',
+    ator: 'ate',
+    alism: 'al',
+    iveness: 'ive',
+    fulness: 'ful',
+    ousness: 'ous',
+    aliti: 'al',
+    iviti: 'ive',
+    biliti: 'ble',
+    logi: 'log'
+  };
+
+  var step3list = {
+    icate: 'ic',
+    ative: '',
+    alize: 'al',
+    iciti: 'ic',
+    ical: 'ic',
+    ful: '',
+    ness: ''
+  };
+
+  var c = "[^aeiou]";          // consonant
+  var v = "[aeiouy]";          // vowel
+  var C = c + "[^aeiouy]*";    // consonant sequence
+  var V = v + "[aeiou]*";      // vowel sequence
+
+  var mgr0 = "^(" + C + ")?" + V + C;                      // [C]VC... is m>0
+  var meq1 = "^(" + C + ")?" + V + C + "(" + V + ")?$";    // [C]VC[V] is m=1
+  var mgr1 = "^(" + C + ")?" + V + C + V + C;              // [C]VCVC... is m>1
+  var s_v   = "^(" + C + ")?" + v;                         // vowel in stem
+
+  this.stemWord = function (w) {
+    var stem;
+    var suffix;
+    var firstch;
+    var origword = w;
+
+    if (w.length < 3)
+      return w;
+
+    var re;
+    var re2;
+    var re3;
+    var re4;
+
+    firstch = w.substr(0,1);
+    if (firstch == "y")
+      w = firstch.toUpperCase() + w.substr(1);
+
+    // Step 1a
+    re = /^(.+?)(ss|i)es$/;
+    re2 = /^(.+?)([^s])s$/;
+
+    if (re.test(w))
+      w = w.replace(re,"$1$2");
+    else if (re2.test(w))
+      w = w.replace(re2,"$1$2");
+
+    // Step 1b
+    re = /^(.+?)eed$/;
+    re2 = /^(.+?)(ed|ing)$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      re = new RegExp(mgr0);
+      if (re.test(fp[1])) {
+        re = /.$/;
+        w = w.replace(re,"");
+      }
+    }
+    else if (re2.test(w)) {
+      var fp = re2.exec(w);
+      stem = fp[1];
+      re2 = new RegExp(s_v);
+      if (re2.test(stem)) {
+        w = stem;
+        re2 = /(at|bl|iz)$/;
+        re3 = new RegExp("([^aeiouylsz])\\1$");
+        re4 = new RegExp("^" + C + v + "[^aeiouwxy]$");
+        if (re2.test(w))
+          w = w + "e";
+        else if (re3.test(w)) {
+          re = /.$/;
+          w = w.replace(re,"");
+        }
+        else if (re4.test(w))
+          w = w + "e";
+      }
+    }
+
+    // Step 1c
+    re = /^(.+?)y$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      re = new RegExp(s_v);
+      if (re.test(stem))
+        w = stem + "i";
+    }
+
+    // Step 2
+    re = /^(.+?)(ational|tional|enci|anci|izer|bli|alli|entli|eli|ousli|ization|ation|ator|alism|iveness|fulness|ousness|aliti|iviti|biliti|logi)$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      suffix = fp[2];
+      re = new RegExp(mgr0);
+      if (re.test(stem))
+        w = stem + step2list[suffix];
+    }
+
+    // Step 3
+    re = /^(.+?)(icate|ative|alize|iciti|ical|ful|ness)$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      suffix = fp[2];
+      re = new RegExp(mgr0);
+      if (re.test(stem))
+        w = stem + step3list[suffix];
+    }
+
+    // Step 4
+    re = /^(.+?)(al|ance|ence|er|ic|able|ible|ant|ement|ment|ent|ou|ism|ate|iti|ous|ive|ize)$/;
+    re2 = /^(.+?)(s|t)(ion)$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      re = new RegExp(mgr1);
+      if (re.test(stem))
+        w = stem;
+    }
+    else if (re2.test(w)) {
+      var fp = re2.exec(w);
+      stem = fp[1] + fp[2];
+      re2 = new RegExp(mgr1);
+      if (re2.test(stem))
+        w = stem;
+    }
+
+    // Step 5
+    re = /^(.+?)e$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      re = new RegExp(mgr1);
+      re2 = new RegExp(meq1);
+      re3 = new RegExp("^" + C + v + "[^aeiouwxy]$");
+      if (re.test(stem) || (re2.test(stem) && !(re3.test(stem))))
+        w = stem;
+    }
+    re = /ll$/;
+    re2 = new RegExp(mgr1);
+    if (re.test(w) && re2.test(w)) {
+      re = /.$/;
+      w = w.replace(re,"");
+    }
+
+    // and turn initial Y back to y
+    if (firstch == "y")
+      w = firstch.toLowerCase() + w.substr(1);
+    return w;
+  }
+}
+
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diff --git a/_static/pygments.css b/_static/pygments.css
new file mode 100644
index 00000000..5ca2352f
--- /dev/null
+++ b/_static/pygments.css
@@ -0,0 +1,247 @@
+.highlight pre { line-height: 125%; }
+.highlight td.linenos .normal { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+.highlight span.linenos { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+.highlight td.linenos .special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
+.highlight span.linenos.special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
+.highlight .hll { background-color: #ffffcc }
+.highlight { background: #f8f8f8; }
+.highlight .c { color: #008800; font-style: italic } /* Comment */
+.highlight .err { border: 1px solid #FF0000 } /* Error */
+.highlight .k { color: #AA22FF; font-weight: bold } /* Keyword */
+.highlight .o { color: #666666 } /* Operator */
+.highlight .ch { color: #008800; font-style: italic } /* Comment.Hashbang */
+.highlight .cm { color: #008800; font-style: italic } /* Comment.Multiline */
+.highlight .cp { color: #008800 } /* Comment.Preproc */
+.highlight .cpf { color: #008800; font-style: italic } /* Comment.PreprocFile */
+.highlight .c1 { color: #008800; font-style: italic } /* Comment.Single */
+.highlight .cs { color: #008800; font-weight: bold } /* Comment.Special */
+.highlight .gd { color: #A00000 } /* Generic.Deleted */
+.highlight .ge { font-style: italic } /* Generic.Emph */
+.highlight .ges { font-weight: bold; font-style: italic } /* Generic.EmphStrong */
+.highlight .gr { color: #FF0000 } /* Generic.Error */
+.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
+.highlight .gi { color: #00A000 } /* Generic.Inserted */
+.highlight .go { color: #888888 } /* Generic.Output */
+.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
+.highlight .gs { font-weight: bold } /* Generic.Strong */
+.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
+.highlight .gt { color: #0044DD } /* Generic.Traceback */
+.highlight .kc { color: #AA22FF; font-weight: bold } /* Keyword.Constant */
+.highlight .kd { color: #AA22FF; font-weight: bold } /* Keyword.Declaration */
+.highlight .kn { color: #AA22FF; font-weight: bold } /* Keyword.Namespace */
+.highlight .kp { color: #AA22FF } /* Keyword.Pseudo */
+.highlight .kr { color: #AA22FF; font-weight: bold } /* Keyword.Reserved */
+.highlight .kt { color: #00BB00; font-weight: bold } /* Keyword.Type */
+.highlight .m { color: #666666 } /* Literal.Number */
+.highlight .s { color: #BB4444 } /* Literal.String */
+.highlight .na { color: #BB4444 } /* Name.Attribute */
+.highlight .nb { color: #AA22FF } /* Name.Builtin */
+.highlight .nc { color: #0000FF } /* Name.Class */
+.highlight .no { color: #880000 } /* Name.Constant */
+.highlight .nd { color: #AA22FF } /* Name.Decorator */
+.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
+.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
+.highlight .nf { color: #00A000 } /* Name.Function */
+.highlight .nl { color: #A0A000 } /* Name.Label */
+.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
+.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
+.highlight .nv { color: #B8860B } /* Name.Variable */
+.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
+.highlight .w { color: #bbbbbb } /* Text.Whitespace */
+.highlight .mb { color: #666666 } /* Literal.Number.Bin */
+.highlight .mf { color: #666666 } /* Literal.Number.Float */
+.highlight .mh { color: #666666 } /* Literal.Number.Hex */
+.highlight .mi { color: #666666 } /* Literal.Number.Integer */
+.highlight .mo { color: #666666 } /* Literal.Number.Oct */
+.highlight .sa { color: #BB4444 } /* Literal.String.Affix */
+.highlight .sb { color: #BB4444 } /* Literal.String.Backtick */
+.highlight .sc { color: #BB4444 } /* Literal.String.Char */
+.highlight .dl { color: #BB4444 } /* Literal.String.Delimiter */
+.highlight .sd { color: #BB4444; font-style: italic } /* Literal.String.Doc */
+.highlight .s2 { color: #BB4444 } /* Literal.String.Double */
+.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
+.highlight .sh { color: #BB4444 } /* Literal.String.Heredoc */
+.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
+.highlight .sx { color: #008000 } /* Literal.String.Other */
+.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
+.highlight .s1 { color: #BB4444 } /* Literal.String.Single */
+.highlight .ss { color: #B8860B } /* Literal.String.Symbol */
+.highlight .bp { color: #AA22FF } /* Name.Builtin.Pseudo */
+.highlight .fm { color: #00A000 } /* Name.Function.Magic */
+.highlight .vc { color: #B8860B } /* Name.Variable.Class */
+.highlight .vg { color: #B8860B } /* Name.Variable.Global */
+.highlight .vi { color: #B8860B } /* Name.Variable.Instance */
+.highlight .vm { color: #B8860B } /* Name.Variable.Magic */
+.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
+@media not print {
+body[data-theme="dark"] .highlight pre { line-height: 125%; }
+body[data-theme="dark"] .highlight td.linenos .normal { color: #37474F; background-color: #263238; padding-left: 5px; padding-right: 5px; }
+body[data-theme="dark"] .highlight span.linenos { color: #37474F; background-color: #263238; padding-left: 5px; padding-right: 5px; }
+body[data-theme="dark"] .highlight td.linenos .special { color: #607A86; background-color: #263238; padding-left: 5px; padding-right: 5px; }
+body[data-theme="dark"] .highlight span.linenos.special { color: #607A86; background-color: #263238; padding-left: 5px; padding-right: 5px; }
+body[data-theme="dark"] .highlight .hll { background-color: #2C3B41 }
+body[data-theme="dark"] .highlight { background: #263238; color: #EEFFFF }
+body[data-theme="dark"] .highlight .c { color: #546E7A; font-style: italic } /* Comment */
+body[data-theme="dark"] .highlight .err { color: #FF5370 } /* Error */
+body[data-theme="dark"] .highlight .esc { color: #89DDFF } /* Escape */
+body[data-theme="dark"] .highlight .g { color: #EEFFFF } /* Generic */
+body[data-theme="dark"] .highlight .k { color: #BB80B3 } /* Keyword */
+body[data-theme="dark"] .highlight .l { color: #C3E88D } /* Literal */
+body[data-theme="dark"] .highlight .n { color: #EEFFFF } /* Name */
+body[data-theme="dark"] .highlight .o { color: #89DDFF } /* Operator */
+body[data-theme="dark"] .highlight .p { color: #89DDFF } /* Punctuation */
+body[data-theme="dark"] .highlight .ch { color: #546E7A; font-style: italic } /* Comment.Hashbang */
+body[data-theme="dark"] .highlight .cm { color: #546E7A; font-style: italic } /* Comment.Multiline */
+body[data-theme="dark"] .highlight .cp { color: #546E7A; font-style: italic } /* Comment.Preproc */
+body[data-theme="dark"] .highlight .cpf { color: #546E7A; font-style: italic } /* Comment.PreprocFile */
+body[data-theme="dark"] .highlight .c1 { color: #546E7A; font-style: italic } /* Comment.Single */
+body[data-theme="dark"] .highlight .cs { color: #546E7A; font-style: italic } /* Comment.Special */
+body[data-theme="dark"] .highlight .gd { color: #FF5370 } /* Generic.Deleted */
+body[data-theme="dark"] .highlight .ge { color: #89DDFF } /* Generic.Emph */
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+body[data-theme="dark"] .highlight .gp { color: #FFCB6B } /* Generic.Prompt */
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+body[data-theme="dark"] .highlight .kd { color: #BB80B3 } /* Keyword.Declaration */
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+body[data-theme="dark"] .highlight .kr { color: #BB80B3 } /* Keyword.Reserved */
+body[data-theme="dark"] .highlight .kt { color: #BB80B3 } /* Keyword.Type */
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+body[data-theme="dark"] .highlight .m { color: #F78C6C } /* Literal.Number */
+body[data-theme="dark"] .highlight .s { color: #C3E88D } /* Literal.String */
+body[data-theme="dark"] .highlight .na { color: #BB80B3 } /* Name.Attribute */
+body[data-theme="dark"] .highlight .nb { color: #82AAFF } /* Name.Builtin */
+body[data-theme="dark"] .highlight .nc { color: #FFCB6B } /* Name.Class */
+body[data-theme="dark"] .highlight .no { color: #EEFFFF } /* Name.Constant */
+body[data-theme="dark"] .highlight .nd { color: #82AAFF } /* Name.Decorator */
+body[data-theme="dark"] .highlight .ni { color: #89DDFF } /* Name.Entity */
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+body[data-theme="dark"] .highlight .nf { color: #82AAFF } /* Name.Function */
+body[data-theme="dark"] .highlight .nl { color: #82AAFF } /* Name.Label */
+body[data-theme="dark"] .highlight .nn { color: #FFCB6B } /* Name.Namespace */
+body[data-theme="dark"] .highlight .nx { color: #EEFFFF } /* Name.Other */
+body[data-theme="dark"] .highlight .py { color: #FFCB6B } /* Name.Property */
+body[data-theme="dark"] .highlight .nt { color: #FF5370 } /* Name.Tag */
+body[data-theme="dark"] .highlight .nv { color: #89DDFF } /* Name.Variable */
+body[data-theme="dark"] .highlight .ow { color: #89DDFF; font-style: italic } /* Operator.Word */
+body[data-theme="dark"] .highlight .pm { color: #89DDFF } /* Punctuation.Marker */
+body[data-theme="dark"] .highlight .w { color: #EEFFFF } /* Text.Whitespace */
+body[data-theme="dark"] .highlight .mb { color: #F78C6C } /* Literal.Number.Bin */
+body[data-theme="dark"] .highlight .mf { color: #F78C6C } /* Literal.Number.Float */
+body[data-theme="dark"] .highlight .mh { color: #F78C6C } /* Literal.Number.Hex */
+body[data-theme="dark"] .highlight .mi { color: #F78C6C } /* Literal.Number.Integer */
+body[data-theme="dark"] .highlight .mo { color: #F78C6C } /* Literal.Number.Oct */
+body[data-theme="dark"] .highlight .sa { color: #BB80B3 } /* Literal.String.Affix */
+body[data-theme="dark"] .highlight .sb { color: #C3E88D } /* Literal.String.Backtick */
+body[data-theme="dark"] .highlight .sc { color: #C3E88D } /* Literal.String.Char */
+body[data-theme="dark"] .highlight .dl { color: #EEFFFF } /* Literal.String.Delimiter */
+body[data-theme="dark"] .highlight .sd { color: #546E7A; font-style: italic } /* Literal.String.Doc */
+body[data-theme="dark"] .highlight .s2 { color: #C3E88D } /* Literal.String.Double */
+body[data-theme="dark"] .highlight .se { color: #EEFFFF } /* Literal.String.Escape */
+body[data-theme="dark"] .highlight .sh { color: #C3E88D } /* Literal.String.Heredoc */
+body[data-theme="dark"] .highlight .si { color: #89DDFF } /* Literal.String.Interpol */
+body[data-theme="dark"] .highlight .sx { color: #C3E88D } /* Literal.String.Other */
+body[data-theme="dark"] .highlight .sr { color: #89DDFF } /* Literal.String.Regex */
+body[data-theme="dark"] .highlight .s1 { color: #C3E88D } /* Literal.String.Single */
+body[data-theme="dark"] .highlight .ss { color: #89DDFF } /* Literal.String.Symbol */
+body[data-theme="dark"] .highlight .bp { color: #89DDFF } /* Name.Builtin.Pseudo */
+body[data-theme="dark"] .highlight .fm { color: #82AAFF } /* Name.Function.Magic */
+body[data-theme="dark"] .highlight .vc { color: #89DDFF } /* Name.Variable.Class */
+body[data-theme="dark"] .highlight .vg { color: #89DDFF } /* Name.Variable.Global */
+body[data-theme="dark"] .highlight .vi { color: #89DDFF } /* Name.Variable.Instance */
+body[data-theme="dark"] .highlight .vm { color: #82AAFF } /* Name.Variable.Magic */
+body[data-theme="dark"] .highlight .il { color: #F78C6C } /* Literal.Number.Integer.Long */
+@media (prefers-color-scheme: dark) {
+body:not([data-theme="light"]) .highlight pre { line-height: 125%; }
+body:not([data-theme="light"]) .highlight td.linenos .normal { color: #37474F; background-color: #263238; padding-left: 5px; padding-right: 5px; }
+body:not([data-theme="light"]) .highlight span.linenos { color: #37474F; background-color: #263238; padding-left: 5px; padding-right: 5px; }
+body:not([data-theme="light"]) .highlight td.linenos .special { color: #607A86; background-color: #263238; padding-left: 5px; padding-right: 5px; }
+body:not([data-theme="light"]) .highlight span.linenos.special { color: #607A86; background-color: #263238; padding-left: 5px; padding-right: 5px; }
+body:not([data-theme="light"]) .highlight .hll { background-color: #2C3B41 }
+body:not([data-theme="light"]) .highlight { background: #263238; color: #EEFFFF }
+body:not([data-theme="light"]) .highlight .c { color: #546E7A; font-style: italic } /* Comment */
+body:not([data-theme="light"]) .highlight .err { color: #FF5370 } /* Error */
+body:not([data-theme="light"]) .highlight .esc { color: #89DDFF } /* Escape */
+body:not([data-theme="light"]) .highlight .g { color: #EEFFFF } /* Generic */
+body:not([data-theme="light"]) .highlight .k { color: #BB80B3 } /* Keyword */
+body:not([data-theme="light"]) .highlight .l { color: #C3E88D } /* Literal */
+body:not([data-theme="light"]) .highlight .n { color: #EEFFFF } /* Name */
+body:not([data-theme="light"]) .highlight .o { color: #89DDFF } /* Operator */
+body:not([data-theme="light"]) .highlight .p { color: #89DDFF } /* Punctuation */
+body:not([data-theme="light"]) .highlight .ch { color: #546E7A; font-style: italic } /* Comment.Hashbang */
+body:not([data-theme="light"]) .highlight .cm { color: #546E7A; font-style: italic } /* Comment.Multiline */
+body:not([data-theme="light"]) .highlight .cp { color: #546E7A; font-style: italic } /* Comment.Preproc */
+body:not([data-theme="light"]) .highlight .cpf { color: #546E7A; font-style: italic } /* Comment.PreprocFile */
+body:not([data-theme="light"]) .highlight .c1 { color: #546E7A; font-style: italic } /* Comment.Single */
+body:not([data-theme="light"]) .highlight .cs { color: #546E7A; font-style: italic } /* Comment.Special */
+body:not([data-theme="light"]) .highlight .gd { color: #FF5370 } /* Generic.Deleted */
+body:not([data-theme="light"]) .highlight .ge { color: #89DDFF } /* Generic.Emph */
+body:not([data-theme="light"]) .highlight .ges { color: #FFCB6B } /* Generic.EmphStrong */
+body:not([data-theme="light"]) .highlight .gr { color: #FF5370 } /* Generic.Error */
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+body:not([data-theme="light"]) .highlight .gi { color: #C3E88D } /* Generic.Inserted */
+body:not([data-theme="light"]) .highlight .go { color: #546E7A } /* Generic.Output */
+body:not([data-theme="light"]) .highlight .gp { color: #FFCB6B } /* Generic.Prompt */
+body:not([data-theme="light"]) .highlight .gs { color: #FF5370 } /* Generic.Strong */
+body:not([data-theme="light"]) .highlight .gu { color: #89DDFF } /* Generic.Subheading */
+body:not([data-theme="light"]) .highlight .gt { color: #FF5370 } /* Generic.Traceback */
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+body:not([data-theme="light"]) .highlight .kp { color: #89DDFF } /* Keyword.Pseudo */
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+body:not([data-theme="light"]) .highlight .kt { color: #BB80B3 } /* Keyword.Type */
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+body:not([data-theme="light"]) .highlight .s { color: #C3E88D } /* Literal.String */
+body:not([data-theme="light"]) .highlight .na { color: #BB80B3 } /* Name.Attribute */
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+body:not([data-theme="light"]) .highlight .w { color: #EEFFFF } /* Text.Whitespace */
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+body:not([data-theme="light"]) .highlight .mh { color: #F78C6C } /* Literal.Number.Hex */
+body:not([data-theme="light"]) .highlight .mi { color: #F78C6C } /* Literal.Number.Integer */
+body:not([data-theme="light"]) .highlight .mo { color: #F78C6C } /* Literal.Number.Oct */
+body:not([data-theme="light"]) .highlight .sa { color: #BB80B3 } /* Literal.String.Affix */
+body:not([data-theme="light"]) .highlight .sb { color: #C3E88D } /* Literal.String.Backtick */
+body:not([data-theme="light"]) .highlight .sc { color: #C3E88D } /* Literal.String.Char */
+body:not([data-theme="light"]) .highlight .dl { color: #EEFFFF } /* Literal.String.Delimiter */
+body:not([data-theme="light"]) .highlight .sd { color: #546E7A; font-style: italic } /* Literal.String.Doc */
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+body:not([data-theme="light"]) .highlight .se { color: #EEFFFF } /* Literal.String.Escape */
+body:not([data-theme="light"]) .highlight .sh { color: #C3E88D } /* Literal.String.Heredoc */
+body:not([data-theme="light"]) .highlight .si { color: #89DDFF } /* Literal.String.Interpol */
+body:not([data-theme="light"]) .highlight .sx { color: #C3E88D } /* Literal.String.Other */
+body:not([data-theme="light"]) .highlight .sr { color: #89DDFF } /* Literal.String.Regex */
+body:not([data-theme="light"]) .highlight .s1 { color: #C3E88D } /* Literal.String.Single */
+body:not([data-theme="light"]) .highlight .ss { color: #89DDFF } /* Literal.String.Symbol */
+body:not([data-theme="light"]) .highlight .bp { color: #89DDFF } /* Name.Builtin.Pseudo */
+body:not([data-theme="light"]) .highlight .fm { color: #82AAFF } /* Name.Function.Magic */
+body:not([data-theme="light"]) .highlight .vc { color: #89DDFF } /* Name.Variable.Class */
+body:not([data-theme="light"]) .highlight .vg { color: #89DDFF } /* Name.Variable.Global */
+body:not([data-theme="light"]) .highlight .vi { color: #89DDFF } /* Name.Variable.Instance */
+body:not([data-theme="light"]) .highlight .vm { color: #82AAFF } /* Name.Variable.Magic */
+body:not([data-theme="light"]) .highlight .il { color: #F78C6C } /* Literal.Number.Integer.Long */
+}
+}
\ No newline at end of file
diff --git a/_static/scripts/furo-extensions.js b/_static/scripts/furo-extensions.js
new file mode 100644
index 00000000..e69de29b
diff --git a/_static/scripts/furo.js b/_static/scripts/furo.js
new file mode 100644
index 00000000..32e7c05b
--- /dev/null
+++ b/_static/scripts/furo.js
@@ -0,0 +1,3 @@
+/*! For license information please see furo.js.LICENSE.txt */
+(()=>{var t={212:function(t,e,n){var o,r;r=void 0!==n.g?n.g:"undefined"!=typeof window?window:this,o=function(){return function(t){"use strict";var e={navClass:"active",contentClass:"active",nested:!1,nestedClass:"active",offset:0,reflow:!1,events:!0},n=function(t,e,n){if(n.settings.events){var o=new CustomEvent(t,{bubbles:!0,cancelable:!0,detail:n});e.dispatchEvent(o)}},o=function(t){var e=0;if(t.offsetParent)for(;t;)e+=t.offsetTop,t=t.offsetParent;return e>=0?e:0},r=function(t){t&&t.sort((function(t,e){return o(t.content)<o(e.content)?-1:1}))},c=function(e,n,o){var r=e.getBoundingClientRect(),c=function(t){return"function"==typeof t.offset?parseFloat(t.offset()):parseFloat(t.offset)}(n);return o?parseInt(r.bottom,10)<(t.innerHeight||document.documentElement.clientHeight):parseInt(r.top,10)<=c},s=function(){return Math.ceil(t.innerHeight+t.pageYOffset)>=Math.max(document.body.scrollHeight,document.documentElement.scrollHeight,document.body.offsetHeight,document.documentElement.offsetHeight,document.body.clientHeight,document.documentElement.clientHeight)},l=function(t,e){var n=t[t.length-1];if(function(t,e){return!(!s()||!c(t.content,e,!0))}(n,e))return n;for(var o=t.length-1;o>=0;o--)if(c(t[o].content,e))return t[o]},a=function(t,e){if(e.nested&&t.parentNode){var n=t.parentNode.closest("li");n&&(n.classList.remove(e.nestedClass),a(n,e))}},i=function(t,e){if(t){var o=t.nav.closest("li");o&&(o.classList.remove(e.navClass),t.content.classList.remove(e.contentClass),a(o,e),n("gumshoeDeactivate",o,{link:t.nav,content:t.content,settings:e}))}},u=function(t,e){if(e.nested){var n=t.parentNode.closest("li");n&&(n.classList.add(e.nestedClass),u(n,e))}};return function(o,c){var s,a,d,f,m,v={setup:function(){s=document.querySelectorAll(o),a=[],Array.prototype.forEach.call(s,(function(t){var e=document.getElementById(decodeURIComponent(t.hash.substr(1)));e&&a.push({nav:t,content:e})})),r(a)},detect:function(){var t=l(a,m);t?d&&t.content===d.content||(i(d,m),function(t,e){if(t){var o=t.nav.closest("li");o&&(o.classList.add(e.navClass),t.content.classList.add(e.contentClass),u(o,e),n("gumshoeActivate",o,{link:t.nav,content:t.content,settings:e}))}}(t,m),d=t):d&&(i(d,m),d=null)}},h=function(e){f&&t.cancelAnimationFrame(f),f=t.requestAnimationFrame(v.detect)},g=function(e){f&&t.cancelAnimationFrame(f),f=t.requestAnimationFrame((function(){r(a),v.detect()}))};return v.destroy=function(){d&&i(d,m),t.removeEventListener("scroll",h,!1),m.reflow&&t.removeEventListener("resize",g,!1),a=null,s=null,d=null,f=null,m=null},m=function(){var t={};return Array.prototype.forEach.call(arguments,(function(e){for(var n in e){if(!e.hasOwnProperty(n))return;t[n]=e[n]}})),t}(e,c||{}),v.setup(),v.detect(),t.addEventListener("scroll",h,!1),m.reflow&&t.addEventListener("resize",g,!1),v}}(r)}.apply(e,[]),void 0===o||(t.exports=o)}},e={};function n(o){var r=e[o];if(void 0!==r)return r.exports;var c=e[o]={exports:{}};return t[o].call(c.exports,c,c.exports,n),c.exports}n.n=t=>{var e=t&&t.__esModule?()=>t.default:()=>t;return n.d(e,{a:e}),e},n.d=(t,e)=>{for(var o in e)n.o(e,o)&&!n.o(t,o)&&Object.defineProperty(t,o,{enumerable:!0,get:e[o]})},n.g=function(){if("object"==typeof globalThis)return globalThis;try{return this||new Function("return this")()}catch(t){if("object"==typeof window)return window}}(),n.o=(t,e)=>Object.prototype.hasOwnProperty.call(t,e),(()=>{"use strict";var t=n(212),e=n.n(t),o=null,r=null,c=window.pageYOffset||document.documentElement.scrollTop;const s=64;function l(){const t=localStorage.getItem("theme")||"auto";var e;"light"!==(e=window.matchMedia("(prefers-color-scheme: dark)").matches?"auto"===t?"light":"light"==t?"dark":"auto":"auto"===t?"dark":"dark"==t?"light":"auto")&&"dark"!==e&&"auto"!==e&&(console.error(`Got invalid theme mode: ${e}. 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+//# sourceMappingURL=furo.js.map
\ No newline at end of file
diff --git a/_static/scripts/furo.js.LICENSE.txt b/_static/scripts/furo.js.LICENSE.txt
new file mode 100644
index 00000000..1632189c
--- /dev/null
+++ b/_static/scripts/furo.js.LICENSE.txt
@@ -0,0 +1,7 @@
+/*!
+ * gumshoejs v5.1.2 (patched by @pradyunsg)
+ * A simple, framework-agnostic scrollspy script.
+ * (c) 2019 Chris Ferdinandi
+ * MIT License
+ * http://github.com/cferdinandi/gumshoe
+ */
diff --git a/_static/scripts/furo.js.map b/_static/scripts/furo.js.map
new file mode 100644
index 00000000..7b7ddb11
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+++ b/_static/scripts/furo.js.map
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get default export","webpack:///webpack/runtime/define property getters","webpack:///webpack/runtime/global","webpack:///webpack/runtime/hasOwnProperty shorthand","webpack:///./src/furo/assets/scripts/furo.js"],"sourcesContent":["/*!\n * gumshoejs v5.1.2 (patched by @pradyunsg)\n * A simple, framework-agnostic scrollspy script.\n * (c) 2019 Chris Ferdinandi\n * MIT License\n * http://github.com/cferdinandi/gumshoe\n */\n\n(function (root, factory) {\n  if (typeof define === \"function\" && define.amd) {\n    define([], function () {\n      return factory(root);\n    });\n  } else if (typeof exports === \"object\") {\n    module.exports = factory(root);\n  } else {\n    root.Gumshoe = factory(root);\n  }\n})(\n  typeof global !== \"undefined\"\n    ? global\n    : typeof window !== \"undefined\"\n    ? window\n    : this,\n  function (window) {\n    \"use strict\";\n\n    //\n    // Defaults\n    //\n\n    var defaults = {\n      // Active classes\n      navClass: \"active\",\n      contentClass: \"active\",\n\n      // Nested navigation\n      nested: false,\n      nestedClass: \"active\",\n\n      // Offset & reflow\n      offset: 0,\n      reflow: false,\n\n      // Event support\n      events: true,\n    };\n\n    //\n    // Methods\n    //\n\n    /**\n     * Merge two or more objects together.\n     * @param   {Object}   objects  The objects to merge together\n     * @returns {Object}            Merged values of defaults and options\n     */\n    var extend = function () {\n      var merged = {};\n      Array.prototype.forEach.call(arguments, function (obj) {\n        for (var key in obj) {\n          if (!obj.hasOwnProperty(key)) return;\n          merged[key] = obj[key];\n        }\n      });\n      return merged;\n    };\n\n    /**\n     * Emit a custom event\n     * @param  {String} type   The event type\n     * @param  {Node}   elem   The element to attach the event to\n     * @param  {Object} detail Any details to pass along with the event\n     */\n    var emitEvent = function (type, elem, detail) {\n      // Make sure events are enabled\n      if (!detail.settings.events) return;\n\n      // Create a new event\n      var event = new CustomEvent(type, {\n        bubbles: true,\n        cancelable: true,\n        detail: detail,\n      });\n\n      // Dispatch the event\n      elem.dispatchEvent(event);\n    };\n\n    /**\n     * Get an element's distance from the top of the Document.\n     * @param  {Node} elem The element\n     * @return {Number}    Distance from the top in pixels\n     */\n    var getOffsetTop = function (elem) {\n      var location = 0;\n      if (elem.offsetParent) {\n        while (elem) {\n          location += elem.offsetTop;\n          elem = elem.offsetParent;\n        }\n      }\n      return location >= 0 ? location : 0;\n    };\n\n    /**\n     * Sort content from first to last in the DOM\n     * @param  {Array} contents The content areas\n     */\n    var sortContents = function (contents) {\n      if (contents) {\n        contents.sort(function (item1, item2) {\n          var offset1 = getOffsetTop(item1.content);\n          var offset2 = getOffsetTop(item2.content);\n          if (offset1 < offset2) return -1;\n          return 1;\n        });\n      }\n    };\n\n    /**\n     * Get the offset to use for calculating position\n     * @param  {Object} settings The settings for this instantiation\n     * @return {Float}           The number of pixels to offset the calculations\n     */\n    var getOffset = function (settings) {\n      // if the offset is a function run it\n      if (typeof settings.offset === \"function\") {\n        return parseFloat(settings.offset());\n      }\n\n      // Otherwise, return it as-is\n      return parseFloat(settings.offset);\n    };\n\n    /**\n     * Get the document element's height\n     * @private\n     * @returns {Number}\n     */\n    var getDocumentHeight = function () {\n      return Math.max(\n        document.body.scrollHeight,\n        document.documentElement.scrollHeight,\n        document.body.offsetHeight,\n        document.documentElement.offsetHeight,\n        document.body.clientHeight,\n        document.documentElement.clientHeight,\n      );\n    };\n\n    /**\n     * Determine if an element is in view\n     * @param  {Node}    elem     The element\n     * @param  {Object}  settings The settings for this instantiation\n     * @param  {Boolean} bottom   If true, check if element is above bottom of viewport instead\n     * @return {Boolean}          Returns true if element is in the viewport\n     */\n    var isInView = function (elem, settings, bottom) {\n      var bounds = elem.getBoundingClientRect();\n      var offset = getOffset(settings);\n      if (bottom) {\n        return (\n          parseInt(bounds.bottom, 10) <\n          (window.innerHeight || document.documentElement.clientHeight)\n        );\n      }\n      return parseInt(bounds.top, 10) <= offset;\n    };\n\n    /**\n     * Check if at the bottom of the viewport\n     * @return {Boolean} If true, page is at the bottom of the viewport\n     */\n    var isAtBottom = function () {\n      if (\n        Math.ceil(window.innerHeight + window.pageYOffset) >=\n        getDocumentHeight()\n      )\n        return true;\n      return false;\n    };\n\n    /**\n     * Check if the last item should be used (even if not at the top of the page)\n     * @param  {Object} item     The last item\n     * @param  {Object} settings The settings for this instantiation\n     * @return {Boolean}         If true, use the last item\n     */\n    var useLastItem = function (item, settings) {\n      if (isAtBottom() && isInView(item.content, settings, true)) return true;\n      return false;\n    };\n\n    /**\n     * Get the active content\n     * @param  {Array}  contents The content areas\n     * @param  {Object} settings The settings for this instantiation\n     * @return {Object}          The content area and matching navigation link\n     */\n    var getActive = function (contents, settings) {\n      var last = contents[contents.length - 1];\n      if (useLastItem(last, settings)) return last;\n      for (var i = contents.length - 1; i >= 0; i--) {\n        if (isInView(contents[i].content, settings)) return contents[i];\n      }\n    };\n\n    /**\n     * Deactivate parent navs in a nested navigation\n     * @param  {Node}   nav      The starting navigation element\n     * @param  {Object} settings The settings for this instantiation\n     */\n    var deactivateNested = function (nav, settings) {\n      // If nesting isn't activated, bail\n      if (!settings.nested || !nav.parentNode) return;\n\n      // Get the parent navigation\n      var li = nav.parentNode.closest(\"li\");\n      if (!li) return;\n\n      // Remove the active class\n      li.classList.remove(settings.nestedClass);\n\n      // Apply recursively to any parent navigation elements\n      deactivateNested(li, settings);\n    };\n\n    /**\n     * Deactivate a nav and content area\n     * @param  {Object} items    The nav item and content to deactivate\n     * @param  {Object} settings The settings for this instantiation\n     */\n    var deactivate = function (items, settings) {\n      // Make sure there are items to deactivate\n      if (!items) return;\n\n      // Get the parent list item\n      var li = items.nav.closest(\"li\");\n      if (!li) return;\n\n      // Remove the active class from the nav and content\n      li.classList.remove(settings.navClass);\n      items.content.classList.remove(settings.contentClass);\n\n      // Deactivate any parent navs in a nested navigation\n      deactivateNested(li, settings);\n\n      // Emit a custom event\n      emitEvent(\"gumshoeDeactivate\", li, {\n        link: items.nav,\n        content: items.content,\n        settings: settings,\n      });\n    };\n\n    /**\n     * Activate parent navs in a nested navigation\n     * @param  {Node}   nav      The starting navigation element\n     * @param  {Object} settings The settings for this instantiation\n     */\n    var activateNested = function (nav, settings) {\n      // If nesting isn't activated, bail\n      if (!settings.nested) return;\n\n      // Get the parent navigation\n      var li = nav.parentNode.closest(\"li\");\n      if (!li) return;\n\n      // Add the active class\n      li.classList.add(settings.nestedClass);\n\n      // Apply recursively to any parent navigation elements\n      activateNested(li, settings);\n    };\n\n    /**\n     * Activate a nav and content area\n     * @param  {Object} items    The nav item and content to activate\n     * @param  {Object} settings The settings for this instantiation\n     */\n    var activate = function (items, settings) {\n      // Make sure there are items to activate\n      if (!items) return;\n\n      // Get the parent list item\n      var li = items.nav.closest(\"li\");\n      if (!li) return;\n\n      // Add the active class to the nav and content\n      li.classList.add(settings.navClass);\n      items.content.classList.add(settings.contentClass);\n\n      // Activate any parent navs in a nested navigation\n      activateNested(li, settings);\n\n      // Emit a custom event\n      emitEvent(\"gumshoeActivate\", li, {\n        link: items.nav,\n        content: items.content,\n        settings: settings,\n      });\n    };\n\n    /**\n     * Create the Constructor object\n     * @param {String} selector The selector to use for navigation items\n     * @param {Object} options  User options and settings\n     */\n    var Constructor = function (selector, options) {\n      //\n      // Variables\n      //\n\n      var publicAPIs = {};\n      var navItems, contents, current, timeout, settings;\n\n      //\n      // Methods\n      //\n\n      /**\n       * Set variables from DOM elements\n       */\n      publicAPIs.setup = function () {\n        // Get all nav items\n        navItems = document.querySelectorAll(selector);\n\n        // Create contents array\n        contents = [];\n\n        // Loop through each item, get it's matching content, and push to the array\n        Array.prototype.forEach.call(navItems, function (item) {\n          // Get the content for the nav item\n          var content = document.getElementById(\n            decodeURIComponent(item.hash.substr(1)),\n          );\n          if (!content) return;\n\n          // Push to the contents array\n          contents.push({\n            nav: item,\n            content: content,\n          });\n        });\n\n        // Sort contents by the order they appear in the DOM\n        sortContents(contents);\n      };\n\n      /**\n       * Detect which content is currently active\n       */\n      publicAPIs.detect = function () {\n        // Get the active content\n        var active = getActive(contents, settings);\n\n        // if there's no active content, deactivate and bail\n        if (!active) {\n          if (current) {\n            deactivate(current, settings);\n            current = null;\n          }\n          return;\n        }\n\n        // If the active content is the one currently active, do nothing\n        if (current && active.content === current.content) return;\n\n        // Deactivate the current content and activate the new content\n        deactivate(current, settings);\n        activate(active, settings);\n\n        // Update the currently active content\n        current = active;\n      };\n\n      /**\n       * Detect the active content on scroll\n       * Debounced for performance\n       */\n      var scrollHandler = function (event) {\n        // If there's a timer, cancel it\n        if (timeout) {\n          window.cancelAnimationFrame(timeout);\n        }\n\n        // Setup debounce callback\n        timeout = window.requestAnimationFrame(publicAPIs.detect);\n      };\n\n      /**\n       * Update content sorting on resize\n       * Debounced for performance\n       */\n      var resizeHandler = function (event) {\n        // If there's a timer, cancel it\n        if (timeout) {\n          window.cancelAnimationFrame(timeout);\n        }\n\n        // Setup debounce callback\n        timeout = window.requestAnimationFrame(function () {\n          sortContents(contents);\n          publicAPIs.detect();\n        });\n      };\n\n      /**\n       * Destroy the current instantiation\n       */\n      publicAPIs.destroy = function () {\n        // Undo DOM changes\n        if (current) {\n          deactivate(current, settings);\n        }\n\n        // Remove event listeners\n        window.removeEventListener(\"scroll\", scrollHandler, false);\n        if (settings.reflow) {\n          window.removeEventListener(\"resize\", resizeHandler, false);\n        }\n\n        // Reset variables\n        contents = null;\n        navItems = null;\n        current = null;\n        timeout = null;\n        settings = null;\n      };\n\n      /**\n       * Initialize the current instantiation\n       */\n      var init = function () {\n        // Merge user options into defaults\n        settings = extend(defaults, options || {});\n\n        // Setup variables based on the current DOM\n        publicAPIs.setup();\n\n        // Find the currently active content\n        publicAPIs.detect();\n\n        // Setup event listeners\n        window.addEventListener(\"scroll\", scrollHandler, false);\n        if (settings.reflow) {\n          window.addEventListener(\"resize\", resizeHandler, false);\n        }\n      };\n\n      //\n      // Initialize and return the public APIs\n      //\n\n      init();\n      return publicAPIs;\n    };\n\n    //\n    // Return the Constructor\n    //\n\n    return Constructor;\n  },\n);\n","// The module cache\nvar __webpack_module_cache__ = {};\n\n// The require function\nfunction __webpack_require__(moduleId) {\n\t// Check if module is in cache\n\tvar cachedModule = __webpack_module_cache__[moduleId];\n\tif (cachedModule !== undefined) {\n\t\treturn cachedModule.exports;\n\t}\n\t// Create a new module (and put it into the cache)\n\tvar module = __webpack_module_cache__[moduleId] = {\n\t\t// no module.id needed\n\t\t// no module.loaded needed\n\t\texports: {}\n\t};\n\n\t// Execute the module function\n\t__webpack_modules__[moduleId].call(module.exports, module, module.exports, __webpack_require__);\n\n\t// Return the exports of the module\n\treturn module.exports;\n}\n\n","// getDefaultExport function for compatibility with non-harmony modules\n__webpack_require__.n = (module) => {\n\tvar getter = module && module.__esModule ?\n\t\t() => (module['default']) :\n\t\t() => (module);\n\t__webpack_require__.d(getter, { a: getter });\n\treturn getter;\n};","// define getter functions for harmony exports\n__webpack_require__.d = (exports, definition) => {\n\tfor(var key in definition) {\n\t\tif(__webpack_require__.o(definition, key) && !__webpack_require__.o(exports, key)) {\n\t\t\tObject.defineProperty(exports, key, { enumerable: true, get: definition[key] });\n\t\t}\n\t}\n};","__webpack_require__.g = (function() {\n\tif (typeof globalThis === 'object') return globalThis;\n\ttry {\n\t\treturn this || new Function('return this')();\n\t} catch (e) {\n\t\tif (typeof window === 'object') return window;\n\t}\n})();","__webpack_require__.o = (obj, prop) => (Object.prototype.hasOwnProperty.call(obj, prop))","import Gumshoe from \"./gumshoe-patched.js\";\n\n////////////////////////////////////////////////////////////////////////////////\n// Scroll Handling\n////////////////////////////////////////////////////////////////////////////////\nvar tocScroll = null;\nvar header = null;\nvar lastScrollTop = window.pageYOffset || document.documentElement.scrollTop;\nconst GO_TO_TOP_OFFSET = 64;\n\nfunction scrollHandlerForHeader() {\n  if (Math.floor(header.getBoundingClientRect().top) == 0) {\n    header.classList.add(\"scrolled\");\n  } else {\n    header.classList.remove(\"scrolled\");\n  }\n}\n\nfunction scrollHandlerForBackToTop(positionY) {\n  if (positionY < GO_TO_TOP_OFFSET) {\n    document.documentElement.classList.remove(\"show-back-to-top\");\n  } else {\n    if (positionY < lastScrollTop) {\n      document.documentElement.classList.add(\"show-back-to-top\");\n    } else if (positionY > lastScrollTop) {\n      document.documentElement.classList.remove(\"show-back-to-top\");\n    }\n  }\n  lastScrollTop = positionY;\n}\n\nfunction scrollHandlerForTOC(positionY) {\n  if (tocScroll === null) {\n    return;\n  }\n\n  // top of page.\n  if (positionY == 0) {\n    tocScroll.scrollTo(0, 0);\n  } else if (\n    // bottom of page.\n    Math.ceil(positionY) >=\n    Math.floor(document.documentElement.scrollHeight - window.innerHeight)\n  ) {\n    tocScroll.scrollTo(0, tocScroll.scrollHeight);\n  } else {\n    // somewhere in the middle.\n    const current = document.querySelector(\".scroll-current\");\n    if (current == null) {\n      return;\n    }\n\n    // https://github.com/pypa/pip/issues/9159 This breaks scroll behaviours.\n    // // scroll the currently \"active\" heading in toc, into view.\n    // const rect = current.getBoundingClientRect();\n    // if (0 > rect.top) {\n    //   current.scrollIntoView(true); // the argument is \"alignTop\"\n    // } else if (rect.bottom > window.innerHeight) {\n    //   current.scrollIntoView(false);\n    // }\n  }\n}\n\nfunction scrollHandler(positionY) {\n  scrollHandlerForHeader();\n  scrollHandlerForBackToTop(positionY);\n  scrollHandlerForTOC(positionY);\n}\n\n////////////////////////////////////////////////////////////////////////////////\n// Theme Toggle\n////////////////////////////////////////////////////////////////////////////////\nfunction setTheme(mode) {\n  if (mode !== \"light\" && mode !== \"dark\" && mode !== \"auto\") {\n    console.error(`Got invalid theme mode: ${mode}. Resetting to auto.`);\n    mode = \"auto\";\n  }\n\n  document.body.dataset.theme = mode;\n  localStorage.setItem(\"theme\", mode);\n  console.log(`Changed to ${mode} mode.`);\n}\n\nfunction cycleThemeOnce() {\n  const currentTheme = localStorage.getItem(\"theme\") || \"auto\";\n  const prefersDark = window.matchMedia(\"(prefers-color-scheme: dark)\").matches;\n\n  if (prefersDark) {\n    // Auto (dark) -> Light -> Dark\n    if (currentTheme === \"auto\") {\n      setTheme(\"light\");\n    } else if (currentTheme == \"light\") {\n      setTheme(\"dark\");\n    } else {\n      setTheme(\"auto\");\n    }\n  } else {\n    // Auto (light) -> Dark -> Light\n    if (currentTheme === \"auto\") {\n      setTheme(\"dark\");\n    } else if (currentTheme == \"dark\") {\n      setTheme(\"light\");\n    } else {\n      setTheme(\"auto\");\n    }\n  }\n}\n\n////////////////////////////////////////////////////////////////////////////////\n// Setup\n////////////////////////////////////////////////////////////////////////////////\nfunction setupScrollHandler() {\n  // Taken from https://developer.mozilla.org/en-US/docs/Web/API/Document/scroll_event\n  let last_known_scroll_position = 0;\n  let ticking = false;\n\n  window.addEventListener(\"scroll\", function (e) {\n    last_known_scroll_position = window.scrollY;\n\n    if (!ticking) {\n      window.requestAnimationFrame(function () {\n        scrollHandler(last_known_scroll_position);\n        ticking = false;\n      });\n\n      ticking = true;\n    }\n  });\n  window.scroll();\n}\n\nfunction setupScrollSpy() {\n  if (tocScroll === null) {\n    return;\n  }\n\n  // Scrollspy -- highlight table on contents, based on scroll\n  new Gumshoe(\".toc-tree a\", {\n    reflow: true,\n    recursive: true,\n    navClass: \"scroll-current\",\n    offset: () => {\n      let rem = parseFloat(getComputedStyle(document.documentElement).fontSize);\n      return header.getBoundingClientRect().height + 0.5 * rem + 1;\n    },\n  });\n}\n\nfunction setupTheme() {\n  // Attach event handlers for toggling themes\n  const buttons = document.getElementsByClassName(\"theme-toggle\");\n  Array.from(buttons).forEach((btn) => {\n    btn.addEventListener(\"click\", cycleThemeOnce);\n  });\n}\n\nfunction setup() {\n  setupTheme();\n  setupScrollHandler();\n  setupScrollSpy();\n}\n\n////////////////////////////////////////////////////////////////////////////////\n// Main entrypoint\n////////////////////////////////////////////////////////////////////////////////\nfunction main() {\n  document.body.parentNode.classList.remove(\"no-js\");\n\n  header = document.querySelector(\"header\");\n  tocScroll = document.querySelector(\".toc-scroll\");\n\n  setup();\n}\n\ndocument.addEventListener(\"DOMContentLoaded\", main);\n"],"names":["root","g","window","this","defaults","navClass","contentClass","nested","nestedClass","offset","reflow","events","emitEvent","type","elem","detail","settings","event","CustomEvent","bubbles","cancelable","dispatchEvent","getOffsetTop","location","offsetParent","offsetTop","sortContents","contents","sort","item1","item2","content","isInView","bottom","bounds","getBoundingClientRect","parseFloat","getOffset","parseInt","innerHeight","document","documentElement","clientHeight","top","isAtBottom","Math","ceil","pageYOffset","max","body","scrollHeight","offsetHeight","getActive","last","length","item","useLastItem","i","deactivateNested","nav","parentNode","li","closest","classList","remove","deactivate","items","link","activateNested","add","selector","options","navItems","current","timeout","publicAPIs","querySelectorAll","Array","prototype","forEach","call","getElementById","decodeURIComponent","hash","substr","push","active","activate","scrollHandler","cancelAnimationFrame","requestAnimationFrame","detect","resizeHandler","destroy","removeEventListener","merged","arguments","obj","key","hasOwnProperty","extend","setup","addEventListener","factory","__webpack_module_cache__","__webpack_require__","moduleId","cachedModule","undefined","exports","module","__webpack_modules__","n","getter","__esModule","d","a","definition","o","Object","defineProperty","enumerable","get","globalThis","Function","e","prop","tocScroll","header","lastScrollTop","scrollTop","GO_TO_TOP_OFFSET","cycleThemeOnce","currentTheme","localStorage","getItem","mode","matchMedia","matches","console","error","dataset","theme","setItem","log","buttons","getElementsByClassName","from","btn","setupTheme","last_known_scroll_position","ticking","scrollY","positionY","floor","scrollHandlerForBackToTop","scrollTo","querySelector","scrollHandlerForTOC","scroll","setupScrollHandler","recursive","rem","getComputedStyle","fontSize","height"],"sourceRoot":""}
\ No newline at end of file
diff --git a/_static/searchtools.js b/_static/searchtools.js
new file mode 100644
index 00000000..7918c3fa
--- /dev/null
+++ b/_static/searchtools.js
@@ -0,0 +1,574 @@
+/*
+ * searchtools.js
+ * ~~~~~~~~~~~~~~~~
+ *
+ * Sphinx JavaScript utilities for the full-text search.
+ *
+ * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS.
+ * :license: BSD, see LICENSE for details.
+ *
+ */
+"use strict";
+
+/**
+ * Simple result scoring code.
+ */
+if (typeof Scorer === "undefined") {
+  var Scorer = {
+    // Implement the following function to further tweak the score for each result
+    // The function takes a result array [docname, title, anchor, descr, score, filename]
+    // and returns the new score.
+    /*
+    score: result => {
+      const [docname, title, anchor, descr, score, filename] = result
+      return score
+    },
+    */
+
+    // query matches the full name of an object
+    objNameMatch: 11,
+    // or matches in the last dotted part of the object name
+    objPartialMatch: 6,
+    // Additive scores depending on the priority of the object
+    objPrio: {
+      0: 15, // used to be importantResults
+      1: 5, // used to be objectResults
+      2: -5, // used to be unimportantResults
+    },
+    //  Used when the priority is not in the mapping.
+    objPrioDefault: 0,
+
+    // query found in title
+    title: 15,
+    partialTitle: 7,
+    // query found in terms
+    term: 5,
+    partialTerm: 2,
+  };
+}
+
+const _removeChildren = (element) => {
+  while (element && element.lastChild) element.removeChild(element.lastChild);
+};
+
+/**
+ * See https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide/Regular_Expressions#escaping
+ */
+const _escapeRegExp = (string) =>
+  string.replace(/[.*+\-?^${}()|[\]\\]/g, "\\$&"); // $& means the whole matched string
+
+const _displayItem = (item, searchTerms, highlightTerms) => {
+  const docBuilder = DOCUMENTATION_OPTIONS.BUILDER;
+  const docFileSuffix = DOCUMENTATION_OPTIONS.FILE_SUFFIX;
+  const docLinkSuffix = DOCUMENTATION_OPTIONS.LINK_SUFFIX;
+  const showSearchSummary = DOCUMENTATION_OPTIONS.SHOW_SEARCH_SUMMARY;
+  const contentRoot = document.documentElement.dataset.content_root;
+
+  const [docName, title, anchor, descr, score, _filename] = item;
+
+  let listItem = document.createElement("li");
+  let requestUrl;
+  let linkUrl;
+  if (docBuilder === "dirhtml") {
+    // dirhtml builder
+    let dirname = docName + "/";
+    if (dirname.match(/\/index\/$/))
+      dirname = dirname.substring(0, dirname.length - 6);
+    else if (dirname === "index/") dirname = "";
+    requestUrl = contentRoot + dirname;
+    linkUrl = requestUrl;
+  } else {
+    // normal html builders
+    requestUrl = contentRoot + docName + docFileSuffix;
+    linkUrl = docName + docLinkSuffix;
+  }
+  let linkEl = listItem.appendChild(document.createElement("a"));
+  linkEl.href = linkUrl + anchor;
+  linkEl.dataset.score = score;
+  linkEl.innerHTML = title;
+  if (descr) {
+    listItem.appendChild(document.createElement("span")).innerHTML =
+      " (" + descr + ")";
+    // highlight search terms in the description
+    if (SPHINX_HIGHLIGHT_ENABLED)  // set in sphinx_highlight.js
+      highlightTerms.forEach((term) => _highlightText(listItem, term, "highlighted"));
+  }
+  else if (showSearchSummary)
+    fetch(requestUrl)
+      .then((responseData) => responseData.text())
+      .then((data) => {
+        if (data)
+          listItem.appendChild(
+            Search.makeSearchSummary(data, searchTerms)
+          );
+        // highlight search terms in the summary
+        if (SPHINX_HIGHLIGHT_ENABLED)  // set in sphinx_highlight.js
+          highlightTerms.forEach((term) => _highlightText(listItem, term, "highlighted"));
+      });
+  Search.output.appendChild(listItem);
+};
+const _finishSearch = (resultCount) => {
+  Search.stopPulse();
+  Search.title.innerText = _("Search Results");
+  if (!resultCount)
+    Search.status.innerText = Documentation.gettext(
+      "Your search did not match any documents. Please make sure that all words are spelled correctly and that you've selected enough categories."
+    );
+  else
+    Search.status.innerText = _(
+      `Search finished, found ${resultCount} page(s) matching the search query.`
+    );
+};
+const _displayNextItem = (
+  results,
+  resultCount,
+  searchTerms,
+  highlightTerms,
+) => {
+  // results left, load the summary and display it
+  // this is intended to be dynamic (don't sub resultsCount)
+  if (results.length) {
+    _displayItem(results.pop(), searchTerms, highlightTerms);
+    setTimeout(
+      () => _displayNextItem(results, resultCount, searchTerms, highlightTerms),
+      5
+    );
+  }
+  // search finished, update title and status message
+  else _finishSearch(resultCount);
+};
+
+/**
+ * Default splitQuery function. Can be overridden in ``sphinx.search`` with a
+ * custom function per language.
+ *
+ * The regular expression works by splitting the string on consecutive characters
+ * that are not Unicode letters, numbers, underscores, or emoji characters.
+ * This is the same as ``\W+`` in Python, preserving the surrogate pair area.
+ */
+if (typeof splitQuery === "undefined") {
+  var splitQuery = (query) => query
+      .split(/[^\p{Letter}\p{Number}_\p{Emoji_Presentation}]+/gu)
+      .filter(term => term)  // remove remaining empty strings
+}
+
+/**
+ * Search Module
+ */
+const Search = {
+  _index: null,
+  _queued_query: null,
+  _pulse_status: -1,
+
+  htmlToText: (htmlString) => {
+    const htmlElement = new DOMParser().parseFromString(htmlString, 'text/html');
+    htmlElement.querySelectorAll(".headerlink").forEach((el) => { el.remove() });
+    const docContent = htmlElement.querySelector('[role="main"]');
+    if (docContent !== undefined) return docContent.textContent;
+    console.warn(
+      "Content block not found. Sphinx search tries to obtain it via '[role=main]'. Could you check your theme or template."
+    );
+    return "";
+  },
+
+  init: () => {
+    const query = new URLSearchParams(window.location.search).get("q");
+    document
+      .querySelectorAll('input[name="q"]')
+      .forEach((el) => (el.value = query));
+    if (query) Search.performSearch(query);
+  },
+
+  loadIndex: (url) =>
+    (document.body.appendChild(document.createElement("script")).src = url),
+
+  setIndex: (index) => {
+    Search._index = index;
+    if (Search._queued_query !== null) {
+      const query = Search._queued_query;
+      Search._queued_query = null;
+      Search.query(query);
+    }
+  },
+
+  hasIndex: () => Search._index !== null,
+
+  deferQuery: (query) => (Search._queued_query = query),
+
+  stopPulse: () => (Search._pulse_status = -1),
+
+  startPulse: () => {
+    if (Search._pulse_status >= 0) return;
+
+    const pulse = () => {
+      Search._pulse_status = (Search._pulse_status + 1) % 4;
+      Search.dots.innerText = ".".repeat(Search._pulse_status);
+      if (Search._pulse_status >= 0) window.setTimeout(pulse, 500);
+    };
+    pulse();
+  },
+
+  /**
+   * perform a search for something (or wait until index is loaded)
+   */
+  performSearch: (query) => {
+    // create the required interface elements
+    const searchText = document.createElement("h2");
+    searchText.textContent = _("Searching");
+    const searchSummary = document.createElement("p");
+    searchSummary.classList.add("search-summary");
+    searchSummary.innerText = "";
+    const searchList = document.createElement("ul");
+    searchList.classList.add("search");
+
+    const out = document.getElementById("search-results");
+    Search.title = out.appendChild(searchText);
+    Search.dots = Search.title.appendChild(document.createElement("span"));
+    Search.status = out.appendChild(searchSummary);
+    Search.output = out.appendChild(searchList);
+
+    const searchProgress = document.getElementById("search-progress");
+    // Some themes don't use the search progress node
+    if (searchProgress) {
+      searchProgress.innerText = _("Preparing search...");
+    }
+    Search.startPulse();
+
+    // index already loaded, the browser was quick!
+    if (Search.hasIndex()) Search.query(query);
+    else Search.deferQuery(query);
+  },
+
+  /**
+   * execute search (requires search index to be loaded)
+   */
+  query: (query) => {
+    const filenames = Search._index.filenames;
+    const docNames = Search._index.docnames;
+    const titles = Search._index.titles;
+    const allTitles = Search._index.alltitles;
+    const indexEntries = Search._index.indexentries;
+
+    // stem the search terms and add them to the correct list
+    const stemmer = new Stemmer();
+    const searchTerms = new Set();
+    const excludedTerms = new Set();
+    const highlightTerms = new Set();
+    const objectTerms = new Set(splitQuery(query.toLowerCase().trim()));
+    splitQuery(query.trim()).forEach((queryTerm) => {
+      const queryTermLower = queryTerm.toLowerCase();
+
+      // maybe skip this "word"
+      // stopwords array is from language_data.js
+      if (
+        stopwords.indexOf(queryTermLower) !== -1 ||
+        queryTerm.match(/^\d+$/)
+      )
+        return;
+
+      // stem the word
+      let word = stemmer.stemWord(queryTermLower);
+      // select the correct list
+      if (word[0] === "-") excludedTerms.add(word.substr(1));
+      else {
+        searchTerms.add(word);
+        highlightTerms.add(queryTermLower);
+      }
+    });
+
+    if (SPHINX_HIGHLIGHT_ENABLED) {  // set in sphinx_highlight.js
+      localStorage.setItem("sphinx_highlight_terms", [...highlightTerms].join(" "))
+    }
+
+    // console.debug("SEARCH: searching for:");
+    // console.info("required: ", [...searchTerms]);
+    // console.info("excluded: ", [...excludedTerms]);
+
+    // array of [docname, title, anchor, descr, score, filename]
+    let results = [];
+    _removeChildren(document.getElementById("search-progress"));
+
+    const queryLower = query.toLowerCase();
+    for (const [title, foundTitles] of Object.entries(allTitles)) {
+      if (title.toLowerCase().includes(queryLower) && (queryLower.length >= title.length/2)) {
+        for (const [file, id] of foundTitles) {
+          let score = Math.round(100 * queryLower.length / title.length)
+          results.push([
+            docNames[file],
+            titles[file] !== title ? `${titles[file]} > ${title}` : title,
+            id !== null ? "#" + id : "",
+            null,
+            score,
+            filenames[file],
+          ]);
+        }
+      }
+    }
+
+    // search for explicit entries in index directives
+    for (const [entry, foundEntries] of Object.entries(indexEntries)) {
+      if (entry.includes(queryLower) && (queryLower.length >= entry.length/2)) {
+        for (const [file, id] of foundEntries) {
+          let score = Math.round(100 * queryLower.length / entry.length)
+          results.push([
+            docNames[file],
+            titles[file],
+            id ? "#" + id : "",
+            null,
+            score,
+            filenames[file],
+          ]);
+        }
+      }
+    }
+
+    // lookup as object
+    objectTerms.forEach((term) =>
+      results.push(...Search.performObjectSearch(term, objectTerms))
+    );
+
+    // lookup as search terms in fulltext
+    results.push(...Search.performTermsSearch(searchTerms, excludedTerms));
+
+    // let the scorer override scores with a custom scoring function
+    if (Scorer.score) results.forEach((item) => (item[4] = Scorer.score(item)));
+
+    // now sort the results by score (in opposite order of appearance, since the
+    // display function below uses pop() to retrieve items) and then
+    // alphabetically
+    results.sort((a, b) => {
+      const leftScore = a[4];
+      const rightScore = b[4];
+      if (leftScore === rightScore) {
+        // same score: sort alphabetically
+        const leftTitle = a[1].toLowerCase();
+        const rightTitle = b[1].toLowerCase();
+        if (leftTitle === rightTitle) return 0;
+        return leftTitle > rightTitle ? -1 : 1; // inverted is intentional
+      }
+      return leftScore > rightScore ? 1 : -1;
+    });
+
+    // remove duplicate search results
+    // note the reversing of results, so that in the case of duplicates, the highest-scoring entry is kept
+    let seen = new Set();
+    results = results.reverse().reduce((acc, result) => {
+      let resultStr = result.slice(0, 4).concat([result[5]]).map(v => String(v)).join(',');
+      if (!seen.has(resultStr)) {
+        acc.push(result);
+        seen.add(resultStr);
+      }
+      return acc;
+    }, []);
+
+    results = results.reverse();
+
+    // for debugging
+    //Search.lastresults = results.slice();  // a copy
+    // console.info("search results:", Search.lastresults);
+
+    // print the results
+    _displayNextItem(results, results.length, searchTerms, highlightTerms);
+  },
+
+  /**
+   * search for object names
+   */
+  performObjectSearch: (object, objectTerms) => {
+    const filenames = Search._index.filenames;
+    const docNames = Search._index.docnames;
+    const objects = Search._index.objects;
+    const objNames = Search._index.objnames;
+    const titles = Search._index.titles;
+
+    const results = [];
+
+    const objectSearchCallback = (prefix, match) => {
+      const name = match[4]
+      const fullname = (prefix ? prefix + "." : "") + name;
+      const fullnameLower = fullname.toLowerCase();
+      if (fullnameLower.indexOf(object) < 0) return;
+
+      let score = 0;
+      const parts = fullnameLower.split(".");
+
+      // check for different match types: exact matches of full name or
+      // "last name" (i.e. last dotted part)
+      if (fullnameLower === object || parts.slice(-1)[0] === object)
+        score += Scorer.objNameMatch;
+      else if (parts.slice(-1)[0].indexOf(object) > -1)
+        score += Scorer.objPartialMatch; // matches in last name
+
+      const objName = objNames[match[1]][2];
+      const title = titles[match[0]];
+
+      // If more than one term searched for, we require other words to be
+      // found in the name/title/description
+      const otherTerms = new Set(objectTerms);
+      otherTerms.delete(object);
+      if (otherTerms.size > 0) {
+        const haystack = `${prefix} ${name} ${objName} ${title}`.toLowerCase();
+        if (
+          [...otherTerms].some((otherTerm) => haystack.indexOf(otherTerm) < 0)
+        )
+          return;
+      }
+
+      let anchor = match[3];
+      if (anchor === "") anchor = fullname;
+      else if (anchor === "-") anchor = objNames[match[1]][1] + "-" + fullname;
+
+      const descr = objName + _(", in ") + title;
+
+      // add custom score for some objects according to scorer
+      if (Scorer.objPrio.hasOwnProperty(match[2]))
+        score += Scorer.objPrio[match[2]];
+      else score += Scorer.objPrioDefault;
+
+      results.push([
+        docNames[match[0]],
+        fullname,
+        "#" + anchor,
+        descr,
+        score,
+        filenames[match[0]],
+      ]);
+    };
+    Object.keys(objects).forEach((prefix) =>
+      objects[prefix].forEach((array) =>
+        objectSearchCallback(prefix, array)
+      )
+    );
+    return results;
+  },
+
+  /**
+   * search for full-text terms in the index
+   */
+  performTermsSearch: (searchTerms, excludedTerms) => {
+    // prepare search
+    const terms = Search._index.terms;
+    const titleTerms = Search._index.titleterms;
+    const filenames = Search._index.filenames;
+    const docNames = Search._index.docnames;
+    const titles = Search._index.titles;
+
+    const scoreMap = new Map();
+    const fileMap = new Map();
+
+    // perform the search on the required terms
+    searchTerms.forEach((word) => {
+      const files = [];
+      const arr = [
+        { files: terms[word], score: Scorer.term },
+        { files: titleTerms[word], score: Scorer.title },
+      ];
+      // add support for partial matches
+      if (word.length > 2) {
+        const escapedWord = _escapeRegExp(word);
+        Object.keys(terms).forEach((term) => {
+          if (term.match(escapedWord) && !terms[word])
+            arr.push({ files: terms[term], score: Scorer.partialTerm });
+        });
+        Object.keys(titleTerms).forEach((term) => {
+          if (term.match(escapedWord) && !titleTerms[word])
+            arr.push({ files: titleTerms[word], score: Scorer.partialTitle });
+        });
+      }
+
+      // no match but word was a required one
+      if (arr.every((record) => record.files === undefined)) return;
+
+      // found search word in contents
+      arr.forEach((record) => {
+        if (record.files === undefined) return;
+
+        let recordFiles = record.files;
+        if (recordFiles.length === undefined) recordFiles = [recordFiles];
+        files.push(...recordFiles);
+
+        // set score for the word in each file
+        recordFiles.forEach((file) => {
+          if (!scoreMap.has(file)) scoreMap.set(file, {});
+          scoreMap.get(file)[word] = record.score;
+        });
+      });
+
+      // create the mapping
+      files.forEach((file) => {
+        if (fileMap.has(file) && fileMap.get(file).indexOf(word) === -1)
+          fileMap.get(file).push(word);
+        else fileMap.set(file, [word]);
+      });
+    });
+
+    // now check if the files don't contain excluded terms
+    const results = [];
+    for (const [file, wordList] of fileMap) {
+      // check if all requirements are matched
+
+      // as search terms with length < 3 are discarded
+      const filteredTermCount = [...searchTerms].filter(
+        (term) => term.length > 2
+      ).length;
+      if (
+        wordList.length !== searchTerms.size &&
+        wordList.length !== filteredTermCount
+      )
+        continue;
+
+      // ensure that none of the excluded terms is in the search result
+      if (
+        [...excludedTerms].some(
+          (term) =>
+            terms[term] === file ||
+            titleTerms[term] === file ||
+            (terms[term] || []).includes(file) ||
+            (titleTerms[term] || []).includes(file)
+        )
+      )
+        break;
+
+      // select one (max) score for the file.
+      const score = Math.max(...wordList.map((w) => scoreMap.get(file)[w]));
+      // add result to the result list
+      results.push([
+        docNames[file],
+        titles[file],
+        "",
+        null,
+        score,
+        filenames[file],
+      ]);
+    }
+    return results;
+  },
+
+  /**
+   * helper function to return a node containing the
+   * search summary for a given text. keywords is a list
+   * of stemmed words.
+   */
+  makeSearchSummary: (htmlText, keywords) => {
+    const text = Search.htmlToText(htmlText);
+    if (text === "") return null;
+
+    const textLower = text.toLowerCase();
+    const actualStartPosition = [...keywords]
+      .map((k) => textLower.indexOf(k.toLowerCase()))
+      .filter((i) => i > -1)
+      .slice(-1)[0];
+    const startWithContext = Math.max(actualStartPosition - 120, 0);
+
+    const top = startWithContext === 0 ? "" : "...";
+    const tail = startWithContext + 240 < text.length ? "..." : "";
+
+    let summary = document.createElement("p");
+    summary.classList.add("context");
+    summary.textContent = top + text.substr(startWithContext, 240).trim() + tail;
+
+    return summary;
+  },
+};
+
+_ready(Search.init);
diff --git a/_static/skeleton.css b/_static/skeleton.css
new file mode 100644
index 00000000..467c878c
--- /dev/null
+++ b/_static/skeleton.css
@@ -0,0 +1,296 @@
+/* Some sane resets. */
+html {
+  height: 100%;
+}
+
+body {
+  margin: 0;
+  min-height: 100%;
+}
+
+/* All the flexbox magic! */
+body,
+.sb-announcement,
+.sb-content,
+.sb-main,
+.sb-container,
+.sb-container__inner,
+.sb-article-container,
+.sb-footer-content,
+.sb-header,
+.sb-header-secondary,
+.sb-footer {
+  display: flex;
+}
+
+/* These order things vertically */
+body,
+.sb-main,
+.sb-article-container {
+  flex-direction: column;
+}
+
+/* Put elements in the center */
+.sb-header,
+.sb-header-secondary,
+.sb-container,
+.sb-content,
+.sb-footer,
+.sb-footer-content {
+  justify-content: center;
+}
+/* Put elements at the ends */
+.sb-article-container {
+  justify-content: space-between;
+}
+
+/* These elements grow. */
+.sb-main,
+.sb-content,
+.sb-container,
+article {
+  flex-grow: 1;
+}
+
+/* Because padding making this wider is not fun */
+article {
+  box-sizing: border-box;
+}
+
+/* The announcements element should never be wider than the page. */
+.sb-announcement {
+  max-width: 100%;
+}
+
+.sb-sidebar-primary,
+.sb-sidebar-secondary {
+  flex-shrink: 0;
+  width: 17rem;
+}
+
+.sb-announcement__inner {
+  justify-content: center;
+
+  box-sizing: border-box;
+  height: 3rem;
+
+  overflow-x: auto;
+  white-space: nowrap;
+}
+
+/* Sidebars, with checkbox-based toggle */
+.sb-sidebar-primary,
+.sb-sidebar-secondary {
+  position: fixed;
+  height: 100%;
+  top: 0;
+}
+
+.sb-sidebar-primary {
+  left: -17rem;
+  transition: left 250ms ease-in-out;
+}
+.sb-sidebar-secondary {
+  right: -17rem;
+  transition: right 250ms ease-in-out;
+}
+
+.sb-sidebar-toggle {
+  display: none;
+}
+.sb-sidebar-overlay {
+  position: fixed;
+  top: 0;
+  width: 0;
+  height: 0;
+
+  transition: width 0ms ease 250ms, height 0ms ease 250ms, opacity 250ms ease;
+
+  opacity: 0;
+  background-color: rgba(0, 0, 0, 0.54);
+}
+
+#sb-sidebar-toggle--primary:checked
+  ~ .sb-sidebar-overlay[for="sb-sidebar-toggle--primary"],
+#sb-sidebar-toggle--secondary:checked
+  ~ .sb-sidebar-overlay[for="sb-sidebar-toggle--secondary"] {
+  width: 100%;
+  height: 100%;
+  opacity: 1;
+  transition: width 0ms ease, height 0ms ease, opacity 250ms ease;
+}
+
+#sb-sidebar-toggle--primary:checked ~ .sb-container .sb-sidebar-primary {
+  left: 0;
+}
+#sb-sidebar-toggle--secondary:checked ~ .sb-container .sb-sidebar-secondary {
+  right: 0;
+}
+
+/* Full-width mode */
+.drop-secondary-sidebar-for-full-width-content
+  .hide-when-secondary-sidebar-shown {
+  display: none !important;
+}
+.drop-secondary-sidebar-for-full-width-content .sb-sidebar-secondary {
+  display: none !important;
+}
+
+/* Mobile views */
+.sb-page-width {
+  width: 100%;
+}
+
+.sb-article-container,
+.sb-footer-content__inner,
+.drop-secondary-sidebar-for-full-width-content .sb-article,
+.drop-secondary-sidebar-for-full-width-content .match-content-width {
+  width: 100vw;
+}
+
+.sb-article,
+.match-content-width {
+  padding: 0 1rem;
+  box-sizing: border-box;
+}
+
+@media (min-width: 32rem) {
+  .sb-article,
+  .match-content-width {
+    padding: 0 2rem;
+  }
+}
+
+/* Tablet views */
+@media (min-width: 42rem) {
+  .sb-article-container {
+    width: auto;
+  }
+  .sb-footer-content__inner,
+  .drop-secondary-sidebar-for-full-width-content .sb-article,
+  .drop-secondary-sidebar-for-full-width-content .match-content-width {
+    width: 42rem;
+  }
+  .sb-article,
+  .match-content-width {
+    width: 42rem;
+  }
+}
+@media (min-width: 46rem) {
+  .sb-footer-content__inner,
+  .drop-secondary-sidebar-for-full-width-content .sb-article,
+  .drop-secondary-sidebar-for-full-width-content .match-content-width {
+    width: 46rem;
+  }
+  .sb-article,
+  .match-content-width {
+    width: 46rem;
+  }
+}
+@media (min-width: 50rem) {
+  .sb-footer-content__inner,
+  .drop-secondary-sidebar-for-full-width-content .sb-article,
+  .drop-secondary-sidebar-for-full-width-content .match-content-width {
+    width: 50rem;
+  }
+  .sb-article,
+  .match-content-width {
+    width: 50rem;
+  }
+}
+
+/* Tablet views */
+@media (min-width: 59rem) {
+  .sb-sidebar-secondary {
+    position: static;
+  }
+  .hide-when-secondary-sidebar-shown {
+    display: none !important;
+  }
+  .sb-footer-content__inner,
+  .drop-secondary-sidebar-for-full-width-content .sb-article,
+  .drop-secondary-sidebar-for-full-width-content .match-content-width {
+    width: 59rem;
+  }
+  .sb-article,
+  .match-content-width {
+    width: 42rem;
+  }
+}
+@media (min-width: 63rem) {
+  .sb-footer-content__inner,
+  .drop-secondary-sidebar-for-full-width-content .sb-article,
+  .drop-secondary-sidebar-for-full-width-content .match-content-width {
+    width: 63rem;
+  }
+  .sb-article,
+  .match-content-width {
+    width: 46rem;
+  }
+}
+@media (min-width: 67rem) {
+  .sb-footer-content__inner,
+  .drop-secondary-sidebar-for-full-width-content .sb-article,
+  .drop-secondary-sidebar-for-full-width-content .match-content-width {
+    width: 67rem;
+  }
+  .sb-article,
+  .match-content-width {
+    width: 50rem;
+  }
+}
+
+/* Desktop views */
+@media (min-width: 76rem) {
+  .sb-sidebar-primary {
+    position: static;
+  }
+  .hide-when-primary-sidebar-shown {
+    display: none !important;
+  }
+  .sb-footer-content__inner,
+  .drop-secondary-sidebar-for-full-width-content .sb-article,
+  .drop-secondary-sidebar-for-full-width-content .match-content-width {
+    width: 59rem;
+  }
+  .sb-article,
+  .match-content-width {
+    width: 42rem;
+  }
+}
+
+/* Full desktop views */
+@media (min-width: 80rem) {
+  .sb-article,
+  .match-content-width {
+    width: 46rem;
+  }
+  .sb-footer-content__inner,
+  .drop-secondary-sidebar-for-full-width-content .sb-article,
+  .drop-secondary-sidebar-for-full-width-content .match-content-width {
+    width: 63rem;
+  }
+}
+
+@media (min-width: 84rem) {
+  .sb-article,
+  .match-content-width {
+    width: 50rem;
+  }
+  .sb-footer-content__inner,
+  .drop-secondary-sidebar-for-full-width-content .sb-article,
+  .drop-secondary-sidebar-for-full-width-content .match-content-width {
+    width: 67rem;
+  }
+}
+
+@media (min-width: 88rem) {
+  .sb-footer-content__inner,
+  .drop-secondary-sidebar-for-full-width-content .sb-article,
+  .drop-secondary-sidebar-for-full-width-content .match-content-width {
+    width: 67rem;
+  }
+  .sb-page-width {
+    width: 88rem;
+  }
+}
diff --git a/_static/sphinx_highlight.js b/_static/sphinx_highlight.js
new file mode 100644
index 00000000..8a96c69a
--- /dev/null
+++ b/_static/sphinx_highlight.js
@@ -0,0 +1,154 @@
+/* Highlighting utilities for Sphinx HTML documentation. */
+"use strict";
+
+const SPHINX_HIGHLIGHT_ENABLED = true
+
+/**
+ * highlight a given string on a node by wrapping it in
+ * span elements with the given class name.
+ */
+const _highlight = (node, addItems, text, className) => {
+  if (node.nodeType === Node.TEXT_NODE) {
+    const val = node.nodeValue;
+    const parent = node.parentNode;
+    const pos = val.toLowerCase().indexOf(text);
+    if (
+      pos >= 0 &&
+      !parent.classList.contains(className) &&
+      !parent.classList.contains("nohighlight")
+    ) {
+      let span;
+
+      const closestNode = parent.closest("body, svg, foreignObject");
+      const isInSVG = closestNode && closestNode.matches("svg");
+      if (isInSVG) {
+        span = document.createElementNS("http://www.w3.org/2000/svg", "tspan");
+      } else {
+        span = document.createElement("span");
+        span.classList.add(className);
+      }
+
+      span.appendChild(document.createTextNode(val.substr(pos, text.length)));
+      const rest = document.createTextNode(val.substr(pos + text.length));
+      parent.insertBefore(
+        span,
+        parent.insertBefore(
+          rest,
+          node.nextSibling
+        )
+      );
+      node.nodeValue = val.substr(0, pos);
+      /* There may be more occurrences of search term in this node. So call this
+       * function recursively on the remaining fragment.
+       */
+      _highlight(rest, addItems, text, className);
+
+      if (isInSVG) {
+        const rect = document.createElementNS(
+          "http://www.w3.org/2000/svg",
+          "rect"
+        );
+        const bbox = parent.getBBox();
+        rect.x.baseVal.value = bbox.x;
+        rect.y.baseVal.value = bbox.y;
+        rect.width.baseVal.value = bbox.width;
+        rect.height.baseVal.value = bbox.height;
+        rect.setAttribute("class", className);
+        addItems.push({ parent: parent, target: rect });
+      }
+    }
+  } else if (node.matches && !node.matches("button, select, textarea")) {
+    node.childNodes.forEach((el) => _highlight(el, addItems, text, className));
+  }
+};
+const _highlightText = (thisNode, text, className) => {
+  let addItems = [];
+  _highlight(thisNode, addItems, text, className);
+  addItems.forEach((obj) =>
+    obj.parent.insertAdjacentElement("beforebegin", obj.target)
+  );
+};
+
+/**
+ * Small JavaScript module for the documentation.
+ */
+const SphinxHighlight = {
+
+  /**
+   * highlight the search words provided in localstorage in the text
+   */
+  highlightSearchWords: () => {
+    if (!SPHINX_HIGHLIGHT_ENABLED) return;  // bail if no highlight
+
+    // get and clear terms from localstorage
+    const url = new URL(window.location);
+    const highlight =
+        localStorage.getItem("sphinx_highlight_terms")
+        || url.searchParams.get("highlight")
+        || "";
+    localStorage.removeItem("sphinx_highlight_terms")
+    url.searchParams.delete("highlight");
+    window.history.replaceState({}, "", url);
+
+    // get individual terms from highlight string
+    const terms = highlight.toLowerCase().split(/\s+/).filter(x => x);
+    if (terms.length === 0) return; // nothing to do
+
+    // There should never be more than one element matching "div.body"
+    const divBody = document.querySelectorAll("div.body");
+    const body = divBody.length ? divBody[0] : document.querySelector("body");
+    window.setTimeout(() => {
+      terms.forEach((term) => _highlightText(body, term, "highlighted"));
+    }, 10);
+
+    const searchBox = document.getElementById("searchbox");
+    if (searchBox === null) return;
+    searchBox.appendChild(
+      document
+        .createRange()
+        .createContextualFragment(
+          '<p class="highlight-link">' +
+            '<a href="javascript:SphinxHighlight.hideSearchWords()">' +
+            _("Hide Search Matches") +
+            "</a></p>"
+        )
+    );
+  },
+
+  /**
+   * helper function to hide the search marks again
+   */
+  hideSearchWords: () => {
+    document
+      .querySelectorAll("#searchbox .highlight-link")
+      .forEach((el) => el.remove());
+    document
+      .querySelectorAll("span.highlighted")
+      .forEach((el) => el.classList.remove("highlighted"));
+    localStorage.removeItem("sphinx_highlight_terms")
+  },
+
+  initEscapeListener: () => {
+    // only install a listener if it is really needed
+    if (!DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS) return;
+
+    document.addEventListener("keydown", (event) => {
+      // bail for input elements
+      if (BLACKLISTED_KEY_CONTROL_ELEMENTS.has(document.activeElement.tagName)) return;
+      // bail with special keys
+      if (event.shiftKey || event.altKey || event.ctrlKey || event.metaKey) return;
+      if (DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS && (event.key === "Escape")) {
+        SphinxHighlight.hideSearchWords();
+        event.preventDefault();
+      }
+    });
+  },
+};
+
+_ready(() => {
+  /* Do not call highlightSearchWords() when we are on the search page.
+   * It will highlight words from the *previous* search query.
+   */
+  if (typeof Search === "undefined") SphinxHighlight.highlightSearchWords();
+  SphinxHighlight.initEscapeListener();
+});
diff --git a/_static/styles/furo-extensions.css b/_static/styles/furo-extensions.css
new file mode 100644
index 00000000..bc447f22
--- /dev/null
+++ b/_static/styles/furo-extensions.css
@@ -0,0 +1,2 @@
+#furo-sidebar-ad-placement{padding:var(--sidebar-item-spacing-vertical) var(--sidebar-item-spacing-horizontal)}#furo-sidebar-ad-placement .ethical-sidebar{background:var(--color-background-secondary);border:none;box-shadow:none}#furo-sidebar-ad-placement .ethical-sidebar:hover{background:var(--color-background-hover)}#furo-sidebar-ad-placement .ethical-sidebar a{color:var(--color-foreground-primary)}#furo-sidebar-ad-placement .ethical-callout a{color:var(--color-foreground-secondary)!important}#furo-readthedocs-versions{background:transparent;display:block;position:static;width:100%}#furo-readthedocs-versions .rst-versions{background:#1a1c1e}#furo-readthedocs-versions .rst-current-version{background:var(--color-sidebar-item-background);cursor:unset}#furo-readthedocs-versions .rst-current-version:hover{background:var(--color-sidebar-item-background)}#furo-readthedocs-versions .rst-current-version .fa-book{color:var(--color-foreground-primary)}#furo-readthedocs-versions>.rst-other-versions{padding:0}#furo-readthedocs-versions>.rst-other-versions small{opacity:1}#furo-readthedocs-versions .injected .rst-versions{position:unset}#furo-readthedocs-versions:focus-within,#furo-readthedocs-versions:hover{box-shadow:0 0 0 1px var(--color-sidebar-background-border)}#furo-readthedocs-versions:focus-within .rst-current-version,#furo-readthedocs-versions:hover .rst-current-version{background:#1a1c1e;font-size:inherit;height:auto;line-height:inherit;padding:12px;text-align:right}#furo-readthedocs-versions:focus-within .rst-current-version .fa-book,#furo-readthedocs-versions:hover .rst-current-version .fa-book{color:#fff;float:left}#furo-readthedocs-versions:focus-within .fa-caret-down,#furo-readthedocs-versions:hover .fa-caret-down{display:none}#furo-readthedocs-versions:focus-within .injected,#furo-readthedocs-versions:focus-within .rst-current-version,#furo-readthedocs-versions:focus-within .rst-other-versions,#furo-readthedocs-versions:hover .injected,#furo-readthedocs-versions:hover .rst-current-version,#furo-readthedocs-versions:hover .rst-other-versions{display:block}#furo-readthedocs-versions:focus-within>.rst-current-version,#furo-readthedocs-versions:hover>.rst-current-version{display:none}.highlight:hover button.copybtn{color:var(--color-code-foreground)}.highlight button.copybtn{align-items:center;background-color:var(--color-code-background);border:none;color:var(--color-background-item);cursor:pointer;height:1.25em;opacity:1;right:.5rem;top:.625rem;transition:color .3s,opacity .3s;width:1.25em}.highlight button.copybtn:hover{background-color:var(--color-code-background);color:var(--color-brand-content)}.highlight button.copybtn:after{background-color:transparent;color:var(--color-code-foreground);display:none}.highlight button.copybtn.success{color:#22863a;transition:color 0ms}.highlight button.copybtn.success:after{display:block}.highlight button.copybtn svg{padding:0}body{--sd-color-primary:var(--color-brand-primary);--sd-color-primary-highlight:var(--color-brand-content);--sd-color-primary-text:var(--color-background-primary);--sd-color-shadow:rgba(0,0,0,.05);--sd-color-card-border:var(--color-card-border);--sd-color-card-border-hover:var(--color-brand-content);--sd-color-card-background:var(--color-card-background);--sd-color-card-text:var(--color-foreground-primary);--sd-color-card-header:var(--color-card-marginals-background);--sd-color-card-footer:var(--color-card-marginals-background);--sd-color-tabs-label-active:var(--color-brand-content);--sd-color-tabs-label-hover:var(--color-foreground-muted);--sd-color-tabs-label-inactive:var(--color-foreground-muted);--sd-color-tabs-underline-active:var(--color-brand-content);--sd-color-tabs-underline-hover:var(--color-foreground-border);--sd-color-tabs-underline-inactive:var(--color-background-border);--sd-color-tabs-overline:var(--color-background-border);--sd-color-tabs-underline:var(--color-background-border)}.sd-tab-content{box-shadow:0 -2px var(--sd-color-tabs-overline),0 1px var(--sd-color-tabs-underline)}.sd-card{box-shadow:0 .1rem .25rem var(--sd-color-shadow),0 0 .0625rem rgba(0,0,0,.1)}.sd-shadow-sm{box-shadow:0 .1rem .25rem var(--sd-color-shadow),0 0 .0625rem rgba(0,0,0,.1)!important}.sd-shadow-md{box-shadow:0 .3rem .75rem var(--sd-color-shadow),0 0 .0625rem rgba(0,0,0,.1)!important}.sd-shadow-lg{box-shadow:0 .6rem 1.5rem var(--sd-color-shadow),0 0 .0625rem 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diff --git a/_static/styles/furo-extensions.css.map b/_static/styles/furo-extensions.css.map
new file mode 100644
index 00000000..9ba5637f
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diff --git a/_static/styles/furo.css b/_static/styles/furo.css
new file mode 100644
index 00000000..3d29a218
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Correct the line height in all browsers.\n * 2. Prevent adjustments of font size after orientation changes in iOS.\n */\n\nhtml {\n  line-height: 1.15; /* 1 */\n  -webkit-text-size-adjust: 100%; /* 2 */\n}\n\n/* Sections\n   ========================================================================== */\n\n/**\n * Remove the margin in all browsers.\n */\n\nbody {\n  margin: 0;\n}\n\n/**\n * Render the `main` element consistently in IE.\n */\n\nmain {\n  display: block;\n}\n\n/**\n * Correct the font size and margin on `h1` elements within `section` and\n * `article` contexts in Chrome, Firefox, and Safari.\n */\n\nh1 {\n  font-size: 2em;\n  margin: 0.67em 0;\n}\n\n/* Grouping content\n   ========================================================================== */\n\n/**\n * 1. Add the correct box sizing in Firefox.\n * 2. Show the overflow in Edge and IE.\n */\n\nhr {\n  box-sizing: content-box; /* 1 */\n  height: 0; /* 1 */\n  overflow: visible; /* 2 */\n}\n\n/**\n * 1. Correct the inheritance and scaling of font size in all browsers.\n * 2. Correct the odd `em` font sizing in all browsers.\n */\n\npre {\n  font-family: monospace, monospace; /* 1 */\n  font-size: 1em; /* 2 */\n}\n\n/* Text-level semantics\n   ========================================================================== */\n\n/**\n * Remove the gray background on active links in IE 10.\n */\n\na {\n  background-color: transparent;\n}\n\n/**\n * 1. Remove the bottom border in Chrome 57-\n * 2. Add the correct text decoration in Chrome, Edge, IE, Opera, and Safari.\n */\n\nabbr[title] {\n  border-bottom: none; /* 1 */\n  text-decoration: underline; /* 2 */\n  text-decoration: underline dotted; /* 2 */\n}\n\n/**\n * Add the correct font weight in Chrome, Edge, and Safari.\n */\n\nb,\nstrong {\n  font-weight: bolder;\n}\n\n/**\n * 1. Correct the inheritance and scaling of font size in all browsers.\n * 2. Correct the odd `em` font sizing in all browsers.\n */\n\ncode,\nkbd,\nsamp {\n  font-family: monospace, monospace; /* 1 */\n  font-size: 1em; /* 2 */\n}\n\n/**\n * Add the correct font size in all browsers.\n */\n\nsmall {\n  font-size: 80%;\n}\n\n/**\n * Prevent `sub` and `sup` elements from affecting the line height in\n * all browsers.\n */\n\nsub,\nsup {\n  font-size: 75%;\n  line-height: 0;\n  position: relative;\n  vertical-align: baseline;\n}\n\nsub {\n  bottom: -0.25em;\n}\n\nsup {\n  top: -0.5em;\n}\n\n/* Embedded content\n   ========================================================================== */\n\n/**\n * Remove the border on images inside links in IE 10.\n */\n\nimg {\n  border-style: none;\n}\n\n/* Forms\n   ========================================================================== */\n\n/**\n * 1. Change the font styles in all browsers.\n * 2. Remove the margin in Firefox and Safari.\n */\n\nbutton,\ninput,\noptgroup,\nselect,\ntextarea {\n  font-family: inherit; /* 1 */\n  font-size: 100%; /* 1 */\n  line-height: 1.15; /* 1 */\n  margin: 0; /* 2 */\n}\n\n/**\n * Show the overflow in IE.\n * 1. Show the overflow in Edge.\n */\n\nbutton,\ninput { /* 1 */\n  overflow: visible;\n}\n\n/**\n * Remove the inheritance of text transform in Edge, Firefox, and IE.\n * 1. Remove the inheritance of text transform in Firefox.\n */\n\nbutton,\nselect { /* 1 */\n  text-transform: none;\n}\n\n/**\n * Correct the inability to style clickable types in iOS and Safari.\n */\n\nbutton,\n[type=\"button\"],\n[type=\"reset\"],\n[type=\"submit\"] {\n  -webkit-appearance: button;\n}\n\n/**\n * Remove the inner border and padding in Firefox.\n */\n\nbutton::-moz-focus-inner,\n[type=\"button\"]::-moz-focus-inner,\n[type=\"reset\"]::-moz-focus-inner,\n[type=\"submit\"]::-moz-focus-inner {\n  border-style: none;\n  padding: 0;\n}\n\n/**\n * Restore the focus styles unset by the previous rule.\n */\n\nbutton:-moz-focusring,\n[type=\"button\"]:-moz-focusring,\n[type=\"reset\"]:-moz-focusring,\n[type=\"submit\"]:-moz-focusring {\n  outline: 1px dotted ButtonText;\n}\n\n/**\n * Correct the padding in Firefox.\n */\n\nfieldset {\n  padding: 0.35em 0.75em 0.625em;\n}\n\n/**\n * 1. Correct the text wrapping in Edge and IE.\n * 2. Correct the color inheritance from `fieldset` elements in IE.\n * 3. Remove the padding so developers are not caught out when they zero out\n *    `fieldset` elements in all browsers.\n */\n\nlegend {\n  box-sizing: border-box; /* 1 */\n  color: inherit; /* 2 */\n  display: table; /* 1 */\n  max-width: 100%; /* 1 */\n  padding: 0; /* 3 */\n  white-space: normal; /* 1 */\n}\n\n/**\n * Add the correct vertical alignment in Chrome, Firefox, and Opera.\n */\n\nprogress {\n  vertical-align: baseline;\n}\n\n/**\n * Remove the default vertical scrollbar in IE 10+.\n */\n\ntextarea {\n  overflow: auto;\n}\n\n/**\n * 1. Add the correct box sizing in IE 10.\n * 2. Remove the padding in IE 10.\n */\n\n[type=\"checkbox\"],\n[type=\"radio\"] {\n  box-sizing: border-box; /* 1 */\n  padding: 0; /* 2 */\n}\n\n/**\n * Correct the cursor style of increment and decrement buttons in Chrome.\n */\n\n[type=\"number\"]::-webkit-inner-spin-button,\n[type=\"number\"]::-webkit-outer-spin-button {\n  height: auto;\n}\n\n/**\n * 1. Correct the odd appearance in Chrome and Safari.\n * 2. Correct the outline style in Safari.\n */\n\n[type=\"search\"] {\n  -webkit-appearance: textfield; /* 1 */\n  outline-offset: -2px; /* 2 */\n}\n\n/**\n * Remove the inner padding in Chrome and Safari on macOS.\n */\n\n[type=\"search\"]::-webkit-search-decoration {\n  -webkit-appearance: none;\n}\n\n/**\n * 1. Correct the inability to style clickable types in iOS and Safari.\n * 2. Change font properties to `inherit` in Safari.\n */\n\n::-webkit-file-upload-button {\n  -webkit-appearance: button; /* 1 */\n  font: inherit; /* 2 */\n}\n\n/* Interactive\n   ========================================================================== */\n\n/*\n * Add the correct display in Edge, IE 10+, and Firefox.\n */\n\ndetails {\n  display: block;\n}\n\n/*\n * Add the correct display in all browsers.\n */\n\nsummary {\n  display: list-item;\n}\n\n/* Misc\n   ========================================================================== */\n\n/**\n * Add the correct display in IE 10+.\n */\n\ntemplate {\n  display: none;\n}\n\n/**\n * Add the correct display in IE 10.\n */\n\n[hidden] {\n  display: none;\n}\n","// This file contains styles for managing print media.\n\n////////////////////////////////////////////////////////////////////////////////\n// Hide elements not relevant to print media.\n////////////////////////////////////////////////////////////////////////////////\n@media print\n  // Hide icon container.\n  .content-icon-container\n    display: none !important\n\n  // Hide showing header links if hovering over when printing.\n  .headerlink\n    display: none !important\n\n  // Hide mobile header.\n  .mobile-header\n    display: none !important\n\n  // Hide navigation links.\n  .related-pages\n    display: none !important\n\n////////////////////////////////////////////////////////////////////////////////\n// Tweaks related to decolorization.\n////////////////////////////////////////////////////////////////////////////////\n@media print\n  // Apply a border around code which no longer have a color background.\n  .highlight\n    border: 0.1pt solid var(--color-foreground-border)\n\n////////////////////////////////////////////////////////////////////////////////\n// Avoid page break in some relevant cases.\n////////////////////////////////////////////////////////////////////////////////\n@media print\n  ul, ol, dl, a, table, pre, blockquote\n    page-break-inside: avoid\n\n  h1, h2, h3, h4, h5, h6, img, figure, caption\n    page-break-inside: avoid\n    page-break-after: avoid\n\n  ul, ol, dl\n    page-break-before: avoid\n",".visually-hidden\n  position: absolute !important\n  width: 1px !important\n  height: 1px !important\n  padding: 0 !important\n  margin: -1px !important\n  overflow: hidden !important\n  clip: rect(0,0,0,0) !important\n  white-space: nowrap !important\n  border: 0 !important\n\n:-moz-focusring\n  outline: auto\n","// This file serves as the \"skeleton\" of the theming logic.\n//\n// This contains the bulk of the logic for handling dark mode, color scheme\n// toggling and the handling of color-scheme-specific hiding of elements.\n\nbody\n  @include fonts\n  @include spacing\n  @include icons\n  @include admonitions\n  @include default-admonition(#651fff, \"abstract\")\n  @include default-topic(#14B8A6, \"pencil\")\n\n  @include colors\n\n.only-light\n  display: block !important\nhtml body .only-dark\n  display: none !important\n\n// Ignore dark-mode hints if print media.\n@media not print\n  // Enable dark-mode, if requested.\n  body[data-theme=\"dark\"]\n    @include colors-dark\n\n    html & .only-light\n      display: none !important\n    .only-dark\n      display: block !important\n\n  // Enable dark mode, unless explicitly told to avoid.\n  @media (prefers-color-scheme: dark)\n    body:not([data-theme=\"light\"])\n      @include colors-dark\n\n      html & .only-light\n        display: none !important\n      .only-dark\n        display: block !important\n\n//\n// Theme toggle presentation\n//\nbody[data-theme=\"auto\"]\n  .theme-toggle svg.theme-icon-when-auto\n    display: block\n\nbody[data-theme=\"dark\"]\n  .theme-toggle svg.theme-icon-when-dark\n    display: block\n\nbody[data-theme=\"light\"]\n  .theme-toggle svg.theme-icon-when-light\n    display: block\n","// Fonts used by this theme.\n//\n// There are basically two things here -- using the system font stack and\n// defining sizes for various elements in %ages. We could have also used `em`\n// but %age is easier to reason about for me.\n\n@mixin fonts {\n  // These are adapted from https://systemfontstack.com/\n  --font-stack: -apple-system, BlinkMacSystemFont, Segoe UI, Helvetica, Arial,\n    sans-serif, Apple Color Emoji, Segoe UI Emoji;\n  --font-stack--monospace: \"SFMono-Regular\", Menlo, Consolas, Monaco,\n    Liberation Mono, Lucida Console, monospace;\n\n  --font-size--normal: 100%;\n  --font-size--small: 87.5%;\n  --font-size--small--2: 81.25%;\n  --font-size--small--3: 75%;\n  --font-size--small--4: 62.5%;\n\n  // Sidebar\n  --sidebar-caption-font-size: var(--font-size--small--2);\n  --sidebar-item-font-size: var(--font-size--small);\n  --sidebar-search-input-font-size: var(--font-size--small);\n\n  // Table of Contents\n  --toc-font-size: var(--font-size--small--3);\n  --toc-font-size--mobile: var(--font-size--normal);\n  --toc-title-font-size: var(--font-size--small--4);\n\n  // Admonitions\n  //\n  // These aren't defined in terms of %ages, since nesting these is permitted.\n  --admonition-font-size: 0.8125rem;\n  --admonition-title-font-size: 0.8125rem;\n\n  // Code\n  --code-font-size: var(--font-size--small--2);\n\n  // API\n  --api-font-size: var(--font-size--small);\n}\n","// Spacing for various elements on the page\n//\n// If the user wants to tweak things in a certain way, they are permitted to.\n// They also have to deal with the consequences though!\n\n@mixin spacing {\n  // Header!\n  --header-height: calc(\n    var(--sidebar-item-line-height) + 4 * #{var(--sidebar-item-spacing-vertical)}\n  );\n  --header-padding: 0.5rem;\n\n  // Sidebar\n  --sidebar-tree-space-above: 1.5rem;\n  --sidebar-caption-space-above: 1rem;\n\n  --sidebar-item-line-height: 1rem;\n  --sidebar-item-spacing-vertical: 0.5rem;\n  --sidebar-item-spacing-horizontal: 1rem;\n  --sidebar-item-height: calc(\n    var(--sidebar-item-line-height) + 2 *#{var(--sidebar-item-spacing-vertical)}\n  );\n\n  --sidebar-expander-width: var(--sidebar-item-height); // be square\n\n  --sidebar-search-space-above: 0.5rem;\n  --sidebar-search-input-spacing-vertical: 0.5rem;\n  --sidebar-search-input-spacing-horizontal: 0.5rem;\n  --sidebar-search-input-height: 1rem;\n  --sidebar-search-icon-size: var(--sidebar-search-input-height);\n\n  // Table of Contents\n  --toc-title-padding: 0.25rem 0;\n  --toc-spacing-vertical: 1.5rem;\n  --toc-spacing-horizontal: 1.5rem;\n  --toc-item-spacing-vertical: 0.4rem;\n  --toc-item-spacing-horizontal: 1rem;\n}\n","// Expose theme icons as CSS variables.\n\n$icons: (\n  // Adapted from tabler-icons\n  //    url: https://tablericons.com/\n  \"search\":\n    url('data:image/svg+xml;charset=utf-8,<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\" stroke-width=\"1.5\" stroke=\"currentColor\" fill=\"none\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><path stroke=\"none\" d=\"M0 0h24v24H0z\"/><circle cx=\"10\" cy=\"10\" r=\"7\" /><line x1=\"21\" y1=\"21\" x2=\"15\" y2=\"15\" /></svg>'),\n  // Factored out from mkdocs-material on 24-Aug-2020.\n  //    url: https://squidfunk.github.io/mkdocs-material/reference/admonitions/\n  \"pencil\":\n    url('data:image/svg+xml;charset=utf-8,<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\"><path d=\"M20.71 7.04c.39-.39.39-1.04 0-1.41l-2.34-2.34c-.37-.39-1.02-.39-1.41 0l-1.84 1.83 3.75 3.75M3 17.25V21h3.75L17.81 9.93l-3.75-3.75L3 17.25z\"/></svg>'),\n  \"abstract\":\n    url('data:image/svg+xml;charset=utf-8,<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\"><path d=\"M4 5h16v2H4V5m0 4h16v2H4V9m0 4h16v2H4v-2m0 4h10v2H4v-2z\"/></svg>'),\n  \"info\":\n    url('data:image/svg+xml;charset=utf-8,<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\"><path d=\"M13 9h-2V7h2m0 10h-2v-6h2m-1-9A10 10 0 002 12a10 10 0 0010 10 10 10 0 0010-10A10 10 0 0012 2z\"/></svg>'),\n  \"flame\":\n    url('data:image/svg+xml;charset=utf-8,<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\"><path d=\"M17.55 11.2c-.23-.3-.5-.56-.76-.82-.65-.6-1.4-1.03-2.03-1.66C13.3 7.26 13 4.85 13.91 3c-.91.23-1.75.75-2.45 1.32-2.54 2.08-3.54 5.75-2.34 8.9.04.1.08.2.08.33 0 .22-.15.42-.35.5-.22.1-.46.04-.64-.12a.83.83 0 01-.15-.17c-1.1-1.43-1.28-3.48-.53-5.12C5.89 10 5 12.3 5.14 14.47c.04.5.1 1 .27 1.5.14.6.4 1.2.72 1.73 1.04 1.73 2.87 2.97 4.84 3.22 2.1.27 4.35-.12 5.96-1.6 1.8-1.66 2.45-4.32 1.5-6.6l-.13-.26c-.2-.46-.47-.87-.8-1.25l.05-.01m-3.1 6.3c-.28.24-.73.5-1.08.6-1.1.4-2.2-.16-2.87-.82 1.19-.28 1.89-1.16 2.09-2.05.17-.8-.14-1.46-.27-2.23-.12-.74-.1-1.37.18-2.06.17.38.37.76.6 1.06.76 1 1.95 1.44 2.2 2.8.04.14.06.28.06.43.03.82-.32 1.72-.92 2.27h.01z\"/></svg>'),\n  \"question\":\n    url('data:image/svg+xml;charset=utf-8,<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\"><path d=\"M15.07 11.25l-.9.92C13.45 12.89 13 13.5 13 15h-2v-.5c0-1.11.45-2.11 1.17-2.83l1.24-1.26c.37-.36.59-.86.59-1.41a2 2 0 00-2-2 2 2 0 00-2 2H8a4 4 0 014-4 4 4 0 014 4 3.2 3.2 0 01-.93 2.25M13 19h-2v-2h2M12 2A10 10 0 002 12a10 10 0 0010 10 10 10 0 0010-10c0-5.53-4.5-10-10-10z\"/></svg>'),\n  \"warning\":\n    url('data:image/svg+xml;charset=utf-8,<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\"><path d=\"M13 14h-2v-4h2m0 8h-2v-2h2M1 21h22L12 2 1 21z\"/></svg>'),\n  \"failure\":\n    url('data:image/svg+xml;charset=utf-8,<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\"><path d=\"M12 2c5.53 0 10 4.47 10 10s-4.47 10-10 10S2 17.53 2 12 6.47 2 12 2m3.59 5L12 10.59 8.41 7 7 8.41 10.59 12 7 15.59 8.41 17 12 13.41 15.59 17 17 15.59 13.41 12 17 8.41 15.59 7z\"/></svg>'),\n  \"spark\":\n    url('data:image/svg+xml;charset=utf-8,<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\"><path d=\"M11.5 20l4.86-9.73H13V4l-5 9.73h3.5V20M12 2c2.75 0 5.1 1 7.05 2.95C21 6.9 22 9.25 22 12s-1 5.1-2.95 7.05C17.1 21 14.75 22 12 22s-5.1-1-7.05-2.95C3 17.1 2 14.75 2 12s1-5.1 2.95-7.05C6.9 3 9.25 2 12 2z\"/></svg>')\n);\n\n@mixin icons {\n  @each $name, $glyph in $icons {\n    --icon-#{$name}: #{$glyph};\n  }\n}\n","// Admonitions\n\n// Structure of these is:\n//    admonition-class: color \"icon-name\";\n//\n// The colors are translated into CSS variables below. The icons are\n// used directly in the main declarations to set the `mask-image` in\n// the title.\n\n// prettier-ignore\n$admonitions: (\n  // Each of these has an reST directives for it.\n  \"caution\":         #ff9100 \"spark\",\n  \"warning\":         #ff9100 \"warning\",\n  \"danger\":          #ff5252 \"spark\",\n  \"attention\":       #ff5252 \"warning\",\n  \"error\":           #ff5252 \"failure\",\n  \"hint\":            #00c852 \"question\",\n  \"tip\":             #00c852 \"info\",\n  \"important\":       #00bfa5 \"flame\",\n  \"note\":            #00b0ff \"pencil\",\n  \"seealso\":         #448aff \"info\",\n  \"admonition-todo\": #808080 \"pencil\"\n);\n\n@mixin default-admonition($color, $icon-name) {\n  --color-admonition-title: #{$color};\n  --color-admonition-title-background: #{rgba($color, 0.2)};\n\n  --icon-admonition-default: var(--icon-#{$icon-name});\n}\n\n@mixin default-topic($color, $icon-name) {\n  --color-topic-title: #{$color};\n  --color-topic-title-background: #{rgba($color, 0.2)};\n\n  --icon-topic-default: var(--icon-#{$icon-name});\n}\n\n@mixin admonitions {\n  @each $name, $values in $admonitions {\n    --color-admonition-title--#{$name}: #{nth($values, 1)};\n    --color-admonition-title-background--#{$name}: #{rgba(\n        nth($values, 1),\n        0.2\n      )};\n  }\n}\n","// Colors used throughout this theme.\n//\n// The aim is to give the user more control. Thus, instead of hard-coding colors\n// in various parts of the stylesheet, the approach taken is to define all\n// colors as CSS variables and reusing them in all the places.\n//\n// `colors-dark` depends on `colors` being included at a lower specificity.\n\n@mixin colors {\n  --color-problematic: #b30000;\n\n  // Base Colors\n  --color-foreground-primary: black; // for main text and headings\n  --color-foreground-secondary: #5a5c63; // for secondary text\n  --color-foreground-muted: #646776; // for muted text\n  --color-foreground-border: #878787; // for content borders\n\n  --color-background-primary: white; // for content\n  --color-background-secondary: #f8f9fb; // for navigation + ToC\n  --color-background-hover: #efeff4ff; // for navigation-item hover\n  --color-background-hover--transparent: #efeff400;\n  --color-background-border: #eeebee; // for UI borders\n  --color-background-item: #ccc; // for \"background\" items (eg: copybutton)\n\n  // Announcements\n  --color-announcement-background: #000000dd;\n  --color-announcement-text: #eeebee;\n\n  // Brand colors\n  --color-brand-primary: #2962ff;\n  --color-brand-content: #2a5adf;\n\n  // API documentation\n  --color-api-background: var(--color-background-hover--transparent);\n  --color-api-background-hover: var(--color-background-hover);\n  --color-api-overall: var(--color-foreground-secondary);\n  --color-api-name: var(--color-problematic);\n  --color-api-pre-name: var(--color-problematic);\n  --color-api-paren: var(--color-foreground-secondary);\n  --color-api-keyword: var(--color-foreground-primary);\n  --color-highlight-on-target: #ffffcc;\n\n  // Inline code background\n  --color-inline-code-background: var(--color-background-secondary);\n\n  // Highlighted text (search)\n  --color-highlighted-background: #ddeeff;\n  --color-highlighted-text: var(--color-foreground-primary);\n\n  // GUI Labels\n  --color-guilabel-background: #ddeeff80;\n  --color-guilabel-border: #bedaf580;\n  --color-guilabel-text: var(--color-foreground-primary);\n\n  // Admonitions!\n  --color-admonition-background: transparent;\n\n  //////////////////////////////////////////////////////////////////////////////\n  // Everything below this should be one of:\n  // - var(...)\n  // - *-gradient(...)\n  // - special literal values (eg: transparent, none)\n  //////////////////////////////////////////////////////////////////////////////\n\n  // Tables\n  --color-table-header-background: var(--color-background-secondary);\n  --color-table-border: var(--color-background-border);\n\n  // Cards\n  --color-card-border: var(--color-background-secondary);\n  --color-card-background: transparent;\n  --color-card-marginals-background: var(--color-background-secondary);\n\n  // Header\n  --color-header-background: var(--color-background-primary);\n  --color-header-border: var(--color-background-border);\n  --color-header-text: var(--color-foreground-primary);\n\n  // Sidebar (left)\n  --color-sidebar-background: var(--color-background-secondary);\n  --color-sidebar-background-border: var(--color-background-border);\n\n  --color-sidebar-brand-text: var(--color-foreground-primary);\n  --color-sidebar-caption-text: var(--color-foreground-muted);\n  --color-sidebar-link-text: var(--color-foreground-secondary);\n  --color-sidebar-link-text--top-level: var(--color-brand-primary);\n\n  --color-sidebar-item-background: var(--color-sidebar-background);\n  --color-sidebar-item-background--current: var(\n    --color-sidebar-item-background\n  );\n  --color-sidebar-item-background--hover: linear-gradient(\n    90deg,\n    var(--color-background-hover--transparent) 0%,\n    var(--color-background-hover) var(--sidebar-item-spacing-horizontal),\n    var(--color-background-hover) 100%\n  );\n\n  --color-sidebar-item-expander-background: transparent;\n  --color-sidebar-item-expander-background--hover: var(\n    --color-background-hover\n  );\n\n  --color-sidebar-search-text: var(--color-foreground-primary);\n  --color-sidebar-search-background: var(--color-background-secondary);\n  --color-sidebar-search-background--focus: var(--color-background-primary);\n  --color-sidebar-search-border: var(--color-background-border);\n  --color-sidebar-search-icon: var(--color-foreground-muted);\n\n  // Table of Contents (right)\n  --color-toc-background: var(--color-background-primary);\n  --color-toc-title-text: var(--color-foreground-muted);\n  --color-toc-item-text: var(--color-foreground-secondary);\n  --color-toc-item-text--hover: var(--color-foreground-primary);\n  --color-toc-item-text--active: var(--color-brand-primary);\n\n  // Actual page contents\n  --color-content-foreground: var(--color-foreground-primary);\n  --color-content-background: transparent;\n\n  // Links\n  --color-link: var(--color-brand-content);\n  --color-link--hover: var(--color-brand-content);\n  --color-link-underline: var(--color-background-border);\n  --color-link-underline--hover: var(--color-foreground-border);\n}\n\n@mixin colors-dark {\n  --color-problematic: #ee5151;\n\n  // Base Colors\n  --color-foreground-primary: #ffffffcc; // for main text and headings\n  --color-foreground-secondary: #9ca0a5; // for secondary text\n  --color-foreground-muted: #81868d; // for muted text\n  --color-foreground-border: #666666; // for content borders\n\n  --color-background-primary: #131416; // for content\n  --color-background-secondary: #1a1c1e; // for navigation + ToC\n  --color-background-hover: #1e2124ff; // for navigation-item hover\n  --color-background-hover--transparent: #1e212400;\n  --color-background-border: #303335; // for UI borders\n  --color-background-item: #444; // for \"background\" items (eg: copybutton)\n\n  // Announcements\n  --color-announcement-background: #000000dd;\n  --color-announcement-text: #eeebee;\n\n  // Brand colors\n  --color-brand-primary: #2b8cee;\n  --color-brand-content: #368ce2;\n\n  // Highlighted text (search)\n  --color-highlighted-background: #083563;\n\n  // GUI Labels\n  --color-guilabel-background: #08356380;\n  --color-guilabel-border: #13395f80;\n\n  // API documentation\n  --color-api-keyword: var(--color-foreground-secondary);\n  --color-highlight-on-target: #333300;\n\n  // Admonitions\n  --color-admonition-background: #18181a;\n\n  // Cards\n  --color-card-border: var(--color-background-secondary);\n  --color-card-background: #18181a;\n  --color-card-marginals-background: var(--color-background-hover);\n}\n","// This file contains the styling for making the content throughout the page,\n// including fonts, paragraphs, headings and spacing among these elements.\n\nbody\n  font-family: var(--font-stack)\npre,\ncode,\nkbd,\nsamp\n  font-family: var(--font-stack--monospace)\n\n// Make fonts look slightly nicer.\nbody\n  -webkit-font-smoothing: antialiased\n  -moz-osx-font-smoothing: grayscale\n\n// Line height from Bootstrap 4.1\narticle\n  line-height: 1.5\n\n//\n// Headings\n//\nh1,\nh2,\nh3,\nh4,\nh5,\nh6\n  line-height: 1.25\n  font-weight: bold\n\n  border-radius: 0.5rem\n  margin-top: 0.5rem\n  margin-bottom: 0.5rem\n  margin-left: -0.5rem\n  margin-right: -0.5rem\n  padding-left: 0.5rem\n  padding-right: 0.5rem\n\n  + p\n    margin-top: 0\n\nh1\n  font-size: 2.5em\n  margin-top: 1.75rem\n  margin-bottom: 1rem\nh2\n  font-size: 2em\n  margin-top: 1.75rem\nh3\n  font-size: 1.5em\nh4\n  font-size: 1.25em\nh5\n  font-size: 1.125em\nh6\n  font-size: 1em\n\nsmall\n  opacity: 75%\n  font-size: 80%\n\n// Paragraph\np\n  margin-top: 0.5rem\n  margin-bottom: 0.75rem\n\n// Horizontal rules\nhr.docutils\n  height: 1px\n  padding: 0\n  margin: 2rem 0\n  background-color: var(--color-background-border)\n  border: 0\n\n.centered\n  text-align: center\n\n// Links\na\n  text-decoration: underline\n\n  color: var(--color-link)\n  text-decoration-color: var(--color-link-underline)\n\n  &:hover\n    color: var(--color-link--hover)\n    text-decoration-color: var(--color-link-underline--hover)\n  &.muted-link\n    color: inherit\n    &:hover\n      color: var(--color-link)\n      text-decoration-color: var(--color-link-underline--hover)\n","// This file contains the styles for the overall layouting of the documentation\n// skeleton, including the responsive changes as well as sidebar toggles.\n//\n// This is implemented as a mobile-last design, which isn't ideal, but it is\n// reasonably good-enough and I got pretty tired by the time I'd finished this\n// to move the rules around to fix this. Shouldn't take more than 3-4 hours,\n// if you know what you're doing tho.\n\n// HACK: Not all browsers account for the scrollbar width in media queries.\n// This results in horizontal scrollbars in the breakpoint where we go\n// from displaying everything to hiding the ToC. We accomodate for this by\n// adding a bit of padding to the TOC drawer, disabling the horizontal\n// scrollbar and allowing the scrollbars to cover the padding.\n// https://www.456bereastreet.com/archive/201301/media_query_width_and_vertical_scrollbars/\n\n// HACK: Always having the scrollbar visible, prevents certain browsers from\n// causing the content to stutter horizontally between taller-than-viewport and\n// not-taller-than-viewport pages.\n\nhtml\n  overflow-x: hidden\n  overflow-y: scroll\n  scroll-behavior: smooth\n\n.sidebar-scroll, .toc-scroll, article[role=main] *\n  // Override Firefox scrollbar style\n  scrollbar-width: thin\n  scrollbar-color: var(--color-foreground-border) transparent\n\n  // Override Chrome scrollbar styles\n  &::-webkit-scrollbar\n    width: 0.25rem\n    height: 0.25rem\n  &::-webkit-scrollbar-thumb\n    background-color: var(--color-foreground-border)\n    border-radius: 0.125rem\n\n//\n// Overalls\n//\nhtml,\nbody\n  height: 100%\n  color: var(--color-foreground-primary)\n  background: var(--color-background-primary)\n\narticle\n  color: var(--color-content-foreground)\n  background: var(--color-content-background)\n  overflow-wrap: break-word\n\n.page\n  display: flex\n  // fill the viewport for pages with little content.\n  min-height: 100%\n\n.mobile-header\n  width: 100%\n  height: var(--header-height)\n  background-color: var(--color-header-background)\n  color: var(--color-header-text)\n  border-bottom: 1px solid var(--color-header-border)\n\n  // Looks like sub-script/super-script have this, and we need this to\n  // be \"on top\" of those.\n  z-index: 10\n\n  // We don't show the header on large screens.\n  display: none\n\n  // Add shadow when scrolled\n  &.scrolled\n    border-bottom: none\n    box-shadow: 0 0 0.2rem rgba(0, 0, 0, 0.1), 0 0.2rem 0.4rem rgba(0, 0, 0, 0.2)\n\n  .header-center\n    a\n      color: var(--color-header-text)\n      text-decoration: none\n\n.main\n  display: flex\n  flex: 1\n\n// Sidebar (left) also covers the entire left portion of screen.\n.sidebar-drawer\n  box-sizing: border-box\n\n  border-right: 1px solid var(--color-sidebar-background-border)\n  background: var(--color-sidebar-background)\n\n  display: flex\n  justify-content: flex-end\n  // These next two lines took me two days to figure out.\n  width: calc((100% - #{$full-width}) / 2 + #{$sidebar-width})\n  min-width: $sidebar-width\n\n// Scroll-along sidebars\n.sidebar-container,\n.toc-drawer\n  box-sizing: border-box\n  width: $sidebar-width\n\n.toc-drawer\n  background: var(--color-toc-background)\n  // See HACK described on top of this document\n  padding-right: 1rem\n\n.sidebar-sticky,\n.toc-sticky\n  position: sticky\n  top: 0\n  height: min(100%, 100vh)\n  height: 100vh\n\n  display: flex\n  flex-direction: column\n\n.sidebar-scroll,\n.toc-scroll\n  flex-grow: 1\n  flex-shrink: 1\n\n  overflow: auto\n  scroll-behavior: smooth\n\n// Central items.\n.content\n  padding: 0 $content-padding\n  width: $content-width\n\n  display: flex\n  flex-direction: column\n  justify-content: space-between\n\n.icon\n  display: inline-block\n  height: 1rem\n  width: 1rem\n  svg\n    width: 100%\n    height: 100%\n\n//\n// Accommodate announcement banner\n//\n.announcement\n  background-color: var(--color-announcement-background)\n  color: var(--color-announcement-text)\n\n  height: var(--header-height)\n  display: flex\n  align-items: center\n  overflow-x: auto\n  & + .page\n    min-height: calc(100% - var(--header-height))\n\n.announcement-content\n  box-sizing: border-box\n  padding: 0.5rem\n  min-width: 100%\n  white-space: nowrap\n  text-align: center\n\n  a\n    color: var(--color-announcement-text)\n    text-decoration-color: var(--color-announcement-text)\n\n    &:hover\n      color: var(--color-announcement-text)\n      text-decoration-color: var(--color-link--hover)\n\n////////////////////////////////////////////////////////////////////////////////\n// Toggles for theme\n////////////////////////////////////////////////////////////////////////////////\n.no-js .theme-toggle-container  // don't show theme toggle if there's no JS\n  display: none\n\n.theme-toggle-container\n  vertical-align: middle\n\n.theme-toggle\n  cursor: pointer\n  border: none\n  padding: 0\n  background: transparent\n\n.theme-toggle svg\n  vertical-align: middle\n  height: 1rem\n  width: 1rem\n  color: var(--color-foreground-primary)\n  display: none\n\n.theme-toggle-header\n  float: left\n  padding: 1rem 0.5rem\n\n////////////////////////////////////////////////////////////////////////////////\n// Toggles for elements\n////////////////////////////////////////////////////////////////////////////////\n.toc-overlay-icon, .nav-overlay-icon\n  display: none\n  cursor: pointer\n\n  .icon\n    color: var(--color-foreground-secondary)\n    height: 1rem\n    width: 1rem\n\n.toc-header-icon, .nav-overlay-icon\n  // for when we set display: flex\n  justify-content: center\n  align-items: center\n\n.toc-content-icon\n  height: 1.5rem\n  width: 1.5rem\n\n.content-icon-container\n  float: right\n  display: flex\n  margin-top: 1.5rem\n  margin-left: 1rem\n  margin-bottom: 1rem\n  gap: 0.5rem\n\n  .edit-this-page svg\n    color: inherit\n    height: 1rem\n    width: 1rem\n\n.sidebar-toggle\n  position: absolute\n  display: none\n// <debugging things>\n.sidebar-toggle[name=\"__toc\"]\n  left: 20px\n.sidebar-toggle:checked\n  left: 40px\n// </debugging things>\n\n.overlay\n  position: fixed\n  top: 0\n  width: 0\n  height: 0\n\n  transition: width 0ms, height 0ms, opacity 250ms ease-out\n\n  opacity: 0\n  background-color: rgba(0, 0, 0, 0.54)\n.sidebar-overlay\n  z-index: 20\n.toc-overlay\n  z-index: 40\n\n// Keep things on top and smooth.\n.sidebar-drawer\n  z-index: 30\n  transition: left 250ms ease-in-out\n.toc-drawer\n  z-index: 50\n  transition: right 250ms ease-in-out\n\n// Show the Sidebar\n#__navigation:checked\n  & ~ .sidebar-overlay\n    width: 100%\n    height: 100%\n    opacity: 1\n  & ~ .page\n    .sidebar-drawer\n      top: 0\n      left: 0\n      // Show the toc sidebar\n#__toc:checked\n  & ~ .toc-overlay\n    width: 100%\n    height: 100%\n    opacity: 1\n  & ~ .page\n    .toc-drawer\n      top: 0\n      right: 0\n\n////////////////////////////////////////////////////////////////////////////////\n// Back to top\n////////////////////////////////////////////////////////////////////////////////\n.back-to-top\n  text-decoration: none\n\n  display: none\n  position: fixed\n  left: 0\n  top: 1rem\n  padding: 0.5rem\n  padding-right: 0.75rem\n  border-radius: 1rem\n  font-size: 0.8125rem\n\n  background: var(--color-background-primary)\n  box-shadow: 0 0.2rem 0.5rem rgba(0, 0, 0, 0.05), #6b728080 0px 0px 1px 0px\n\n  z-index: 10\n\n  margin-left: 50%\n  transform: translateX(-50%)\n  svg\n    height: 1rem\n    width: 1rem\n    fill: currentColor\n    display: inline-block\n\n  span\n    margin-left: 0.25rem\n\n  .show-back-to-top &\n    display: flex\n    align-items: center\n\n////////////////////////////////////////////////////////////////////////////////\n// Responsive layouting\n////////////////////////////////////////////////////////////////////////////////\n// Make things a bit bigger on bigger screens.\n@media (min-width: $full-width + $sidebar-width)\n  html\n    font-size: 110%\n\n@media (max-width: $full-width)\n  // Collapse \"toc\" into the icon.\n  .toc-content-icon\n    display: flex\n  .toc-drawer\n    position: fixed\n    height: 100vh\n    top: 0\n    right: -$sidebar-width\n    border-left: 1px solid var(--color-background-muted)\n  .toc-tree\n    border-left: none\n    font-size: var(--toc-font-size--mobile)\n\n  // Accomodate for a changed content width.\n  .sidebar-drawer\n    width: calc((100% - #{$full-width - $sidebar-width}) / 2 + #{$sidebar-width})\n\n@media (max-width: $full-width - $sidebar-width)\n  // Collapse \"navigation\".\n  .nav-overlay-icon\n    display: flex\n  .sidebar-drawer\n    position: fixed\n    height: 100vh\n    width: $sidebar-width\n\n    top: 0\n    left: -$sidebar-width\n\n  // Swap which icon is visible.\n  .toc-header-icon\n    display: flex\n  .toc-content-icon, .theme-toggle-content\n    display: none\n  .theme-toggle-header\n    display: block\n\n  // Show the header.\n  .mobile-header\n    position: sticky\n    top: 0\n    display: flex\n    justify-content: space-between\n    align-items: center\n\n    .header-left,\n    .header-right\n      display: flex\n      height: var(--header-height)\n      padding: 0 var(--header-padding)\n      label\n        height: 100%\n        width: 100%\n        user-select: none\n\n  .nav-overlay-icon .icon,\n  .theme-toggle svg\n    height: 1.25rem\n    width: 1.25rem\n\n  // Add a scroll margin for the content\n  :target\n    scroll-margin-top: var(--header-height)\n\n  // Show back-to-top below the header\n  .back-to-top\n    top: calc(var(--header-height) + 0.5rem)\n\n  // Center the page, and accommodate for the header.\n  .page\n    flex-direction: column\n    justify-content: center\n  .content\n    margin-left: auto\n    margin-right: auto\n\n@media (max-width: $content-width + 2* $content-padding)\n  // Content should respect window limits.\n  .content\n    width: 100%\n    overflow-x: auto\n\n@media (max-width: $content-width)\n  .content\n    padding: 0 $content-padding--small\n    // Don't float sidebars to the right.\n  article aside.sidebar\n    float: none\n    width: 100%\n    margin: 1rem 0\n","//\n// The design here is strongly inspired by mkdocs-material.\n.admonition, .topic\n  margin: 1rem auto\n  padding: 0 0.5rem 0.5rem 0.5rem\n\n  background: var(--color-admonition-background)\n\n  border-radius: 0.2rem\n  box-shadow: 0 0.2rem 0.5rem rgba(0, 0, 0, 0.05), 0 0 0.0625rem rgba(0, 0, 0, 0.1)\n\n  font-size: var(--admonition-font-size)\n\n  overflow: hidden\n  page-break-inside: avoid\n\n  // First element should have no margin, since the title has it.\n  > :nth-child(2)\n    margin-top: 0\n\n  // Last item should have no margin, since we'll control that w/ padding\n  > :last-child\n    margin-bottom: 0\n\n.admonition p.admonition-title,\np.topic-title\n  position: relative\n  margin: 0 -0.5rem 0.5rem\n  padding-left: 2rem\n  padding-right: .5rem\n  padding-top: .4rem\n  padding-bottom: .4rem\n\n  font-weight: 500\n  font-size: var(--admonition-title-font-size)\n  line-height: 1.3\n\n    // Our fancy icon\n  &::before\n    content: \"\"\n    position: absolute\n    left: 0.5rem\n    width: 1rem\n    height: 1rem\n\n// Default styles\np.admonition-title\n  background-color: var(--color-admonition-title-background)\n  &::before\n    background-color: var(--color-admonition-title)\n    mask-image: var(--icon-admonition-default)\n    mask-repeat: no-repeat\n\np.topic-title\n  background-color: var(--color-topic-title-background)\n  &::before\n    background-color: var(--color-topic-title)\n    mask-image: var(--icon-topic-default)\n    mask-repeat: no-repeat\n\n//\n// Variants\n//\n.admonition\n  border-left: 0.2rem solid var(--color-admonition-title)\n\n  @each $type, $value in $admonitions\n    &.#{$type}\n      border-left-color: var(--color-admonition-title--#{$type})\n      > .admonition-title\n        background-color: var(--color-admonition-title-background--#{$type})\n        &::before\n          background-color: var(--color-admonition-title--#{$type})\n          mask-image: var(--icon-#{nth($value, 2)})\n\n.admonition-todo > .admonition-title\n  text-transform: uppercase\n","// This file stylizes the API documentation (stuff generated by autodoc). It's\n// deeply nested due to how autodoc structures the HTML without enough classes\n// to select the relevant items.\n\n// API docs!\ndl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple)\n  // Tweak the spacing of all the things!\n  dd\n    margin-left: 2rem\n    > :first-child\n      margin-top: 0.125rem\n    > :last-child\n      margin-bottom: 0.75rem\n\n  // This is used for the arguments\n  .field-list\n    margin-bottom: 0.75rem\n\n    // \"Headings\" (like \"Parameters\" and \"Return\")\n    > dt\n      text-transform: uppercase\n      font-size: var(--font-size--small)\n\n    dd:empty\n      margin-bottom: 0.5rem\n    dd > ul\n      margin-left: -1.2rem\n      > li\n        > p:nth-child(2)\n          margin-top: 0\n        // When the last-empty-paragraph follows a paragraph, it doesn't need\n        // to augument the existing spacing.\n        > p + p:last-child:empty\n          margin-top: 0\n          margin-bottom: 0\n\n  // Colorize the elements\n  > dt\n    color: var(--color-api-overall)\n\n.sig:not(.sig-inline)\n  font-weight: bold\n\n  font-size: var(--api-font-size)\n  font-family: var(--font-stack--monospace)\n\n  margin-left: -0.25rem\n  margin-right: -0.25rem\n  padding-top: 0.25rem\n  padding-bottom: 0.25rem\n  padding-right: 0.5rem\n\n  // These are intentionally em, to properly match the font size.\n  padding-left: 3em\n  text-indent: -2.5em\n\n  border-radius: 0.25rem\n\n  background: var(--color-api-background)\n  transition: background 100ms ease-out\n\n  &:hover\n    background: var(--color-api-background-hover)\n\n  // adjust the size of the [source] link on the right.\n  a.reference\n    .viewcode-link\n      font-weight: normal\n      width: 3.5rem\n\nem.property\n  font-style: normal\n  &:first-child\n    color: var(--color-api-keyword)\n.sig-name\n  color: var(--color-api-name)\n.sig-prename\n  font-weight: normal\n  color: var(--color-api-pre-name)\n.sig-paren\n  color: var(--color-api-paren)\n.sig-param\n  font-style: normal\n\n.versionmodified\n  font-style: italic\ndiv.versionadded, div.versionchanged, div.deprecated\n  p\n    margin-top: 0.125rem\n    margin-bottom: 0.125rem\n\n// Align the [docs] and [source] to the right.\n.viewcode-link, .viewcode-back\n  float: right\n  text-align: right\n",".line-block\n  margin-top: 0.5rem\n  margin-bottom: 0.75rem\n  .line-block\n    margin-top: 0rem\n    margin-bottom: 0rem\n    padding-left: 1rem\n","// Captions\narticle p.caption,\ntable > caption,\n.code-block-caption\n  font-size: var(--font-size--small)\n  text-align: center\n\n// Caption above a TOCTree\n.toctree-wrapper.compound\n  .caption, :not(.caption) > .caption-text\n    font-size: var(--font-size--small)\n    text-transform: uppercase\n\n    text-align: initial\n    margin-bottom: 0\n\n  > ul\n    margin-top: 0\n    margin-bottom: 0\n","// Inline code\ncode.literal, .sig-inline\n  background: var(--color-inline-code-background)\n  border-radius: 0.2em\n  // Make the font smaller, and use padding to recover.\n  font-size: var(--font-size--small--2)\n  padding: 0.1em 0.2em\n\n  pre.literal-block &\n    font-size: inherit\n    padding: 0\n\n  p &\n    border: 1px solid var(--color-background-border)\n\n.sig-inline\n  font-family: var(--font-stack--monospace)\n\n// Code and Literal Blocks\n$code-spacing-vertical: 0.625rem\n$code-spacing-horizontal: 0.875rem\n\n// Wraps every literal block + line numbers.\ndiv[class*=\" highlight-\"],\ndiv[class^=\"highlight-\"]\n  margin: 1em 0\n  display: flex\n\n  .table-wrapper\n    margin: 0\n    padding: 0\n\npre\n  margin: 0\n  padding: 0\n  overflow: auto\n\n  // Needed to have more specificity than pygments' \"pre\" selector. :(\n  article[role=\"main\"] .highlight &\n    line-height: 1.5\n\n  &.literal-block,\n  .highlight &\n    font-size: var(--code-font-size)\n    padding: $code-spacing-vertical $code-spacing-horizontal\n\n  // Make it look like all the other blocks.\n  &.literal-block\n    margin-top: 1rem\n    margin-bottom: 1rem\n\n    border-radius: 0.2rem\n    background-color: var(--color-code-background)\n    color: var(--color-code-foreground)\n\n// All code is always contained in this.\n.highlight\n  width: 100%\n  border-radius: 0.2rem\n\n  // Make line numbers and prompts un-selectable.\n  .gp, span.linenos\n    user-select: none\n    pointer-events: none\n\n  // Expand the line-highlighting.\n  .hll\n    display: block\n    margin-left: -$code-spacing-horizontal\n    margin-right: -$code-spacing-horizontal\n    padding-left: $code-spacing-horizontal\n    padding-right: $code-spacing-horizontal\n\n/* Make code block captions be nicely integrated */\n.code-block-caption\n  display: flex\n  padding: $code-spacing-vertical $code-spacing-horizontal\n\n  border-radius: 0.25rem\n  border-bottom-left-radius: 0\n  border-bottom-right-radius: 0\n  font-weight: 300\n  border-bottom: 1px solid\n\n  background-color: var(--color-code-background)\n  color: var(--color-code-foreground)\n  border-color: var(--color-background-border)\n\n  + div[class]\n    margin-top: 0\n    pre\n      border-top-left-radius: 0\n      border-top-right-radius: 0\n\n// When `html_codeblock_linenos_style` is table.\n.highlighttable\n  width: 100%\n  display: block\n  tbody\n    display: block\n\n  tr\n    display: flex\n\n  // Line numbers\n  td.linenos\n    background-color: var(--color-code-background)\n    color: var(--color-code-foreground)\n    padding: $code-spacing-vertical $code-spacing-horizontal\n    padding-right: 0\n    border-top-left-radius: 0.2rem\n    border-bottom-left-radius: 0.2rem\n\n  .linenodiv\n    padding-right: $code-spacing-horizontal\n    font-size: var(--code-font-size)\n    box-shadow: -0.0625rem 0 var(--color-foreground-border) inset\n\n  // Actual code\n  td.code\n    padding: 0\n    display: block\n    flex: 1\n    overflow: hidden\n\n    .highlight\n      border-top-left-radius: 0\n      border-bottom-left-radius: 0\n\n// When `html_codeblock_linenos_style` is inline.\n.highlight\n  span.linenos\n    display: inline-block\n    padding-left: 0\n    padding-right: $code-spacing-horizontal\n    margin-right: $code-spacing-horizontal\n    box-shadow: -0.0625rem 0 var(--color-foreground-border) inset\n","// Inline Footnote Reference\n.footnote-reference\n  font-size: var(--font-size--small--4)\n  vertical-align: super\n\n// Definition list, listing the content of each note.\n// docutils <= 0.17\ndl.footnote.brackets\n  font-size: var(--font-size--small)\n  color: var(--color-foreground-secondary)\n\n  display: grid\n  grid-template-columns: max-content auto\n  dt\n    margin: 0\n    > .fn-backref\n      margin-left: 0.25rem\n\n    &:after\n      content: \":\"\n\n    .brackets\n      &:before\n        content: \"[\"\n      &:after\n        content: \"]\"\n\n  dd\n    margin: 0\n    padding: 0 1rem\n\n// docutils >= 0.18\naside.footnote\n  font-size: var(--font-size--small)\n  color: var(--color-foreground-secondary)\n\naside.footnote > span,\ndiv.citation > span\n  float: left\n  font-weight: 500\n  padding-right: 0.25rem\n\naside.footnote > p,\ndiv.citation > p\n  margin-left: 2rem\n","//\n// Figures\n//\nimg\n  box-sizing: border-box\n  max-width: 100%\n  height: auto\n\narticle\n  figure, .figure\n    border-radius: 0.2rem\n\n    margin: 0\n    :last-child\n      margin-bottom: 0\n\n  .align-left\n    float: left\n    clear: left\n    margin: 0 1rem 1rem\n\n  .align-right\n    float: right\n    clear: right\n    margin: 0 1rem 1rem\n\n  .align-default,\n  .align-center\n    display: block\n    text-align: center\n    margin-left: auto\n    margin-right: auto\n\n  // WELL, table needs to be stylised like a table.\n  table.align-default\n    display: table\n    text-align: initial\n",".genindex-jumpbox, .domainindex-jumpbox\n  border-top: 1px solid var(--color-background-border)\n  border-bottom: 1px solid var(--color-background-border)\n  padding: 0.25rem\n\n.genindex-section, .domainindex-section\n  h2\n    margin-top: 0.75rem\n    margin-bottom: 0.5rem\n  ul\n    margin-top: 0\n    margin-bottom: 0\n","ul,\nol\n  padding-left: 1.2rem\n\n  // Space lists out like paragraphs\n  margin-top: 1rem\n  margin-bottom: 1rem\n  // reduce margins within li.\n  li\n    > p:first-child\n      margin-top: 0.25rem\n      margin-bottom: 0.25rem\n\n    > p:last-child\n      margin-top: 0.25rem\n\n    > ul,\n    > ol\n      margin-top: 0.5rem\n      margin-bottom: 0.5rem\n\nol\n  &.arabic\n    list-style: decimal\n  &.loweralpha\n    list-style: lower-alpha\n  &.upperalpha\n    list-style: upper-alpha\n  &.lowerroman\n    list-style: lower-roman\n  &.upperroman\n    list-style: upper-roman\n\n// Don't space lists out when they're \"simple\" or in a `.. toctree::`\n.simple,\n.toctree-wrapper\n  li\n    > ul,\n    > ol\n      margin-top: 0\n      margin-bottom: 0\n\n// Definition Lists\n.field-list,\n.option-list,\ndl:not([class]),\ndl.simple,\ndl.footnote,\ndl.glossary\n  dt\n    font-weight: 500\n    margin-top: 0.25rem\n    + dt\n      margin-top: 0\n\n    .classifier::before\n      content: \":\"\n      margin-left: 0.2rem\n      margin-right: 0.2rem\n\n  dd\n    > p:first-child,\n    ul\n      margin-top: 0.125rem\n\n    ul\n      margin-bottom: 0.125rem\n",".math-wrapper\n  width: 100%\n  overflow-x: auto\n\ndiv.math\n  position: relative\n  text-align: center\n\n  .headerlink,\n  &:focus .headerlink\n    display: none\n\n  &:hover .headerlink\n    display: inline-block\n\n  span.eqno\n    position: absolute\n    right: 0.5rem\n    top: 50%\n    transform: translate(0, -50%)\n    z-index: 1\n","// Abbreviations\nabbr[title]\n  cursor: help\n\n// \"Problematic\" content, as identified by Sphinx\n.problematic\n  color: var(--color-problematic)\n\n// Keyboard / Mouse \"instructions\"\nkbd:not(.compound)\n  margin: 0 0.2rem\n  padding: 0 0.2rem\n  border-radius: 0.2rem\n  border: 1px solid var(--color-foreground-border)\n  color: var(--color-foreground-primary)\n  vertical-align: text-bottom\n\n  font-size: var(--font-size--small--3)\n  display: inline-block\n\n  box-shadow: 0 0.0625rem 0 rgba(0, 0, 0, 0.2), inset 0 0 0 0.125rem var(--color-background-primary)\n\n  background-color: var(--color-background-secondary)\n\n// Blockquote\nblockquote\n  border-left: 4px solid var(--color-background-border)\n  background: var(--color-background-secondary)\n\n  margin-left: 0\n  margin-right: 0\n  padding: 0.5rem 1rem\n\n  .attribution\n    font-weight: 600\n    text-align: right\n\n  &.pull-quote,\n  &.highlights\n    font-size: 1.25em\n\n  &.epigraph,\n  &.pull-quote\n    border-left-width: 0\n    border-radius: 0.5rem\n\n  &.highlights\n    border-left-width: 0\n    background: transparent\n\n// Center align embedded-in-text images\np .reference img\n  vertical-align: middle\n","p.rubric\n  line-height: 1.25\n  font-weight: bold\n  font-size: 1.125em\n\n  // For Numpy-style documentation that's got rubrics within it.\n  // https://github.com/pradyunsg/furo/discussions/505\n  dd &\n    line-height: inherit\n    font-weight: inherit\n\n    font-size: var(--font-size--small)\n    text-transform: uppercase\n","article .sidebar\n  float: right\n  clear: right\n  width: 30%\n\n  margin-left: 1rem\n  margin-right: 0\n\n  border-radius: 0.2rem\n  background-color: var(--color-background-secondary)\n  border: var(--color-background-border) 1px solid\n\n  > *\n    padding-left: 1rem\n    padding-right: 1rem\n\n  > ul, > ol  // lists need additional padding, because bullets.\n    padding-left: 2.2rem\n\n  .sidebar-title\n    margin: 0\n    padding: 0.5rem 1rem\n    border-bottom: var(--color-background-border) 1px solid\n\n    font-weight: 500\n\n// TODO: subtitle\n// TODO: dedicated variables?\n",".table-wrapper\n  width: 100%\n  overflow-x: auto\n  margin-top: 1rem\n  margin-bottom: 0.5rem\n  padding: 0.2rem 0.2rem 0.75rem\n\ntable.docutils\n  border-radius: 0.2rem\n  border-spacing: 0\n  border-collapse: collapse\n\n  box-shadow: 0 0.2rem 0.5rem rgba(0, 0, 0, 0.05), 0 0 0.0625rem rgba(0, 0, 0, 0.1)\n\n  th\n    background: var(--color-table-header-background)\n\n  td,\n  th\n    // Space things out properly\n    padding: 0 0.25rem\n\n    // Get the borders looking just-right.\n    border-left: 1px solid var(--color-table-border)\n    border-right: 1px solid var(--color-table-border)\n    border-bottom: 1px solid var(--color-table-border)\n\n    p\n      margin: 0.25rem\n\n    &:first-child\n      border-left: none\n    &:last-child\n      border-right: none\n\n    // MyST-parser tables set these classes for control of column alignment\n    &.text-left\n      text-align: left\n    &.text-right\n      text-align: right\n    &.text-center\n      text-align: center\n",":target\n  scroll-margin-top: 0.5rem\n\n@media (max-width: $full-width - $sidebar-width)\n  :target\n    scroll-margin-top: calc(0.5rem + var(--header-height))\n\n  // When a heading is selected\n  section > span:target\n    scroll-margin-top: calc(0.8rem + var(--header-height))\n\n// Permalinks\n.headerlink\n  font-weight: 100\n  user-select: none\n\nh1,\nh2,\nh3,\nh4,\nh5,\nh6,\ndl dt,\np.caption,\nfigcaption p,\ntable > caption,\n.code-block-caption\n  > .headerlink\n    margin-left: 0.5rem\n    visibility: hidden\n  &:hover > .headerlink\n    visibility: visible\n\n  // Don't change to link-like, if someone adds the contents directive.\n  > .toc-backref\n    color: inherit\n    text-decoration-line: none\n\n// Figure and table captions are special.\nfigure:hover > figcaption > p > .headerlink,\ntable:hover > caption > .headerlink\n  visibility: visible\n\n:target >,  // Regular section[id] style anchors\nspan:target ~ // Non-regular span[id] style \"extra\" anchors\n  h1,\n  h2,\n  h3,\n  h4,\n  h5,\n  h6\n    &:nth-of-type(1)\n      background-color: var(--color-highlight-on-target)\n      // .headerlink\n      //   visibility: visible\n      code.literal\n        background-color: transparent\n\ntable:target > caption,\nfigure:target\n  background-color: var(--color-highlight-on-target)\n\n// Inline page contents\n.this-will-duplicate-information-and-it-is-still-useful-here li :target\n  background-color: var(--color-highlight-on-target)\n\n// Code block permalinks\n.literal-block-wrapper:target .code-block-caption\n  background-color: var(--color-highlight-on-target)\n\n// When a definition list item is selected\n//\n//   There isn't really an alternative to !important here, due to the\n//   high-specificity of API documentation's selector.\ndt:target\n  background-color: var(--color-highlight-on-target) !important\n\n// When a footnote reference is selected\n.footnote > dt:target + dd,\n.footnote-reference:target\n  background-color: var(--color-highlight-on-target)\n",".guilabel\n  background-color: var(--color-guilabel-background)\n  border: 1px solid var(--color-guilabel-border)\n  color: var(--color-guilabel-text)\n\n  padding: 0 0.3em\n  border-radius: 0.5em\n  font-size: 0.9em\n","// This file contains the styles used for stylizing the footer that's shown\n// below the content.\n\nfooter\n  font-size: var(--font-size--small)\n  display: flex\n  flex-direction: column\n\n  margin-top: 2rem\n\n// Bottom of page information\n.bottom-of-page\n  display: flex\n  align-items: center\n  justify-content: space-between\n\n  margin-top: 1rem\n  padding-top: 1rem\n  padding-bottom: 1rem\n\n  color: var(--color-foreground-secondary)\n  border-top: 1px solid var(--color-background-border)\n\n  line-height: 1.5\n\n  @media (max-width: $content-width)\n    text-align: center\n    flex-direction: column-reverse\n    gap: 0.25rem\n\n  .left-details\n    font-size: var(--font-size--small)\n\n  .right-details\n    display: flex\n    flex-direction: column\n    gap: 0.25rem\n    text-align: right\n\n  .icons\n    display: flex\n    justify-content: flex-end\n    gap: 0.25rem\n    font-size: 1rem\n\n    a\n      text-decoration: none\n\n    svg,\n    img\n      font-size: 1.125rem\n      height: 1em\n      width: 1em\n\n// Next/Prev page information\n.related-pages\n  a\n    display: flex\n    align-items: center\n\n    text-decoration: none\n    &:hover .page-info .title\n      text-decoration: underline\n      color: var(--color-link)\n      text-decoration-color: var(--color-link-underline)\n\n    svg.furo-related-icon,\n    svg.furo-related-icon > use\n      flex-shrink: 0\n\n      color: var(--color-foreground-border)\n\n      width: 0.75rem\n      height: 0.75rem\n      margin: 0 0.5rem\n\n    &.next-page\n      max-width: 50%\n\n      float: right\n      clear: right\n      text-align: right\n\n    &.prev-page\n      max-width: 50%\n\n      float: left\n      clear: left\n\n      svg\n        transform: rotate(180deg)\n\n.page-info\n  display: flex\n  flex-direction: column\n  overflow-wrap: anywhere\n\n  .next-page &\n    align-items: flex-end\n\n  .context\n    display: flex\n    align-items: center\n\n    padding-bottom: 0.1rem\n\n    color: var(--color-foreground-muted)\n    font-size: var(--font-size--small)\n    text-decoration: none\n","// This file contains the styles for the contents of the left sidebar, which\n// contains the navigation tree, logo, search etc.\n\n////////////////////////////////////////////////////////////////////////////////\n// Brand on top of the scrollable tree.\n////////////////////////////////////////////////////////////////////////////////\n.sidebar-brand\n  display: flex\n  flex-direction: column\n  flex-shrink: 0\n\n  padding: var(--sidebar-item-spacing-vertical) var(--sidebar-item-spacing-horizontal)\n  text-decoration: none\n\n.sidebar-brand-text\n  color: var(--color-sidebar-brand-text)\n  overflow-wrap: break-word\n  margin: var(--sidebar-item-spacing-vertical) 0\n  font-size: 1.5rem\n\n.sidebar-logo-container\n  margin: var(--sidebar-item-spacing-vertical) 0\n\n.sidebar-logo\n  margin: 0 auto\n  display: block\n  max-width: 100%\n\n////////////////////////////////////////////////////////////////////////////////\n// Search\n////////////////////////////////////////////////////////////////////////////////\n.sidebar-search-container\n  display: flex\n  align-items: center\n  margin-top: var(--sidebar-search-space-above)\n\n  position: relative\n\n  background: var(--color-sidebar-search-background)\n  &:hover,\n  &:focus-within\n    background: var(--color-sidebar-search-background--focus)\n\n  &::before\n    content: \"\"\n    position: absolute\n    left: var(--sidebar-item-spacing-horizontal)\n    width: var(--sidebar-search-icon-size)\n    height: var(--sidebar-search-icon-size)\n\n    background-color: var(--color-sidebar-search-icon)\n    mask-image: var(--icon-search)\n\n.sidebar-search\n  box-sizing: border-box\n\n  border: none\n  border-top: 1px solid var(--color-sidebar-search-border)\n  border-bottom: 1px solid var(--color-sidebar-search-border)\n\n  padding-top: var(--sidebar-search-input-spacing-vertical)\n  padding-bottom: var(--sidebar-search-input-spacing-vertical)\n  padding-right: var(--sidebar-search-input-spacing-horizontal)\n  padding-left: calc(var(--sidebar-item-spacing-horizontal) + var(--sidebar-search-input-spacing-horizontal) + var(--sidebar-search-icon-size))\n\n  width: 100%\n\n  color: var(--color-sidebar-search-foreground)\n  background: transparent\n  z-index: 10\n\n  &:focus\n    outline: none\n\n  &::placeholder\n    font-size: var(--sidebar-search-input-font-size)\n\n//\n// Hide Search Matches link\n//\n#searchbox .highlight-link\n  padding: var(--sidebar-item-spacing-vertical) var(--sidebar-item-spacing-horizontal) 0\n  margin: 0\n  text-align: center\n\n  a\n    color: var(--color-sidebar-search-icon)\n    font-size: var(--font-size--small--2)\n\n////////////////////////////////////////////////////////////////////////////////\n// Structure/Skeleton of the navigation tree (left)\n////////////////////////////////////////////////////////////////////////////////\n.sidebar-tree\n  font-size: var(--sidebar-item-font-size)\n  margin-top: var(--sidebar-tree-space-above)\n  margin-bottom: var(--sidebar-item-spacing-vertical)\n\n  ul\n    padding: 0\n    margin-top: 0\n    margin-bottom: 0\n\n    display: flex\n    flex-direction: column\n\n    list-style: none\n\n  li\n    position: relative\n    margin: 0\n\n    > ul\n      margin-left: var(--sidebar-item-spacing-horizontal)\n\n  .icon\n    color: var(--color-sidebar-link-text)\n\n  .reference\n    box-sizing: border-box\n    color: var(--color-sidebar-link-text)\n\n    // Fill the parent.\n    display: inline-block\n    line-height: var(--sidebar-item-line-height)\n    text-decoration: none\n\n    // Don't allow long words to cause wrapping.\n    overflow-wrap: anywhere\n\n    height: 100%\n    width: 100%\n\n    padding: var(--sidebar-item-spacing-vertical) var(--sidebar-item-spacing-horizontal)\n\n    &:hover\n      background: var(--color-sidebar-item-background--hover)\n\n    // Add a nice little \"external-link\" arrow here.\n    &.external::after\n      content: url('data:image/svg+xml,<svg width=\"12\" height=\"12\" xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\" stroke-width=\"1.5\" stroke=\"%23607D8B\" fill=\"none\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><path stroke=\"none\" d=\"M0 0h24v24H0z\"/><path d=\"M11 7h-5a2 2 0 0 0 -2 2v9a2 2 0 0 0 2 2h9a2 2 0 0 0 2 -2v-5\" /><line x1=\"10\" y1=\"14\" x2=\"20\" y2=\"4\" /><polyline points=\"15 4 20 4 20 9\" /></svg>')\n      margin: 0 0.25rem\n      vertical-align: middle\n      color: var(--color-sidebar-link-text)\n\n  // Make the current page reference bold.\n  .current-page > .reference\n    font-weight: bold\n\n  label\n    position: absolute\n    top: 0\n    right: 0\n    height: var(--sidebar-item-height)\n    width: var(--sidebar-expander-width)\n\n    cursor: pointer\n    user-select: none\n\n    display: flex\n    justify-content: center\n    align-items: center\n\n  .caption, :not(.caption) > .caption-text\n    font-size: var(--sidebar-caption-font-size)\n    color: var(--color-sidebar-caption-text)\n\n    font-weight: bold\n    text-transform: uppercase\n\n    margin: var(--sidebar-caption-space-above) 0 0 0\n    padding: var(--sidebar-item-spacing-vertical) var(--sidebar-item-spacing-horizontal)\n\n  // If it has children, add a bit more padding to wrap the content to avoid\n  // overlapping with the <label>\n  li.has-children\n    > .reference\n      padding-right: var(--sidebar-expander-width)\n\n  // Colorize the top-level list items and icon.\n  .toctree-l1\n    & > .reference,\n    & > label .icon\n      color: var(--color-sidebar-link-text--top-level)\n\n  // Color changes on hover\n  label\n    background: var(--color-sidebar-item-expander-background)\n    &:hover\n      background: var(--color-sidebar-item-expander-background--hover)\n\n  .current > .reference\n    background: var(--color-sidebar-item-background--current)\n    &:hover\n      background: var(--color-sidebar-item-background--hover)\n\n.toctree-checkbox\n  position: absolute\n  display: none\n\n////////////////////////////////////////////////////////////////////////////////\n// Togglable expand/collapse\n////////////////////////////////////////////////////////////////////////////////\n.toctree-checkbox\n  ~ ul\n    display: none\n\n  ~ label .icon svg\n    transform: rotate(90deg)\n\n.toctree-checkbox:checked\n  ~ ul\n    display: block\n\n  ~ label .icon svg\n    transform: rotate(-90deg)\n","// This file contains the styles for the contents of the right sidebar, which\n// contains the table of contents for the current page.\n.toc-title-container\n  padding: var(--toc-title-padding)\n  padding-top: var(--toc-spacing-vertical)\n\n.toc-title\n  color: var(--color-toc-title-text)\n  font-size: var(--toc-title-font-size)\n  padding-left: var(--toc-spacing-horizontal)\n  text-transform: uppercase\n\n// If the ToC is not present, hide these elements coz they're not relevant.\n.no-toc\n  display: none\n\n.toc-tree-container\n  padding-bottom: var(--toc-spacing-vertical)\n\n.toc-tree\n  font-size: var(--toc-font-size)\n  line-height: 1.3\n  border-left: 1px solid var(--color-background-border)\n\n  padding-left: calc(var(--toc-spacing-horizontal) - var(--toc-item-spacing-horizontal))\n\n  // Hide the first \"top level\" bullet.\n  > ul > li:first-child\n    padding-top: 0\n    & > ul\n      padding-left: 0\n    & > a\n      display: none\n\n  ul\n    list-style-type: none\n    margin-top: 0\n    margin-bottom: 0\n    padding-left: var(--toc-item-spacing-horizontal)\n  li\n    padding-top: var(--toc-item-spacing-vertical)\n\n    &.scroll-current >.reference\n      color: var(--color-toc-item-text--active)\n      font-weight: bold\n\n  .reference\n    color: var(--color-toc-item-text)\n    text-decoration: none\n    overflow-wrap: anywhere\n\n.toc-scroll\n  max-height: 100vh\n  overflow-y: scroll\n\n// Be very annoying when someone includes the table of contents\n.contents:not(.this-will-duplicate-information-and-it-is-still-useful-here)\n  color: var(--color-problematic)\n  background: rgba(255, 0, 0, 0.25)\n  &::before\n    content: \"ERROR: Adding a table of contents in Furo-based documentation is unnecessary, and does not work well with existing styling.Add a 'this-will-duplicate-information-and-it-is-still-useful-here' class, if you want an escape hatch.\"\n","// Shameful hacks, to work around bugs.\n\n// MyST parser doesn't correctly generate classes, to align table contents.\n// https://github.com/executablebooks/MyST-Parser/issues/412\n.text-align\\:left > p\n  text-align: left\n\n.text-align\\:center > p\n  text-align: center\n\n.text-align\\:right > p\n  text-align: right\n"],"names":[],"sourceRoot":""}
\ No newline at end of file
diff --git a/contributing.html b/contributing.html
new file mode 100644
index 00000000..d5094b22
--- /dev/null
+++ b/contributing.html
@@ -0,0 +1,702 @@
+<!doctype html>
+<html class="no-js" lang="en" data-content_root="./">
+  <head><meta charset="utf-8"/>
+    <meta name="viewport" content="width=device-width,initial-scale=1"/>
+    <meta name="color-scheme" content="light dark"><meta name="viewport" content="width=device-width, initial-scale=1" />
+<link rel="index" title="Index" href="genindex.html" /><link rel="search" title="Search" href="search.html" /><link rel="prev" title="hezar.registry module" href="source/hezar.registry.html" />
+
+    <link rel="shortcut icon" href="_static/hezar_logo.svg"/><!-- Generated with Sphinx 7.2.6 and Furo 2023.09.10 -->
+        <title>Contributing to Hezar - Hezar Documentation</title>
+      <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=83e35b93" />
+    <link rel="stylesheet" type="text/css" href="_static/styles/furo.css?v=135e06be" />
+    <link rel="stylesheet" type="text/css" href="_static/copybutton.css?v=76b2166b" />
+    <link rel="stylesheet" type="text/css" href="_static/styles/furo-extensions.css?v=36a5483c" />
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+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="source/hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="source/hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="source/hezar.builders.html">hezar.builders module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="source/hezar.configs.html">hezar.configs module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="source/hezar.constants.html">hezar.constants module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="source/hezar.registry.html">hezar.registry module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1 current current-page"><a class="current reference internal" href="#">Contributing to Hezar</a></li>
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+            <i class="icon"><svg><use href="#svg-toc"></use></svg></i>
+          </label>
+        </div>
+        <article role="main">
+          <section class="tex2jax_ignore mathjax_ignore" id="contributing-to-hezar">
+<h1>Contributing to Hezar<a class="headerlink" href="#contributing-to-hezar" title="Link to this heading">#</a></h1>
+<p>Welcome to Hezar! We greatly appreciate your interest in contributing to this project and helping us make it even more
+valuable to the Persian community. Whether you’re a developer, researcher, or enthusiast, your contributions are
+invaluable in helping us grow and improve Hezar.</p>
+<p>Before you start contributing, please take a moment to review the following guidelines.</p>
+<section id="code-of-conduct">
+<h2>Code of Conduct<a class="headerlink" href="#code-of-conduct" title="Link to this heading">#</a></h2>
+<p>This project and its community adhere to
+the <a class="reference external" href="https://github.com/hezarai/hezar/blob/main/CODE_OF_CONDUCT.md">Contributor Code of Conduct</a>.</p>
+</section>
+<section id="how-to-contribute">
+<h2>How to Contribute<a class="headerlink" href="#how-to-contribute" title="Link to this heading">#</a></h2>
+<section id="reporting-bugs">
+<h3>Reporting Bugs<a class="headerlink" href="#reporting-bugs" title="Link to this heading">#</a></h3>
+<p>If you come across a bug or unexpected behavior, please help us by reporting it.
+Use the <a class="reference external" href="https://github.com/hezarai/hezar/issues">GitHub Issue Tracker</a> to create a detailed bug report.
+Include information such as:</p>
+<ul class="simple">
+<li><p>A clear and descriptive title.</p></li>
+<li><p>Steps to reproduce the bug.</p></li>
+<li><p>Expected behavior.</p></li>
+<li><p>Actual behavior.</p></li>
+<li><p>Your operating system and Python version.</p></li>
+</ul>
+</section>
+<section id="adding-features">
+<h3>Adding features<a class="headerlink" href="#adding-features" title="Link to this heading">#</a></h3>
+<p>Have a great idea for a new feature or improvement? We’d love to hear it. You can open an issue and add your suggestion
+with a clear description and further suggestions on how it can be implemented. Also, if you already can implement it
+yourself, just follow the instructions on how you can send a PR.</p>
+</section>
+<section id="adding-improving-documents">
+<h3>Adding/Improving documents<a class="headerlink" href="#adding-improving-documents" title="Link to this heading">#</a></h3>
+<p>Have a suggestion to enhance our documentation or want to contribute entirely new sections? We welcome your input!<br>
+Here’s how you can get involved:<br>
+Docs website is deployed here: <a class="reference external" href="https://hezarai.github.io/hezar">https://hezarai.github.io/hezar</a> and the source for the
+docs are located at the <a class="reference external" href="https://github.com/hezarai/hezar/tree/main/docs">docs</a> folder in the root of the repo. Feel
+free to apply your changes or add new docs to this section. Notice that docs are written in Markdown format. In case you have
+added new files to this section, you must include them in the <code class="docutils literal notranslate"><span class="pre">index.md</span></code> file in the same folder. For example, if you’ve
+added the file <code class="docutils literal notranslate"><span class="pre">new_doc.md</span></code> to the <code class="docutils literal notranslate"><span class="pre">get_started</span></code> folder, you have to modify <code class="docutils literal notranslate"><span class="pre">get_started/index.md</span></code> and put your file
+name there.</p>
+</section>
+<section id="commit-guidelines">
+<h3>Commit guidelines<a class="headerlink" href="#commit-guidelines" title="Link to this heading">#</a></h3>
+<section id="functional-best-practices">
+<h4>Functional best practices<a class="headerlink" href="#functional-best-practices" title="Link to this heading">#</a></h4>
+<ul class="simple">
+<li><p>Ensure only one “logical change” per commit for efficient review and flaw identification.</p></li>
+<li><p>Smaller code changes facilitate quicker reviews and easier troubleshooting using Git’s bisect capability.</p></li>
+<li><p>Avoid mixing whitespace changes with functional code changes.</p></li>
+<li><p>Avoid mixing two unrelated functional changes.</p></li>
+<li><p>Refrain from sending large new features in a single giant commit.</p></li>
+</ul>
+</section>
+<section id="styling-best-practices">
+<h4>Styling best practices<a class="headerlink" href="#styling-best-practices" title="Link to this heading">#</a></h4>
+<ul class="simple">
+<li><p>Use imperative mood in the subject (e.g., “Add support for …” not “Adding support or added support”) .</p></li>
+<li><p>Keep the subject line short and concise, preferably less than 50 characters.</p></li>
+<li><p>Capitalize the subject line and do not end it with a period.</p></li>
+<li><p>Wrap body lines at 72 characters.</p></li>
+<li><p>Use the body to explain what and why a change was made.</p></li>
+<li><p>Do not explain the “how” in the commit message; reserve it for documentation or code.</p></li>
+<li><p>For commits referencing an issue or pull request, write the proper commit subject followed by the reference in
+parentheses (e.g., “Add NFKC normalizer (#9999)”).</p></li>
+<li><p>Reference codes &amp; paths in back quotes (e.g., <code class="docutils literal notranslate"><span class="pre">variable</span></code>, <code class="docutils literal notranslate"><span class="pre">method()</span></code>, <code class="docutils literal notranslate"><span class="pre">Class()</span></code>, <code class="docutils literal notranslate"><span class="pre">file.py</span></code>).</p></li>
+<li><p>Preferably use the following <a class="reference external" href="https://gitmoji.dev/">gitmoji</a> compatible codes at the beginning of your commit message:</p></li>
+</ul>
+<div class="table-wrapper colwidths-auto docutils container">
+<table class="docutils align-default">
+<thead>
+<tr class="row-odd"><th class="head"><p>Emoji Code</p></th>
+<th class="head"><p>Emoji</p></th>
+<th class="head"><p>Description</p></th>
+<th class="head"><p>Example Commit</p></th>
+</tr>
+</thead>
+<tbody>
+<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">:bug:</span></code></p></td>
+<td><p>🐛</p></td>
+<td><p>Fix a bug or issue</p></td>
+<td><p><code class="docutils literal notranslate"><span class="pre">:bug:</span> <span class="pre">Fix</span> <span class="pre">issue</span> <span class="pre">with</span> <span class="pre">image</span> <span class="pre">loading</span> <span class="pre">in</span> <span class="pre">DataLoader</span></code></p></td>
+</tr>
+<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">:sparkles:</span></code></p></td>
+<td><p>✨</p></td>
+<td><p>Add feature or improvements</p></td>
+<td><p><code class="docutils literal notranslate"><span class="pre">:sparkles:</span> <span class="pre">Introduce</span> <span class="pre">support</span> <span class="pre">for</span> <span class="pre">text</span> <span class="pre">summarization</span></code></p></td>
+</tr>
+<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">:recycle:</span></code></p></td>
+<td><p>♻️</p></td>
+<td><p>Refactor code (backward compatible refactor)</p></td>
+<td><p><code class="docutils literal notranslate"><span class="pre">:recycle:</span> <span class="pre">Refactor</span> <span class="pre">data</span> <span class="pre">preprocessing</span> <span class="pre">utilities</span></code></p></td>
+</tr>
+<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">:memo:</span></code></p></td>
+<td><p>📝</p></td>
+<td><p>Add or change docs</p></td>
+<td><p><code class="docutils literal notranslate"><span class="pre">:memo:</span> <span class="pre">Update</span> <span class="pre">documentation</span> <span class="pre">for</span> <span class="pre">text</span> <span class="pre">classification</span></code></p></td>
+</tr>
+<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">:pencil2:</span></code></p></td>
+<td><p>✏️</p></td>
+<td><p>Minor change or improvement</p></td>
+<td><p><code class="docutils literal notranslate"><span class="pre">:pencil2:</span> <span class="pre">Improve</span> <span class="pre">logging</span> <span class="pre">in</span> <span class="pre">Trainer</span></code></p></td>
+</tr>
+<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">:fire:</span></code></p></td>
+<td><p>🔥</p></td>
+<td><p>Remove code or file</p></td>
+<td><p><code class="docutils literal notranslate"><span class="pre">:fire:</span> <span class="pre">Remove</span> <span class="pre">outdated</span> <span class="pre">utility</span> <span class="pre">function</span></code></p></td>
+</tr>
+<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">:boom:</span></code></p></td>
+<td><p>💥</p></td>
+<td><p>Introduce breaking changes</p></td>
+<td><p><code class="docutils literal notranslate"><span class="pre">:boom:</span> <span class="pre">Update</span> <span class="pre">API,</span> <span class="pre">requires</span> <span class="pre">modification</span> <span class="pre">in</span> <span class="pre">existing</span> <span class="pre">scripts</span></code></p></td>
+</tr>
+<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">:test_tube:</span></code></p></td>
+<td><p>🧪</p></td>
+<td><p>Test-related changes</p></td>
+<td><p><code class="docutils literal notranslate"><span class="pre">:test_tube:</span> <span class="pre">Add</span> <span class="pre">unit</span> <span class="pre">tests</span> <span class="pre">for</span> <span class="pre">data</span> <span class="pre">loading</span> <span class="pre">functions</span></code></p></td>
+</tr>
+<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">:bookmark:</span></code></p></td>
+<td><p>🔖</p></td>
+<td><p>Version release</p></td>
+<td><p><code class="docutils literal notranslate"><span class="pre">:bookmark:</span> <span class="pre">Release</span> <span class="pre">v1.0.0</span></code></p></td>
+</tr>
+<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">:adhesive_bandage:</span></code></p></td>
+<td><p>🩹</p></td>
+<td><p>Non-critical fix</p></td>
+<td><p><code class="docutils literal notranslate"><span class="pre">:adhesive_bandage:</span> <span class="pre">Fix</span> <span class="pre">minor</span> <span class="pre">issue</span> <span class="pre">in</span> <span class="pre">BPE</span> <span class="pre">tokenizer</span></code></p></td>
+</tr>
+</tbody>
+</table>
+</div>
+</section>
+</section>
+</section>
+<section id="sending-a-pr">
+<h2>Sending a PR<a class="headerlink" href="#sending-a-pr" title="Link to this heading">#</a></h2>
+<p>In order to apply any change to the repo, you have to follow these step:</p>
+<ol class="arabic simple">
+<li><p>Fork the Hezar repository.</p></li>
+<li><p>Create a new branch for your feature, bug fix, etc.</p></li>
+<li><p>Make your changes.</p></li>
+<li><p>Update the documentation to reflect your changes.</p></li>
+<li><p>Ensure your code adheres to the <a class="reference external" href="https://google.github.io/styleguide/pyguide.html">Google Python Style Guide</a>.</p></li>
+<li><p>Format the code using <code class="docutils literal notranslate"><span class="pre">ruff</span></code> (<code class="docutils literal notranslate"><span class="pre">ruff</span> <span class="pre">check</span> <span class="pre">--fix</span> <span class="pre">.</span></code>)</p></li>
+<li><p>Write tests to ensure the functionality if needed.</p></li>
+<li><p>Run tests and make sure all of them pass. (Skip this step if your changes do not involve codes)</p></li>
+<li><p>Open a pull request from your fork and the PR template will be automatically loaded to help you do the rest.</p></li>
+<li><p>Be responsive to feedback and comments during the review process.</p></li>
+<li><p>Thanks for contributing to the Hezar project.😉❤️</p></li>
+</ol>
+</section>
+<section id="license">
+<h2>License<a class="headerlink" href="#license" title="Link to this heading">#</a></h2>
+<p>By contributing to Hezar, you agree that your contributions will be licensed under
+the <a class="reference external" href="https://github.com/hezarai/hezar/blob/main/LICENSE">Apache 2.0 License</a>.</p>
+<p>We look forward to your contributions and appreciate your efforts in making Hezar a powerful AI tool for the Persian
+community!</p>
+</section>
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          
+          <a class="prev-page" href="source/hezar.registry.html">
+              <svg class="furo-related-icon"><use href="#svg-arrow-right"></use></svg>
+              <div class="page-info">
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+                
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+                
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+        <div class="bottom-of-page">
+          <div class="left-details">
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+      
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+          <span class="toc-title">
+            On this page
+          </span>
+        </div>
+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">Contributing to Hezar</a><ul>
+<li><a class="reference internal" href="#code-of-conduct">Code of Conduct</a></li>
+<li><a class="reference internal" href="#how-to-contribute">How to Contribute</a><ul>
+<li><a class="reference internal" href="#reporting-bugs">Reporting Bugs</a></li>
+<li><a class="reference internal" href="#adding-features">Adding features</a></li>
+<li><a class="reference internal" href="#adding-improving-documents">Adding/Improving documents</a></li>
+<li><a class="reference internal" href="#commit-guidelines">Commit guidelines</a><ul>
+<li><a class="reference internal" href="#functional-best-practices">Functional best practices</a></li>
+<li><a class="reference internal" href="#styling-best-practices">Styling best practices</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li><a class="reference internal" href="#sending-a-pr">Sending a PR</a></li>
+<li><a class="reference internal" href="#license">License</a></li>
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diff --git a/genindex.html b/genindex.html
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+<!doctype html>
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+  body {
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+  @media not print {
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+<li class="toctree-l4 has-children"><a class="reference internal" href="source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="source/hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="source/hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="source/hezar.builders.html">hezar.builders module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="source/hezar.configs.html">hezar.configs module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="source/hezar.constants.html">hezar.constants module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="source/hezar.registry.html">hezar.registry module</a></li>
+</ul>
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+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="contributing.html">Contributing to Hezar</a></li>
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+  <div class="genindex-jumpbox"><a href="#A"><strong>A</strong></a> | <a href="#B"><strong>B</strong></a> | <a href="#C"><strong>C</strong></a> | <a href="#D"><strong>D</strong></a> | <a href="#E"><strong>E</strong></a> | <a href="#F"><strong>F</strong></a> | <a href="#G"><strong>G</strong></a> | <a href="#H"><strong>H</strong></a> | <a href="#I"><strong>I</strong></a> | <a href="#J"><strong>J</strong></a> | <a href="#K"><strong>K</strong></a> | <a href="#L"><strong>L</strong></a> | <a href="#M"><strong>M</strong></a> | <a href="#N"><strong>N</strong></a> | <a href="#O"><strong>O</strong></a> | <a href="#P"><strong>P</strong></a> | <a href="#Q"><strong>Q</strong></a> | <a href="#R"><strong>R</strong></a> | <a href="#S"><strong>S</strong></a> | <a href="#T"><strong>T</strong></a> | <a href="#U"><strong>U</strong></a> | <a href="#V"><strong>V</strong></a> | <a href="#W"><strong>W</strong></a> | <a href="#Y"><strong>Y</strong></a> | <a href="#Z"><strong>Z</strong></a></div>
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+  <h2>A</h2>
+  <table style="width: 100%" class="indextable genindextable"><tr>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.constants.html#hezar.constants.Backends.ACCELERATE">ACCELERATE (hezar.constants.Backends attribute)</a>
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+        <li><a href="source/hezar.metrics.accuracy.html#hezar.metrics.accuracy.Accuracy">Accuracy (class in hezar.metrics.accuracy)</a>
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+        <li><a href="source/hezar.constants.html#hezar.constants.MetricType.ACCURACY">ACCURACY (hezar.constants.MetricType attribute)</a>
+</li>
+        <li><a href="source/hezar.metrics.accuracy.html#hezar.metrics.accuracy.AccuracyConfig">AccuracyConfig (class in hezar.metrics.accuracy)</a>
+</li>
+        <li><a href="source/hezar.models.backbone.distilbert.distilbert_config.html#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.activation">activation (hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.activation">(hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.activation">(hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.activation_dropout">activation_dropout (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.activation_function">activation_function (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.OptimizerType.ADAM">ADAM (hezar.constants.OptimizerType attribute)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.OptimizerType.ADAMW">ADAMW (hezar.constants.OptimizerType attribute)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.add_bos_token">add_bos_token (hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.add_cross_attention">add_cross_attention (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.add_cross_attention">(hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.add_cross_attention">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.add_cross_attention">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.add_cross_attention">(hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.add_prefix_space">add_prefix_space (hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.add_prefix_space">(hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.add_prefix_space">(hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.add_special_tokens">add_special_tokens() (hezar.preprocessors.tokenizers.tokenizer.Tokenizer method)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.add_tokens">add_tokens() (hezar.preprocessors.tokenizers.tokenizer.Tokenizer method)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.additional_special_tokens">additional_special_tokens (hezar.preprocessors.tokenizers.bpe.BPEConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.additional_special_tokens">(hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.additional_special_tokens">(hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.additional_special_tokens">(hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.additional_special_tokens">(hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastTextConfig.alpha">alpha (hezar.embeddings.fasttext.FastTextConfig attribute)</a>, <a href="source/hezar.embeddings.fasttext.html#id0">[1]</a>
+
+        <ul>
+          <li><a href="source/hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2VecConfig.alpha">(hezar.embeddings.word2vec.Word2VecConfig attribute)</a>, <a href="source/hezar.embeddings.word2vec.html#id0">[1]</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.amp_context_manager">amp_context_manager() (hezar.trainer.trainer.Trainer method)</a>
+</li>
+        <li><a href="source/hezar.utils.audio_utils.html#hezar.utils.audio_utils.amplitude_to_db">amplitude_to_db() (in module hezar.utils.audio_utils)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.apply_spec_augment">apply_spec_augment (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute)</a>
+</li>
+    </ul></td>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.models.backbone.distilbert.distilbert_config.html#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.attention_dropout">attention_dropout (hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.attention_dropout">(hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.attention_dropout">(hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.attention_dropout">(hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.backbone.bert.bert_config.html#hezar.models.backbone.bert.bert_config.BERTConfig.attention_probs_dropout_prob">attention_probs_dropout_prob (hezar.models.backbone.bert.bert_config.BERTConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.attention_probs_dropout_prob">(hezar.models.backbone.roberta.roberta_config.RoBERTaConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.backbone.vit.vit_config.html#hezar.models.backbone.vit.vit_config.ViTConfig.attention_probs_dropout_prob">(hezar.models.backbone.vit.vit_config.ViTConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.attention_probs_dropout_prob">(hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.attention_probs_dropout_prob">(hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.attention_probs_dropout_prob">(hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.attention_probs_dropout_prob">(hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.attention_probs_dropout_prob">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.attention_probs_dropout_prob">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.attention_probs_dropout_prob">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.attention_probs_dropout_prob">(hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.attention_probs_dropout_prob">(hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.attention_probs_dropout_prob">(hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.attention_probs_dropout_prob">(hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.attn_pdrop">attn_pdrop (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.attn_pdrop">(hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.constants.html#hezar.constants.TaskType.AUDIO_CLASSIFICATION">AUDIO_CLASSIFICATION (hezar.constants.TaskType attribute)</a>
+</li>
+        <li><a href="source/hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.AudioClassificationMetricsHandler">AudioClassificationMetricsHandler (class in hezar.trainer.metrics_handlers)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.audio_feature_extractor.html#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor">AudioFeatureExtractor (class in hezar.preprocessors.audio_feature_extractor)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.audio_feature_extractor.html#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig">AudioFeatureExtractorConfig (class in hezar.preprocessors.audio_feature_extractor)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.auxiliary_channels">auxiliary_channels (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.auxiliary_concat_input">auxiliary_concat_input (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.auxiliary_loss_weight">auxiliary_loss_weight (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.auxiliary_num_convs">auxiliary_num_convs (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.metrics.f1.html#hezar.metrics.f1.F1Config.average">average (hezar.metrics.f1.F1Config attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.metrics.precision.html#hezar.metrics.precision.PrecisionConfig.average">(hezar.metrics.precision.PrecisionConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.metrics.recall.html#hezar.metrics.recall.RecallConfig.average">(hezar.metrics.recall.RecallConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.AverageMeter">AverageMeter (class in hezar.trainer.trainer_utils)</a>
+</li>
+        <li><a href="source/hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.MetricsTracker.avg">avg() (hezar.trainer.trainer_utils.MetricsTracker method)</a>
+</li>
+    </ul></td>
+  </tr></table>
+</section>
+
+<section id="B" class="genindex-section">
+  <h2>B</h2>
+  <table style="width: 100%" class="indextable genindextable"><tr>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.constants.html#hezar.constants.TaskType.BACKBONE">BACKBONE (hezar.constants.TaskType attribute)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.Backends">Backends (class in hezar.constants)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.ConfigType.BASE">BASE (hezar.constants.ConfigType attribute)</a>
+</li>
+        <li><a href="source/hezar.configs.html#hezar.configs.TrainerConfig.batch_size">batch_size (hezar.configs.TrainerConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.LossType.BCE">BCE (hezar.constants.LossType attribute)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.LossType.BCE_WITH_LOGITS">BCE_WITH_LOGITS (hezar.constants.LossType attribute)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.begin_suppress_tokens">begin_suppress_tokens (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text">BeitRobertaImage2Text (class in hezar.models.image2text.beit_roberta.beit_roberta_image2text)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.BeitRobertaImage2TextConfig">BeitRobertaImage2TextConfig (class in hezar.models.image2text.beit_roberta.beit_roberta_image2text_config)</a>
+</li>
+        <li><a href="source/hezar.models.backbone.bert.bert.html#hezar.models.backbone.bert.bert.BERT">BERT (class in hezar.models.backbone.bert.bert)</a>
+</li>
+        <li><a href="source/hezar.models.backbone.bert.bert_config.html#hezar.models.backbone.bert.bert_config.BERTConfig">BERTConfig (class in hezar.models.backbone.bert.bert_config)</a>
+</li>
+        <li><a href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling">BertSequenceLabeling (class in hezar.models.sequence_labeling.bert.bert_sequence_labeling)</a>
+</li>
+        <li><a href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig">BertSequenceLabelingConfig (class in hezar.models.sequence_labeling.bert.bert_sequence_labeling_config)</a>
+</li>
+        <li><a href="source/hezar.models.text_classification.bert.bert_text_classification.html#hezar.models.text_classification.bert.bert_text_classification.BertTextClassification">BertTextClassification (class in hezar.models.text_classification.bert.bert_text_classification)</a>
+</li>
+        <li><a href="source/hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig">BertTextClassificationConfig (class in hezar.models.text_classification.bert.bert_text_classification_config)</a>
+</li>
+        <li><a href="source/hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.TrainerState.best_checkpoint">best_checkpoint (hezar.trainer.trainer_utils.TrainerState attribute)</a>
+</li>
+        <li><a href="source/hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.TrainerState.best_metric_value">best_metric_value (hezar.trainer.trainer_utils.TrainerState attribute)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.PrecisionType.BF16">BF16 (hezar.constants.PrecisionType attribute)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.crnn.crnn_image2text_config.html#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.blank_id">blank_id (hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.metrics.bleu.html#hezar.metrics.bleu.BLEU">BLEU (class in hezar.metrics.bleu)</a>
+
+        <ul>
+          <li><a href="source/hezar.constants.html#hezar.constants.MetricType.BLEU">(hezar.constants.MetricType attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.metrics.bleu.html#hezar.metrics.bleu.BLEUConfig">BLEUConfig (class in hezar.metrics.bleu)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.Color.BLUE">BLUE (hezar.constants.Color attribute)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.Color.BOLD">BOLD (hezar.constants.Color attribute)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.bos_token">bos_token (hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.bos_token">(hezar.preprocessors.tokenizers.bpe.BPEConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.bos_token">(hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.bos_token">(hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.bos_token">(hezar.preprocessors.tokenizers.tokenizer.Tokenizer property)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.bos_token">(hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig attribute)</a>
+</li>
+        </ul></li>
+    </ul></td>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.bos_token_id">bos_token_id (hezar.models.backbone.roberta.roberta_config.RoBERTaConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.bos_token_id">(hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.bos_token_id">(hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.bos_token_id">(hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.bos_token_id">(hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.bos_token_id">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.bos_token_id">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.bos_token_id">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.bos_token_id">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.bos_token_id">(hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.bos_token_id">(hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.bos_token_id">(hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.bos_token_id">(hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.bos_token_id">(hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.bos_token_id">(hezar.preprocessors.tokenizers.tokenizer.Tokenizer property)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig">BPEConfig (class in hezar.preprocessors.tokenizers.bpe)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPETokenizer">BPETokenizer (class in hezar.preprocessors.tokenizers.bpe)</a>
+</li>
+        <li><a href="source/hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.build">build() (hezar.embeddings.embedding.Embedding method)</a>
+
+        <ul>
+          <li><a href="source/hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastText.build">(hezar.embeddings.fasttext.FastText method)</a>
+</li>
+          <li><a href="source/hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2Vec.build">(hezar.embeddings.word2vec.Word2Vec method)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPETokenizer.build">(hezar.preprocessors.tokenizers.bpe.BPETokenizer method)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer.build">(hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer method)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer.build">(hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer method)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.build">(hezar.preprocessors.tokenizers.tokenizer.Tokenizer method)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer.build">(hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer method)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.builders.html#hezar.builders.build_dataset">build_dataset() (in module hezar.builders)</a>
+</li>
+        <li><a href="source/hezar.builders.html#hezar.builders.build_embedding">build_embedding() (in module hezar.builders)</a>
+</li>
+        <li><a href="source/hezar.builders.html#hezar.builders.build_metric">build_metric() (in module hezar.builders)</a>
+</li>
+        <li><a href="source/hezar.builders.html#hezar.builders.build_model">build_model() (in module hezar.builders)</a>
+</li>
+        <li><a href="source/hezar.builders.html#hezar.builders.build_preprocessor">build_preprocessor() (in module hezar.builders)</a>
+</li>
+        <li><a href="source/hezar.configs.html#hezar.configs.EmbeddingConfig.bypass_version_check">bypass_version_check (hezar.configs.EmbeddingConfig attribute)</a>
+</li>
+    </ul></td>
+  </tr></table>
+</section>
+
+<section id="C" class="genindex-section">
+  <h2>C</h2>
+  <table style="width: 100%" class="indextable genindextable"><tr>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.data.datasets.dataset.html#hezar.data.datasets.dataset.Dataset.cache_dir">cache_dir (hezar.data.datasets.dataset.Dataset attribute)</a>, <a href="source/hezar.data.datasets.dataset.html#id0">[1]</a>
+</li>
+        <li><a href="source/hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastTextConfig.cbow_mean">cbow_mean (hezar.embeddings.fasttext.FastTextConfig attribute)</a>, <a href="source/hezar.embeddings.fasttext.html#id1">[1]</a>
+
+        <ul>
+          <li><a href="source/hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2VecConfig.cbow_mean">(hezar.embeddings.word2vec.Word2VecConfig attribute)</a>, <a href="source/hezar.embeddings.word2vec.html#id1">[1]</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.metrics.cer.html#hezar.metrics.cer.CER">CER (class in hezar.metrics.cer)</a>
+
+        <ul>
+          <li><a href="source/hezar.constants.html#hezar.constants.MetricType.CER">(hezar.constants.MetricType attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.metrics.cer.html#hezar.metrics.cer.CERConfig">CERConfig (class in hezar.metrics.cer)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.ChannelsAxisSide">ChannelsAxisSide (class in hezar.constants)</a>
+</li>
+        <li><a href="source/hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.TextSplitType.CHAR_SPLIT">CHAR_SPLIT (hezar.data.datasets.ocr_dataset.TextSplitType attribute)</a>
+</li>
+        <li><a href="source/hezar.data.data_collators.html#hezar.data.data_collators.CharLevelOCRDataCollator">CharLevelOCRDataCollator (class in hezar.data.data_collators)</a>
+</li>
+        <li><a href="source/hezar.configs.html#hezar.configs.TrainerConfig.checkpoints_dir">checkpoints_dir (hezar.configs.TrainerConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.chunk_length">chunk_length (hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.model_outputs.html#hezar.models.model_outputs.SpeechRecognitionOutput.chunks">chunks (hezar.models.model_outputs.SpeechRecognitionOutput attribute)</a>
+</li>
+        <li><a href="source/hezar.models.backbone.bert.bert_config.html#hezar.models.backbone.bert.bert_config.BERTConfig.classifier_dropout">classifier_dropout (hezar.models.backbone.bert.bert_config.BERTConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.classifier_dropout">(hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.classifier_dropout">(hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.classifier_dropout">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.classifier_dropout">(hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.classifier_dropout">(hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.classifier_dropout">(hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.classifier_dropout">(hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.classifier_dropout">(hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.classifier_proj_size">classifier_proj_size (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.utils.hub_utils.html#hezar.utils.hub_utils.clone_repo">clone_repo() (in module hezar.utils.hub_utils)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.cls_token">cls_token (hezar.preprocessors.tokenizers.bpe.BPEConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.cls_token">(hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.cls_token">(hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.cls_token">(hezar.preprocessors.tokenizers.tokenizer.Tokenizer property)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.cls_token">(hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.cls_token">(hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.cls_token_id">cls_token_id (hezar.preprocessors.tokenizers.tokenizer.Tokenizer property)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.Color">Color (class in hezar.constants)</a>
+</li>
+        <li><a href="source/hezar.utils.common_utils.html#hezar.utils.common_utils.colorize_text">colorize_text() (in module hezar.utils.common_utils)</a>
+</li>
+        <li><a href="source/hezar.metrics.accuracy.html#hezar.metrics.accuracy.Accuracy.compute">compute() (hezar.metrics.accuracy.Accuracy method)</a>
+
+        <ul>
+          <li><a href="source/hezar.metrics.bleu.html#hezar.metrics.bleu.BLEU.compute">(hezar.metrics.bleu.BLEU method)</a>
+</li>
+          <li><a href="source/hezar.metrics.cer.html#hezar.metrics.cer.CER.compute">(hezar.metrics.cer.CER method)</a>
+</li>
+          <li><a href="source/hezar.metrics.f1.html#hezar.metrics.f1.F1.compute">(hezar.metrics.f1.F1 method)</a>
+</li>
+          <li><a href="source/hezar.metrics.metric.html#hezar.metrics.metric.Metric.compute">(hezar.metrics.metric.Metric method)</a>
+</li>
+          <li><a href="source/hezar.metrics.precision.html#hezar.metrics.precision.Precision.compute">(hezar.metrics.precision.Precision method)</a>
+</li>
+          <li><a href="source/hezar.metrics.recall.html#hezar.metrics.recall.Recall.compute">(hezar.metrics.recall.Recall method)</a>
+</li>
+          <li><a href="source/hezar.metrics.rouge.html#hezar.metrics.rouge.ROUGE.compute">(hezar.metrics.rouge.ROUGE method)</a>
+</li>
+          <li><a href="source/hezar.metrics.seqeval.html#hezar.metrics.seqeval.Seqeval.compute">(hezar.metrics.seqeval.Seqeval method)</a>
+</li>
+          <li><a href="source/hezar.metrics.wer.html#hezar.metrics.wer.WER.compute">(hezar.metrics.wer.WER method)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.compute_loss">compute_loss() (hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text method)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.crnn.crnn_image2text.html#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.compute_loss">(hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text method)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text.html#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.compute_loss">(hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text method)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.compute_loss">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text method)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.compute_loss">(hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text method)</a>
+</li>
+          <li><a href="source/hezar.models.model.html#hezar.models.model.Model.compute_loss">(hezar.models.model.Model method)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.compute_loss">(hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling method)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling.compute_loss">(hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling method)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.compute_loss">(hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling method)</a>
+</li>
+          <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.compute_loss">(hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition method)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.bert.bert_text_classification.html#hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.compute_loss">(hezar.models.text_classification.bert.bert_text_classification.BertTextClassification method)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.distilbert.distilbert_text_classification.html#hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification.compute_loss">(hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification method)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.roberta.roberta_text_classification.html#hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.compute_loss">(hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification method)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation.html#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.compute_loss">(hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration method)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.t5.t5_text_generation.html#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.compute_loss">(hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration method)</a>
+</li>
+          <li><a href="source/hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.compute_loss">(hezar.trainer.trainer.Trainer method)</a>
+</li>
+        </ul></li>
+    </ul></td>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.AudioClassificationMetricsHandler.compute_metrics">compute_metrics() (hezar.trainer.metrics_handlers.AudioClassificationMetricsHandler method)</a>
+
+        <ul>
+          <li><a href="source/hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.Image2TextMetricHandler.compute_metrics">(hezar.trainer.metrics_handlers.Image2TextMetricHandler method)</a>
+</li>
+          <li><a href="source/hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.MetricsHandler.compute_metrics">(hezar.trainer.metrics_handlers.MetricsHandler method)</a>
+</li>
+          <li><a href="source/hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.SequenceLabelingMetricsHandler.compute_metrics">(hezar.trainer.metrics_handlers.SequenceLabelingMetricsHandler method)</a>
+</li>
+          <li><a href="source/hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.SpeechRecognitionMetricsHandler.compute_metrics">(hezar.trainer.metrics_handlers.SpeechRecognitionMetricsHandler method)</a>
+</li>
+          <li><a href="source/hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.TextClassificationMetricsHandler.compute_metrics">(hezar.trainer.metrics_handlers.TextClassificationMetricsHandler method)</a>
+</li>
+          <li><a href="source/hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.TextGenerationMetricsHandler.compute_metrics">(hezar.trainer.metrics_handlers.TextGenerationMetricsHandler method)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.metrics.cer.html#hezar.metrics.cer.CERConfig.concatenate_texts">concatenate_texts (hezar.metrics.cer.CERConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.metrics.wer.html#hezar.metrics.wer.WERConfig.concatenate_texts">(hezar.metrics.wer.WERConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.configs.html#hezar.configs.Config">Config (class in hezar.configs)</a>
+</li>
+        <li><a href="source/hezar.registry.html#hezar.registry.Registry.config_class">config_class (hezar.registry.Registry attribute)</a>
+</li>
+        <li><a href="source/hezar.data.datasets.dataset.html#hezar.data.datasets.dataset.Dataset.config_filename">config_filename (hezar.data.datasets.dataset.Dataset attribute)</a>, <a href="source/hezar.data.datasets.dataset.html#id1">[1]</a>
+
+        <ul>
+          <li><a href="source/hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.config_filename">(hezar.embeddings.embedding.Embedding attribute)</a>
+</li>
+          <li><a href="source/hezar.models.model.html#hezar.models.model.Model.config_filename">(hezar.models.model.Model attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.audio_feature_extractor.html#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor.config_filename">(hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.configs.html#hezar.configs.Config.config_type">config_type (hezar.configs.Config attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.configs.html#hezar.configs.DatasetConfig.config_type">(hezar.configs.DatasetConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.configs.html#hezar.configs.EmbeddingConfig.config_type">(hezar.configs.EmbeddingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.configs.html#hezar.configs.MetricConfig.config_type">(hezar.configs.MetricConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.configs.html#hezar.configs.ModelConfig.config_type">(hezar.configs.ModelConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.configs.html#hezar.configs.PreprocessorConfig.config_type">(hezar.configs.PreprocessorConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.configs.html#hezar.configs.TrainerConfig.config_type">(hezar.configs.TrainerConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.constants.html#hezar.constants.ConfigType">ConfigType (class in hezar.constants)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.continuing_subword_prefix">continuing_subword_prefix (hezar.preprocessors.tokenizers.bpe.BPEConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.continuing_subword_prefix">(hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.continuing_subword_prefix">(hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.image2text.crnn.crnn_image2text.html#hezar.models.image2text.crnn.crnn_image2text.ConvBlock">ConvBlock (class in hezar.models.image2text.crnn.crnn_image2text)</a>
+</li>
+        <li><a href="source/hezar.utils.data_utils.html#hezar.utils.data_utils.convert_batch_dict_dtype">convert_batch_dict_dtype() (in module hezar.utils.data_utils)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.convert_ids_to_tokens">convert_ids_to_tokens() (hezar.preprocessors.tokenizers.tokenizer.Tokenizer method)</a>
+</li>
+        <li><a href="source/hezar.utils.image_utils.html#hezar.utils.image_utils.convert_image_type">convert_image_type() (in module hezar.utils.image_utils)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.convert_tokens_to_ids">convert_tokens_to_ids() (hezar.preprocessors.tokenizers.tokenizer.Tokenizer method)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.LRSchedulerType.COSINE_LR">COSINE_LR (hezar.constants.LRSchedulerType attribute)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.ConfigType.CRITERION">CRITERION (hezar.constants.ConfigType attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.constants.html#hezar.constants.RegistryType.CRITERION">(hezar.constants.RegistryType attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.model.html#hezar.models.model.Model.criterion">criterion (hezar.models.model.Model property)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.crnn.crnn_image2text.html#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text">CRNNImage2Text (class in hezar.models.image2text.crnn.crnn_image2text)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.crnn.crnn_image2text_config.html#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig">CRNNImage2TextConfig (class in hezar.models.image2text.crnn.crnn_image2text_config)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.LossType.CROSS_ENTROPY">CROSS_ENTROPY (hezar.constants.LossType attribute)</a>
+</li>
+        <li><a href="source/hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.CSVLogger">CSVLogger (class in hezar.trainer.trainer_utils)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.LossType.CTC">CTC (hezar.constants.LossType attribute)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.crnn.crnn_decode_utils.html#hezar.models.image2text.crnn.crnn_decode_utils.ctc_decode">ctc_decode() (in module hezar.models.image2text.crnn.crnn_decode_utils)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.Color.CYAN">CYAN (hezar.constants.Color attribute)</a>
+</li>
+    </ul></td>
+  </tr></table>
+</section>
+
+<section id="D" class="genindex-section">
+  <h2>D</h2>
+  <table style="width: 100%" class="indextable genindextable"><tr>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.d_ff">d_ff (hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.d_kv">d_kv (hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.d_model">d_model (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.d_model">(hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.data.datasets.dataset.html#hezar.data.datasets.dataset.Dataset">Dataset (class in hezar.data.datasets.dataset)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.ConfigType.DATASET">DATASET (hezar.constants.ConfigType attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.constants.html#hezar.constants.RegistryType.DATASET">(hezar.constants.RegistryType attribute)</a>
+</li>
+          <li><a href="source/hezar.constants.html#hezar.constants.RepoType.DATASET">(hezar.constants.RepoType attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.dataset_config_file">dataset_config_file (hezar.trainer.trainer.Trainer attribute)</a>
+</li>
+        <li><a href="source/hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastTextConfig.dataset_path">dataset_path (hezar.embeddings.fasttext.FastTextConfig attribute)</a>, <a href="source/hezar.embeddings.fasttext.html#id2">[1]</a>
+
+        <ul>
+          <li><a href="source/hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2VecConfig.dataset_path">(hezar.embeddings.word2vec.Word2VecConfig attribute)</a>, <a href="source/hezar.embeddings.word2vec.html#id2">[1]</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.configs.html#hezar.configs.DatasetConfig">DatasetConfig (class in hezar.configs)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.Backends.DATASETS">DATASETS (hezar.constants.Backends attribute)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer.decode">decode() (hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer method)</a>
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.decode">(hezar.preprocessors.tokenizers.tokenizer.Tokenizer method)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.BeitRobertaImage2TextConfig.decoder">decoder (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.BeitRobertaImage2TextConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.TrOCRImage2TextConfig.decoder">(hezar.models.image2text.trocr.trocr_image2text_config.TrOCRImage2TextConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.ViTGPT2Image2TextConfig.decoder">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.ViTGPT2Image2TextConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.decoder">(hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text property)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.ViTRobertaImage2TextConfig.decoder">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.ViTRobertaImage2TextConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.decoder">(hezar.preprocessors.tokenizers.tokenizer.Tokenizer property)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.decoder_attention_heads">decoder_attention_heads (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.decoder_ffn_dim">decoder_ffn_dim (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.decoder_layerdrop">decoder_layerdrop (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.decoder_layers">decoder_layers (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.decoder_start_token_id">decoder_start_token_id (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.decoder_start_token_id">(hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.decoder_start_token_id">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.decoder_start_token_id">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.decoder_start_token_id">(hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.decoder_start_token_id">(hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.decoder_start_token_id">(hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig">DecoderConfig (class in hezar.models.image2text.beit_roberta.beit_roberta_image2text_config)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig">(class in hezar.models.image2text.trocr.trocr_image2text_config)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig">(class in hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig">(class in hezar.models.image2text.vit_roberta.vit_roberta_image2text_config)</a>
+</li>
+        </ul></li>
+    </ul></td>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.default_lr_scheduler">default_lr_scheduler (hezar.trainer.trainer.Trainer attribute)</a>
+</li>
+        <li><a href="source/hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.default_optimizer">default_optimizer (hezar.trainer.trainer.Trainer attribute)</a>
+</li>
+        <li><a href="source/hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.default_trainer_state_file">default_trainer_state_file (hezar.trainer.trainer.Trainer attribute)</a>
+</li>
+        <li><a href="source/hezar.registry.html#hezar.registry.Registry.description">description (hezar.registry.Registry attribute)</a>
+</li>
+        <li><a href="source/hezar.configs.html#hezar.configs.TrainerConfig.device">device (hezar.configs.TrainerConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.model.html#hezar.models.model.Model.device">(hezar.models.model.Model property)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.configs.html#hezar.configs.Config.dict">dict() (hezar.configs.Config method)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.model_outputs.html#hezar.models.model_outputs.ModelOutput.dict">(hezar.models.model_outputs.ModelOutput method)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.backbone.distilbert.distilbert_config.html#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.dim">dim (hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.dim">(hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.dim">(hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.backbone.distilbert.distilbert.html#hezar.models.backbone.distilbert.distilbert.DistilBERT">DistilBERT (class in hezar.models.backbone.distilbert.distilbert)</a>
+</li>
+        <li><a href="source/hezar.models.backbone.distilbert.distilbert_config.html#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig">DistilBERTConfig (class in hezar.models.backbone.distilbert.distilbert_config)</a>
+</li>
+        <li><a href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling">DistilBertSequenceLabeling (class in hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling)</a>
+</li>
+        <li><a href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig">DistilBertSequenceLabelingConfig (class in hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config)</a>
+</li>
+        <li><a href="source/hezar.models.text_classification.distilbert.distilbert_text_classification.html#hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification">DistilBertTextClassification (class in hezar.models.text_classification.distilbert.distilbert_text_classification)</a>
+</li>
+        <li><a href="source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig">DistilBertTextClassificationConfig (class in hezar.models.text_classification.distilbert.distilbert_text_classification_config)</a>
+</li>
+        <li><a href="source/hezar.configs.html#hezar.configs.TrainerConfig.distributed">distributed (hezar.configs.TrainerConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.doesnt_match">doesnt_match() (hezar.embeddings.embedding.Embedding method)</a>
+
+        <ul>
+          <li><a href="source/hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastText.doesnt_match">(hezar.embeddings.fasttext.FastText method)</a>
+</li>
+          <li><a href="source/hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2Vec.doesnt_match">(hezar.embeddings.word2vec.Word2Vec method)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.drop_path_rate">drop_path_rate (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.backbone.distilbert.distilbert_config.html#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.dropout">dropout (hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.dropout">(hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.dropout">(hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.dropout">(hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.dropout">(hezar.preprocessors.tokenizers.bpe.BPEConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.dropout">(hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.dropout">(hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.dropout_rate">dropout_rate (hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute)</a>
+</li>
+    </ul></td>
+  </tr></table>
+</section>
+
+<section id="E" class="genindex-section">
+  <h2>E</h2>
+  <table style="width: 100%" class="indextable genindextable"><tr>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.early_stopping">early_stopping (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.early_stopping">(hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.early_stopping">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.early_stopping">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.early_stopping">(hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.embd_pdrop">embd_pdrop (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.embd_pdrop">(hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding">Embedding (class in hezar.embeddings.embedding)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.ConfigType.EMBEDDING">EMBEDDING (hezar.constants.ConfigType attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.constants.html#hezar.constants.RegistryType.EMBEDDING">(hezar.constants.RegistryType attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.configs.html#hezar.configs.EmbeddingConfig">EmbeddingConfig (class in hezar.configs)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.enable_padding">enable_padding() (hezar.preprocessors.tokenizers.tokenizer.Tokenizer method)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.enable_truncation">enable_truncation() (hezar.preprocessors.tokenizers.tokenizer.Tokenizer method)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.encode">encode() (hezar.preprocessors.tokenizers.tokenizer.Tokenizer method)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.BeitRobertaImage2TextConfig.encoder">encoder (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.BeitRobertaImage2TextConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.TrOCRImage2TextConfig.encoder">(hezar.models.image2text.trocr.trocr_image2text_config.TrOCRImage2TextConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.ViTGPT2Image2TextConfig.encoder">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.ViTGPT2Image2TextConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.encoder">(hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text property)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.ViTRobertaImage2TextConfig.encoder">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.ViTRobertaImage2TextConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.encoder_attention_heads">encoder_attention_heads (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.encoder_ffn_dim">encoder_ffn_dim (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.encoder_layerdrop">encoder_layerdrop (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.encoder_layers">encoder_layers (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.backbone.vit.vit_config.html#hezar.models.backbone.vit.vit_config.ViTConfig.encoder_stride">encoder_stride (hezar.models.backbone.vit.vit_config.ViTConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.encoder_stride">(hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.encoder_stride">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.encoder_stride">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig">EncoderConfig (class in hezar.models.image2text.beit_roberta.beit_roberta_image2text_config)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig">(class in hezar.models.image2text.trocr.trocr_image2text_config)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig">(class in hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig">(class in hezar.models.image2text.vit_roberta.vit_roberta_image2text_config)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.model_outputs.html#hezar.models.model_outputs.SequenceLabelingOutput.end">end (hezar.models.model_outputs.SequenceLabelingOutput attribute)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.end_of_word_suffix">end_of_word_suffix (hezar.preprocessors.tokenizers.bpe.BPEConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.end_of_word_suffix">(hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.end_of_word_suffix">(hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute)</a>
+</li>
+        </ul></li>
+    </ul></td>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.eos_token">eos_token (hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.eos_token">(hezar.preprocessors.tokenizers.bpe.BPEConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.eos_token">(hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.eos_token">(hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.eos_token">(hezar.preprocessors.tokenizers.tokenizer.Tokenizer property)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.eos_token">(hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.eos_token_id">eos_token_id (hezar.models.backbone.roberta.roberta_config.RoBERTaConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.eos_token_id">(hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.eos_token_id">(hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.eos_token_id">(hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.eos_token_id">(hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.eos_token_id">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.eos_token_id">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.eos_token_id">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.eos_token_id">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.eos_token_id">(hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.eos_token_id">(hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.eos_token_id">(hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.eos_token_id">(hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.eos_token_id">(hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.eos_token_id">(hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.eos_token_id">(hezar.preprocessors.tokenizers.tokenizer.Tokenizer property)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.TrainerState.epoch">epoch (hezar.trainer.trainer_utils.TrainerState attribute)</a>
+</li>
+        <li><a href="source/hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastTextConfig.epochs">epochs (hezar.embeddings.fasttext.FastTextConfig attribute)</a>, <a href="source/hezar.embeddings.fasttext.html#id3">[1]</a>
+
+        <ul>
+          <li><a href="source/hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2VecConfig.epochs">(hezar.embeddings.word2vec.Word2VecConfig attribute)</a>, <a href="source/hezar.embeddings.word2vec.html#id3">[1]</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.constants.html#hezar.constants.SplitType.EVAL">EVAL (hezar.constants.SplitType attribute)</a>
+</li>
+        <li><a href="source/hezar.configs.html#hezar.configs.TrainerConfig.eval_batch_size">eval_batch_size (hezar.configs.TrainerConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.Backends.EVALUATE">EVALUATE (hezar.constants.Backends attribute)</a>
+</li>
+        <li><a href="source/hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.evaluate">evaluate() (hezar.trainer.trainer.Trainer method)</a>
+</li>
+        <li><a href="source/hezar.configs.html#hezar.configs.TrainerConfig.evaluate_with_generate">evaluate_with_generate (hezar.configs.TrainerConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.evaluation_step">evaluation_step() (hezar.trainer.trainer.Trainer method)</a>
+</li>
+        <li><a href="source/hezar.utils.common_utils.html#hezar.utils.common_utils.exec_timer">exec_timer (class in hezar.utils.common_utils)</a>
+</li>
+        <li><a href="source/hezar.utils.hub_utils.html#hezar.utils.hub_utils.exists_in_cache">exists_in_cache() (in module hezar.utils.hub_utils)</a>
+</li>
+        <li><a href="source/hezar.utils.hub_utils.html#hezar.utils.hub_utils.exists_on_hub">exists_on_hub() (in module hezar.utils.hub_utils)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.ExplicitEnum">ExplicitEnum (class in hezar.constants)</a>
+</li>
+    </ul></td>
+  </tr></table>
+</section>
+
+<section id="F" class="genindex-section">
+  <h2>F</h2>
+  <table style="width: 100%" class="indextable genindextable"><tr>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.metrics.f1.html#hezar.metrics.f1.F1">F1 (class in hezar.metrics.f1)</a>
+
+        <ul>
+          <li><a href="source/hezar.constants.html#hezar.constants.MetricType.F1">(hezar.constants.MetricType attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.metrics.f1.html#hezar.metrics.f1.F1Config">F1Config (class in hezar.metrics.f1)</a>
+</li>
+        <li><a href="source/hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastText">FastText (class in hezar.embeddings.fasttext)</a>
+</li>
+        <li><a href="source/hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastTextConfig">FastTextConfig (class in hezar.embeddings.fasttext)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.feature_extractor_name">feature_extractor_name (hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition attribute)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.feature_size">feature_size (hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.audio_feature_extractor.html#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig.feature_size">(hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.feed_forward_proj">feed_forward_proj (hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.filename">filename (hezar.embeddings.embedding.Embedding attribute)</a>
+</li>
+        <li><a href="source/hezar.utils.image_utils.html#hezar.utils.image_utils.find_channels_axis_side">find_channels_axis_side() (in module hezar.utils.image_utils)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.ChannelsAxisSide.FIRST">FIRST (hezar.constants.ChannelsAxisSide attribute)</a>
+</li>
+        <li><a href="source/hezar.utils.data_utils.html#hezar.utils.data_utils.flatten_dict">flatten_dict() (in module hezar.utils.data_utils)</a>
+</li>
+        <li><a href="source/hezar.models.backbone.bert.bert.html#hezar.models.backbone.bert.bert.BERT.forward">forward() (hezar.models.backbone.bert.bert.BERT method)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.backbone.distilbert.distilbert.html#hezar.models.backbone.distilbert.distilbert.DistilBERT.forward">(hezar.models.backbone.distilbert.distilbert.DistilBERT method)</a>
+</li>
+          <li><a href="source/hezar.models.backbone.roberta.roberta.html#hezar.models.backbone.roberta.roberta.RoBERTa.forward">(hezar.models.backbone.roberta.roberta.RoBERTa method)</a>
+</li>
+          <li><a href="source/hezar.models.backbone.vit.vit.html#hezar.models.backbone.vit.vit.ViT.forward">(hezar.models.backbone.vit.vit.ViT method)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.forward">(hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text method)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.crnn.crnn_image2text.html#hezar.models.image2text.crnn.crnn_image2text.ConvBlock.forward">(hezar.models.image2text.crnn.crnn_image2text.ConvBlock method)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.crnn.crnn_image2text.html#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.forward">(hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text method)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text.html#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.forward">(hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text method)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.forward">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text method)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.forward">(hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text method)</a>
+</li>
+          <li><a href="source/hezar.models.model.html#hezar.models.model.Model.forward">(hezar.models.model.Model method)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.forward">(hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling method)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling.forward">(hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling method)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaClassificationHead.forward">(hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaClassificationHead method)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.forward">(hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling method)</a>
+</li>
+          <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.forward">(hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition method)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.bert.bert_text_classification.html#hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.forward">(hezar.models.text_classification.bert.bert_text_classification.BertTextClassification method)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.distilbert.distilbert_text_classification.html#hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification.forward">(hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification method)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.roberta.roberta_text_classification.html#hezar.models.text_classification.roberta.roberta_text_classification.RobertaClassificationHead.forward">(hezar.models.text_classification.roberta.roberta_text_classification.RobertaClassificationHead method)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.roberta.roberta_text_classification.html#hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.forward">(hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification method)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation.html#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.forward">(hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration method)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.t5.t5_text_generation.html#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.forward">(hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration method)</a>
+</li>
+          <li><a href="source/hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.forward">(hezar.trainer.trainer.Trainer method)</a>
+</li>
+        </ul></li>
+    </ul></td>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.constants.html#hezar.constants.PrecisionType.FP16">FP16 (hezar.constants.PrecisionType attribute)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.PrecisionType.FP8">FP8 (hezar.constants.PrecisionType attribute)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.freeze_encoder">freeze_encoder() (hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition method)</a>
+</li>
+        <li><a href="source/hezar.configs.html#hezar.configs.Config.from_dict">from_dict() (hezar.configs.Config class method)</a>
+</li>
+        <li><a href="source/hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.from_file">from_file() (hezar.embeddings.embedding.Embedding method)</a>
+
+        <ul>
+          <li><a href="source/hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastText.from_file">(hezar.embeddings.fasttext.FastText method)</a>
+</li>
+          <li><a href="source/hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2Vec.from_file">(hezar.embeddings.word2vec.Word2Vec method)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.from_file">(hezar.preprocessors.tokenizers.tokenizer.Tokenizer static method)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.fuse_unk">fuse_unk (hezar.preprocessors.tokenizers.bpe.BPEConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.fuse_unk">(hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.fuse_unk">(hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute)</a>
+</li>
+        </ul></li>
+    </ul></td>
+  </tr></table>
+</section>
+
+<section id="G" class="genindex-section">
+  <h2>G</h2>
+  <table style="width: 100%" class="indextable genindextable"><tr>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.constants.html#hezar.constants.LossType.GAUSSIAN_NLL">GAUSSIAN_NLL (hezar.constants.LossType attribute)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.generate">generate() (hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text method)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.crnn.crnn_image2text.html#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.generate">(hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text method)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text.html#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.generate">(hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text method)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.generate">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text method)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.generate">(hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text method)</a>
+</li>
+          <li><a href="source/hezar.models.model.html#hezar.models.model.Model.generate">(hezar.models.model.Model method)</a>
+</li>
+          <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.generate">(hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition method)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation.html#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.generate">(hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration method)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.t5.t5_text_generation.html#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.generate">(hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration method)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.BeitRobertaImage2TextConfig.generation">generation (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.BeitRobertaImage2TextConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.TrOCRImage2TextConfig.generation">(hezar.models.image2text.trocr.trocr_image2text_config.TrOCRImage2TextConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.ViTGPT2Image2TextConfig.generation">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.ViTGPT2Image2TextConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.ViTRobertaImage2TextConfig.generation">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.ViTRobertaImage2TextConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.generation">(hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig">GenerationConfig (class in hezar.models.image2text.beit_roberta.beit_roberta_image2text_config)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig">(class in hezar.models.image2text.trocr.trocr_image2text_config)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig">(class in hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig">(class in hezar.models.image2text.vit_roberta.vit_roberta_image2text_config)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig">(class in hezar.models.text_generation.gpt2.gpt2_text_generation_config)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.constants.html#hezar.constants.Backends.GENSIM">GENSIM (hezar.constants.Backends attribute)</a>
+</li>
+        <li><a href="source/hezar.configs.html#hezar.configs.Config.get">get() (hezar.configs.Config method)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.get_added_vocab">get_added_vocab() (hezar.preprocessors.tokenizers.tokenizer.Tokenizer method)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.get_decoder">get_decoder() (hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition method)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer.get_decoder_prompt_ids">get_decoder_prompt_ids() (hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer method)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.get_encoder">get_encoder() (hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition method)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.get_input_embeddings">get_input_embeddings() (hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition method)</a>
+</li>
+        <li><a href="source/hezar.utils.integration_utils.html#hezar.utils.integration_utils.get_lib_version">get_lib_version() (in module hezar.utils.integration_utils)</a>
+</li>
+        <li><a href="source/hezar.utils.hub_utils.html#hezar.utils.hub_utils.get_local_cache_path">get_local_cache_path() (in module hezar.utils.hub_utils)</a>
+</li>
+        <li><a href="source/hezar.utils.registry_utils.html#hezar.utils.registry_utils.get_module_class">get_module_class() (in module hezar.utils.registry_utils)</a>
+</li>
+    </ul></td>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.utils.registry_utils.html#hezar.utils.registry_utils.get_module_config_class">get_module_config_class() (in module hezar.utils.registry_utils)</a>
+</li>
+        <li><a href="source/hezar.utils.data_utils.html#hezar.utils.data_utils.get_non_numeric_keys">get_non_numeric_keys() (in module hezar.utils.data_utils)</a>
+</li>
+        <li><a href="source/hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.get_normed_vectors">get_normed_vectors() (hezar.embeddings.embedding.Embedding method)</a>
+
+        <ul>
+          <li><a href="source/hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastText.get_normed_vectors">(hezar.embeddings.fasttext.FastText method)</a>
+</li>
+          <li><a href="source/hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2Vec.get_normed_vectors">(hezar.embeddings.word2vec.Word2Vec method)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.get_output_embeddings">get_output_embeddings() (hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition method)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer.get_prompt_ids">get_prompt_ids() (hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer method)</a>
+</li>
+        <li><a href="source/hezar.utils.registry_utils.html#hezar.utils.registry_utils.get_registry_key_by_module_class">get_registry_key_by_module_class() (in module hezar.utils.registry_utils)</a>
+</li>
+        <li><a href="source/hezar.utils.registry_utils.html#hezar.utils.registry_utils.get_registry_point">get_registry_point() (in module hezar.utils.registry_utils)</a>
+</li>
+        <li><a href="source/hezar.utils.hub_utils.html#hezar.utils.hub_utils.get_state_dict_from_hub">get_state_dict_from_hub() (in module hezar.utils.hub_utils)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.get_tokens_from_offsets">get_tokens_from_offsets() (hezar.preprocessors.tokenizers.tokenizer.Tokenizer method)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.get_vocab">get_vocab() (hezar.preprocessors.tokenizers.tokenizer.Tokenizer method)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.get_vocab_size">get_vocab_size() (hezar.preprocessors.tokenizers.tokenizer.Tokenizer method)</a>
+</li>
+        <li><a href="source/hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.TrainerState.global_step">global_step (hezar.trainer.trainer_utils.TrainerState attribute)</a>
+</li>
+        <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation.html#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration">GPT2TextGeneration (class in hezar.models.text_generation.gpt2.gpt2_text_generation)</a>
+</li>
+        <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig">GPT2TextGenerationConfig (class in hezar.models.text_generation.gpt2.gpt2_text_generation_config)</a>
+</li>
+        <li><a href="source/hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.gradient_checkpointing">gradient_checkpointing (hezar.models.backbone.roberta.roberta_config.RoBERTaConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.gradient_checkpointing">(hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.gradient_checkpointing">(hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.gradient_checkpointing">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.gradient_checkpointing">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.gradient_checkpointing">(hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.gradient_checkpointing">(hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.gradient_checkpointing">(hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessorConfig.gray_scale">gray_scale (hezar.preprocessors.image_processor.ImageProcessorConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.utils.image_utils.html#hezar.utils.image_utils.gray_scale_image">gray_scale_image() (in module hezar.utils.image_utils)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.crnn.crnn_decode_utils.html#hezar.models.image2text.crnn.crnn_decode_utils.greedy_decode">greedy_decode() (in module hezar.models.image2text.crnn.crnn_decode_utils)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.Color.GREEN">GREEN (hezar.constants.Color attribute)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.Color.GREY">GREY (hezar.constants.Color attribute)</a>
+</li>
+        <li><a href="source/hezar.utils.file_utils.html#hezar.utils.file_utils.gunzip">gunzip() (in module hezar.utils.file_utils)</a>
+</li>
+    </ul></td>
+  </tr></table>
+</section>
+
+<section id="H" class="genindex-section">
+  <h2>H</h2>
+  <table style="width: 100%" class="indextable genindextable"><tr>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.constants.html#hezar.constants.Color.HEADER">HEADER (hezar.constants.Color attribute)</a>
+</li>
+        <li><a href="source/hezar.utils.audio_utils.html#hezar.utils.audio_utils.hertz_to_mel">hertz_to_mel() (in module hezar.utils.audio_utils)</a>
+</li>
+        <li>
+    hezar
+
+        <ul>
+          <li><a href="source/hezar.html#module-hezar">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.builders
+
+        <ul>
+          <li><a href="source/hezar.builders.html#module-hezar.builders">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.configs
+
+        <ul>
+          <li><a href="source/hezar.configs.html#module-hezar.configs">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.constants
+
+        <ul>
+          <li><a href="source/hezar.constants.html#module-hezar.constants">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.data
+
+        <ul>
+          <li><a href="source/hezar.data.html#module-hezar.data">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.data.data_collators
+
+        <ul>
+          <li><a href="source/hezar.data.data_collators.html#module-hezar.data.data_collators">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.data.datasets
+
+        <ul>
+          <li><a href="source/hezar.data.datasets.html#module-hezar.data.datasets">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.data.datasets.dataset
+
+        <ul>
+          <li><a href="source/hezar.data.datasets.dataset.html#module-hezar.data.datasets.dataset">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.data.datasets.image_captioning_dataset
+
+        <ul>
+          <li><a href="source/hezar.data.datasets.image_captioning_dataset.html#module-hezar.data.datasets.image_captioning_dataset">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.data.datasets.ocr_dataset
+
+        <ul>
+          <li><a href="source/hezar.data.datasets.ocr_dataset.html#module-hezar.data.datasets.ocr_dataset">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.data.datasets.sequence_labeling_dataset
+
+        <ul>
+          <li><a href="source/hezar.data.datasets.sequence_labeling_dataset.html#module-hezar.data.datasets.sequence_labeling_dataset">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.data.datasets.text_classification_dataset
+
+        <ul>
+          <li><a href="source/hezar.data.datasets.text_classification_dataset.html#module-hezar.data.datasets.text_classification_dataset">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.data.datasets.text_summarization_dataset
+
+        <ul>
+          <li><a href="source/hezar.data.datasets.text_summarization_dataset.html#module-hezar.data.datasets.text_summarization_dataset">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.embeddings
+
+        <ul>
+          <li><a href="source/hezar.embeddings.html#module-hezar.embeddings">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.embeddings.embedding
+
+        <ul>
+          <li><a href="source/hezar.embeddings.embedding.html#module-hezar.embeddings.embedding">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.embeddings.fasttext
+
+        <ul>
+          <li><a href="source/hezar.embeddings.fasttext.html#module-hezar.embeddings.fasttext">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.embeddings.word2vec
+
+        <ul>
+          <li><a href="source/hezar.embeddings.word2vec.html#module-hezar.embeddings.word2vec">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.metrics
+
+        <ul>
+          <li><a href="source/hezar.metrics.html#module-hezar.metrics">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.metrics.accuracy
+
+        <ul>
+          <li><a href="source/hezar.metrics.accuracy.html#module-hezar.metrics.accuracy">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.metrics.bleu
+
+        <ul>
+          <li><a href="source/hezar.metrics.bleu.html#module-hezar.metrics.bleu">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.metrics.cer
+
+        <ul>
+          <li><a href="source/hezar.metrics.cer.html#module-hezar.metrics.cer">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.metrics.f1
+
+        <ul>
+          <li><a href="source/hezar.metrics.f1.html#module-hezar.metrics.f1">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.metrics.metric
+
+        <ul>
+          <li><a href="source/hezar.metrics.metric.html#module-hezar.metrics.metric">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.metrics.precision
+
+        <ul>
+          <li><a href="source/hezar.metrics.precision.html#module-hezar.metrics.precision">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.metrics.recall
+
+        <ul>
+          <li><a href="source/hezar.metrics.recall.html#module-hezar.metrics.recall">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.metrics.rouge
+
+        <ul>
+          <li><a href="source/hezar.metrics.rouge.html#module-hezar.metrics.rouge">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.metrics.seqeval
+
+        <ul>
+          <li><a href="source/hezar.metrics.seqeval.html#module-hezar.metrics.seqeval">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.metrics.wer
+
+        <ul>
+          <li><a href="source/hezar.metrics.wer.html#module-hezar.metrics.wer">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models
+
+        <ul>
+          <li><a href="source/hezar.models.html#module-hezar.models">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.backbone
+
+        <ul>
+          <li><a href="source/hezar.models.backbone.html#module-hezar.models.backbone">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.backbone.bert
+
+        <ul>
+          <li><a href="source/hezar.models.backbone.bert.html#module-hezar.models.backbone.bert">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.backbone.bert.bert
+
+        <ul>
+          <li><a href="source/hezar.models.backbone.bert.bert.html#module-hezar.models.backbone.bert.bert">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.backbone.bert.bert_config
+
+        <ul>
+          <li><a href="source/hezar.models.backbone.bert.bert_config.html#module-hezar.models.backbone.bert.bert_config">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.backbone.distilbert
+
+        <ul>
+          <li><a href="source/hezar.models.backbone.distilbert.html#module-hezar.models.backbone.distilbert">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.backbone.distilbert.distilbert
+
+        <ul>
+          <li><a href="source/hezar.models.backbone.distilbert.distilbert.html#module-hezar.models.backbone.distilbert.distilbert">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.backbone.distilbert.distilbert_config
+
+        <ul>
+          <li><a href="source/hezar.models.backbone.distilbert.distilbert_config.html#module-hezar.models.backbone.distilbert.distilbert_config">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.backbone.roberta
+
+        <ul>
+          <li><a href="source/hezar.models.backbone.roberta.html#module-hezar.models.backbone.roberta">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.backbone.roberta.roberta
+
+        <ul>
+          <li><a href="source/hezar.models.backbone.roberta.roberta.html#module-hezar.models.backbone.roberta.roberta">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.backbone.roberta.roberta_config
+
+        <ul>
+          <li><a href="source/hezar.models.backbone.roberta.roberta_config.html#module-hezar.models.backbone.roberta.roberta_config">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.backbone.vit
+
+        <ul>
+          <li><a href="source/hezar.models.backbone.vit.html#module-hezar.models.backbone.vit">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.backbone.vit.vit
+
+        <ul>
+          <li><a href="source/hezar.models.backbone.vit.vit.html#module-hezar.models.backbone.vit.vit">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.backbone.vit.vit_config
+
+        <ul>
+          <li><a href="source/hezar.models.backbone.vit.vit_config.html#module-hezar.models.backbone.vit.vit_config">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.image2text
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.html#module-hezar.models.image2text">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.image2text.beit_roberta
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.beit_roberta.html#module-hezar.models.image2text.beit_roberta">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.image2text.beit_roberta.beit_roberta_image2text
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text.html#module-hezar.models.image2text.beit_roberta.beit_roberta_image2text">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.image2text.beit_roberta.beit_roberta_image2text_config
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#module-hezar.models.image2text.beit_roberta.beit_roberta_image2text_config">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.image2text.crnn
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.crnn.html#module-hezar.models.image2text.crnn">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.image2text.crnn.crnn_decode_utils
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.crnn.crnn_decode_utils.html#module-hezar.models.image2text.crnn.crnn_decode_utils">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.image2text.crnn.crnn_image2text
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.crnn.crnn_image2text.html#module-hezar.models.image2text.crnn.crnn_image2text">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.image2text.crnn.crnn_image2text_config
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.crnn.crnn_image2text_config.html#module-hezar.models.image2text.crnn.crnn_image2text_config">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.image2text.trocr
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.trocr.html#module-hezar.models.image2text.trocr">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.image2text.trocr.trocr_image2text
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text.html#module-hezar.models.image2text.trocr.trocr_image2text">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.image2text.trocr.trocr_image2text_config
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#module-hezar.models.image2text.trocr.trocr_image2text_config">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.image2text.vit_gpt2
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.html#module-hezar.models.image2text.vit_gpt2">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.image2text.vit_gpt2.vit_gpt2_image2text
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html#module-hezar.models.image2text.vit_gpt2.vit_gpt2_image2text">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#module-hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.image2text.vit_roberta
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.vit_roberta.html#module-hezar.models.image2text.vit_roberta">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.image2text.vit_roberta.vit_roberta_image2text
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text.html#module-hezar.models.image2text.vit_roberta.vit_roberta_image2text">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.image2text.vit_roberta.vit_roberta_image2text_config
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#module-hezar.models.image2text.vit_roberta.vit_roberta_image2text_config">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.model
+
+        <ul>
+          <li><a href="source/hezar.models.model.html#module-hezar.models.model">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.model_outputs
+
+        <ul>
+          <li><a href="source/hezar.models.model_outputs.html#module-hezar.models.model_outputs">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.sequence_labeling
+
+        <ul>
+          <li><a href="source/hezar.models.sequence_labeling.html#module-hezar.models.sequence_labeling">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.sequence_labeling.bert
+
+        <ul>
+          <li><a href="source/hezar.models.sequence_labeling.bert.html#module-hezar.models.sequence_labeling.bert">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.sequence_labeling.bert.bert_sequence_labeling
+
+        <ul>
+          <li><a href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html#module-hezar.models.sequence_labeling.bert.bert_sequence_labeling">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.sequence_labeling.bert.bert_sequence_labeling_config
+
+        <ul>
+          <li><a href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#module-hezar.models.sequence_labeling.bert.bert_sequence_labeling_config">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.sequence_labeling.distilbert
+
+        <ul>
+          <li><a href="source/hezar.models.sequence_labeling.distilbert.html#module-hezar.models.sequence_labeling.distilbert">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling
+
+        <ul>
+          <li><a href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html#module-hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config
+
+        <ul>
+          <li><a href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#module-hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.sequence_labeling.roberta
+
+        <ul>
+          <li><a href="source/hezar.models.sequence_labeling.roberta.html#module-hezar.models.sequence_labeling.roberta">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.sequence_labeling.roberta.roberta_sequence_labeling
+
+        <ul>
+          <li><a href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html#module-hezar.models.sequence_labeling.roberta.roberta_sequence_labeling">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config
+
+        <ul>
+          <li><a href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#module-hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.speech_recognition
+
+        <ul>
+          <li><a href="source/hezar.models.speech_recognition.html#module-hezar.models.speech_recognition">module</a>
+</li>
+        </ul></li>
+    </ul></td>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li>
+    hezar.models.speech_recognition.whisper
+
+        <ul>
+          <li><a href="source/hezar.models.speech_recognition.whisper.html#module-hezar.models.speech_recognition.whisper">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.speech_recognition.whisper.whisper_feature_extractor
+
+        <ul>
+          <li><a href="source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html#module-hezar.models.speech_recognition.whisper.whisper_feature_extractor">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.speech_recognition.whisper.whisper_speech_recognition
+
+        <ul>
+          <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#module-hezar.models.speech_recognition.whisper.whisper_speech_recognition">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.speech_recognition.whisper.whisper_speech_recognition_config
+
+        <ul>
+          <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#module-hezar.models.speech_recognition.whisper.whisper_speech_recognition_config">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.speech_recognition.whisper.whisper_tokenizer
+
+        <ul>
+          <li><a href="source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html#module-hezar.models.speech_recognition.whisper.whisper_tokenizer">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.text_classification
+
+        <ul>
+          <li><a href="source/hezar.models.text_classification.html#module-hezar.models.text_classification">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.text_classification.bert
+
+        <ul>
+          <li><a href="source/hezar.models.text_classification.bert.html#module-hezar.models.text_classification.bert">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.text_classification.bert.bert_text_classification
+
+        <ul>
+          <li><a href="source/hezar.models.text_classification.bert.bert_text_classification.html#module-hezar.models.text_classification.bert.bert_text_classification">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.text_classification.bert.bert_text_classification_config
+
+        <ul>
+          <li><a href="source/hezar.models.text_classification.bert.bert_text_classification_config.html#module-hezar.models.text_classification.bert.bert_text_classification_config">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.text_classification.distilbert
+
+        <ul>
+          <li><a href="source/hezar.models.text_classification.distilbert.html#module-hezar.models.text_classification.distilbert">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.text_classification.distilbert.distilbert_text_classification
+
+        <ul>
+          <li><a href="source/hezar.models.text_classification.distilbert.distilbert_text_classification.html#module-hezar.models.text_classification.distilbert.distilbert_text_classification">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.text_classification.distilbert.distilbert_text_classification_config
+
+        <ul>
+          <li><a href="source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#module-hezar.models.text_classification.distilbert.distilbert_text_classification_config">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.text_classification.roberta
+
+        <ul>
+          <li><a href="source/hezar.models.text_classification.roberta.html#module-hezar.models.text_classification.roberta">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.text_classification.roberta.roberta_text_classification
+
+        <ul>
+          <li><a href="source/hezar.models.text_classification.roberta.roberta_text_classification.html#module-hezar.models.text_classification.roberta.roberta_text_classification">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.text_classification.roberta.roberta_text_classification_config
+
+        <ul>
+          <li><a href="source/hezar.models.text_classification.roberta.roberta_text_classification_config.html#module-hezar.models.text_classification.roberta.roberta_text_classification_config">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.text_embedding
+
+        <ul>
+          <li><a href="source/hezar.models.text_embedding.html#module-hezar.models.text_embedding">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.text_generation
+
+        <ul>
+          <li><a href="source/hezar.models.text_generation.html#module-hezar.models.text_generation">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.text_generation.gpt2
+
+        <ul>
+          <li><a href="source/hezar.models.text_generation.gpt2.html#module-hezar.models.text_generation.gpt2">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.text_generation.gpt2.gpt2_text_generation
+
+        <ul>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation.html#module-hezar.models.text_generation.gpt2.gpt2_text_generation">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.text_generation.gpt2.gpt2_text_generation_config
+
+        <ul>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#module-hezar.models.text_generation.gpt2.gpt2_text_generation_config">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.text_generation.t5
+
+        <ul>
+          <li><a href="source/hezar.models.text_generation.t5.html#module-hezar.models.text_generation.t5">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.text_generation.t5.t5_text_generation
+
+        <ul>
+          <li><a href="source/hezar.models.text_generation.t5.t5_text_generation.html#module-hezar.models.text_generation.t5.t5_text_generation">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.models.text_generation.t5.t5_text_generation_config
+
+        <ul>
+          <li><a href="source/hezar.models.text_generation.t5.t5_text_generation_config.html#module-hezar.models.text_generation.t5.t5_text_generation_config">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.preprocessors
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.html#module-hezar.preprocessors">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.preprocessors.audio_feature_extractor
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.audio_feature_extractor.html#module-hezar.preprocessors.audio_feature_extractor">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.preprocessors.image_processor
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.image_processor.html#module-hezar.preprocessors.image_processor">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.preprocessors.preprocessor
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.preprocessor.html#module-hezar.preprocessors.preprocessor">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.preprocessors.text_normalizer
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.text_normalizer.html#module-hezar.preprocessors.text_normalizer">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.preprocessors.tokenizers
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.tokenizers.html#module-hezar.preprocessors.tokenizers">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.preprocessors.tokenizers.bpe
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.tokenizers.bpe.html#module-hezar.preprocessors.tokenizers.bpe">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.preprocessors.tokenizers.sentencepiece_bpe
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html#module-hezar.preprocessors.tokenizers.sentencepiece_bpe">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.preprocessors.tokenizers.sentencepiece_unigram
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html#module-hezar.preprocessors.tokenizers.sentencepiece_unigram">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.preprocessors.tokenizers.tokenizer
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#module-hezar.preprocessors.tokenizers.tokenizer">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.preprocessors.tokenizers.wordpiece
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.tokenizers.wordpiece.html#module-hezar.preprocessors.tokenizers.wordpiece">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.registry
+
+        <ul>
+          <li><a href="source/hezar.registry.html#module-hezar.registry">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.trainer
+
+        <ul>
+          <li><a href="source/hezar.trainer.html#module-hezar.trainer">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.trainer.metrics_handlers
+
+        <ul>
+          <li><a href="source/hezar.trainer.metrics_handlers.html#module-hezar.trainer.metrics_handlers">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.trainer.trainer
+
+        <ul>
+          <li><a href="source/hezar.trainer.trainer.html#module-hezar.trainer.trainer">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.trainer.trainer_utils
+
+        <ul>
+          <li><a href="source/hezar.trainer.trainer_utils.html#module-hezar.trainer.trainer_utils">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.utils
+
+        <ul>
+          <li><a href="source/hezar.utils.html#module-hezar.utils">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.utils.audio_utils
+
+        <ul>
+          <li><a href="source/hezar.utils.audio_utils.html#module-hezar.utils.audio_utils">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.utils.common_utils
+
+        <ul>
+          <li><a href="source/hezar.utils.common_utils.html#module-hezar.utils.common_utils">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.utils.data_utils
+
+        <ul>
+          <li><a href="source/hezar.utils.data_utils.html#module-hezar.utils.data_utils">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.utils.file_utils
+
+        <ul>
+          <li><a href="source/hezar.utils.file_utils.html#module-hezar.utils.file_utils">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.utils.hub_utils
+
+        <ul>
+          <li><a href="source/hezar.utils.hub_utils.html#module-hezar.utils.hub_utils">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.utils.image_utils
+
+        <ul>
+          <li><a href="source/hezar.utils.image_utils.html#module-hezar.utils.image_utils">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.utils.integration_utils
+
+        <ul>
+          <li><a href="source/hezar.utils.integration_utils.html#module-hezar.utils.integration_utils">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.utils.logging
+
+        <ul>
+          <li><a href="source/hezar.utils.logging.html#module-hezar.utils.logging">module</a>
+</li>
+        </ul></li>
+        <li>
+    hezar.utils.registry_utils
+
+        <ul>
+          <li><a href="source/hezar.utils.registry_utils.html#module-hezar.utils.registry_utils">module</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.backbone.bert.bert_config.html#hezar.models.backbone.bert.bert_config.BERTConfig.hidden_act">hidden_act (hezar.models.backbone.bert.bert_config.BERTConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.hidden_act">(hezar.models.backbone.roberta.roberta_config.RoBERTaConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.backbone.vit.vit_config.html#hezar.models.backbone.vit.vit_config.ViTConfig.hidden_act">(hezar.models.backbone.vit.vit_config.ViTConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.hidden_act">(hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.hidden_act">(hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.hidden_act">(hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.hidden_act">(hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.hidden_act">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.hidden_act">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.hidden_act">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.hidden_act">(hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.hidden_act">(hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.hidden_act">(hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.hidden_act">(hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.backbone.distilbert.distilbert_config.html#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.hidden_dim">hidden_dim (hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.hidden_dim">(hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.backbone.bert.bert_config.html#hezar.models.backbone.bert.bert_config.BERTConfig.hidden_dropout_prob">hidden_dropout_prob (hezar.models.backbone.bert.bert_config.BERTConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.hidden_dropout_prob">(hezar.models.backbone.roberta.roberta_config.RoBERTaConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.backbone.vit.vit_config.html#hezar.models.backbone.vit.vit_config.ViTConfig.hidden_dropout_prob">(hezar.models.backbone.vit.vit_config.ViTConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.hidden_dropout_prob">(hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.hidden_dropout_prob">(hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.hidden_dropout_prob">(hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.hidden_dropout_prob">(hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.hidden_dropout_prob">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.hidden_dropout_prob">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.hidden_dropout_prob">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.hidden_dropout_prob">(hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.hidden_dropout_prob">(hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.hidden_dropout_prob">(hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.hidden_dropout_prob">(hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.hidden_dropout_prob">(hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.backbone.bert.bert_config.html#hezar.models.backbone.bert.bert_config.BERTConfig.hidden_size">hidden_size (hezar.models.backbone.bert.bert_config.BERTConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.hidden_size">(hezar.models.backbone.roberta.roberta_config.RoBERTaConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.backbone.vit.vit_config.html#hezar.models.backbone.vit.vit_config.ViTConfig.hidden_size">(hezar.models.backbone.vit.vit_config.ViTConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.hidden_size">(hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.hidden_size">(hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.hidden_size">(hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.hidden_size">(hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.hidden_size">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.hidden_size">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.hidden_size">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.hidden_size">(hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.hidden_size">(hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.hidden_size">(hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.hidden_size">(hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.hop_length">hop_length (hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig attribute)</a>
+</li>
+    </ul></td>
+  </tr></table>
+</section>
+
+<section id="I" class="genindex-section">
+  <h2>I</h2>
+  <table style="width: 100%" class="indextable genindextable"><tr>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.id2label">id2label (hezar.data.datasets.ocr_dataset.OCRDatasetConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.crnn.crnn_image2text_config.html#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.id2label">(hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.id2label">(hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.id2label">(hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.id2label">(hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.id2label">(hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.id2label">(hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.id2label">(hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.id_to_token">id_to_token() (hezar.preprocessors.tokenizers.tokenizer.Tokenizer method)</a>
+</li>
+        <li><a href="source/hezar.data.datasets.sequence_labeling_dataset.html#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.ignore_index">ignore_index (hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.TaskType.IMAGE2TEXT">IMAGE2TEXT (hezar.constants.TaskType attribute)</a>
+</li>
+        <li><a href="source/hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.Image2TextMetricHandler">Image2TextMetricHandler (class in hezar.trainer.metrics_handlers)</a>
+</li>
+        <li><a href="source/hezar.models.model_outputs.html#hezar.models.model_outputs.Image2TextOutput">Image2TextOutput (class in hezar.models.model_outputs)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.crnn.crnn_image2text_config.html#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.image_height">image_height (hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.backbone.vit.vit.html#hezar.models.backbone.vit.vit.ViT.image_processor">image_processor (hezar.models.backbone.vit.vit.ViT attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.image_processor">(hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.crnn.crnn_image2text.html#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.image_processor">(hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text.html#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.image_processor">(hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.image_processor">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.image_processor">(hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.data.datasets.image_captioning_dataset.html#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.image_processor_config">image_processor_config (hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.image_processor_config">(hezar.data.datasets.ocr_dataset.OCRDatasetConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessor.image_processor_config_file">image_processor_config_file (hezar.preprocessors.image_processor.ImageProcessor attribute)</a>
+</li>
+        <li><a href="source/hezar.models.backbone.vit.vit_config.html#hezar.models.backbone.vit.vit_config.ViTConfig.image_size">image_size (hezar.models.backbone.vit.vit_config.ViTConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.image_size">(hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.image_size">(hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.image_size">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.image_size">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.image2text.crnn.crnn_image2text_config.html#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.image_width">image_width (hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.data.data_collators.html#hezar.data.data_collators.ImageCaptioningDataCollator">ImageCaptioningDataCollator (class in hezar.data.data_collators)</a>
+</li>
+        <li><a href="source/hezar.data.datasets.image_captioning_dataset.html#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDataset">ImageCaptioningDataset (class in hezar.data.datasets.image_captioning_dataset)</a>
+</li>
+        <li><a href="source/hezar.data.datasets.image_captioning_dataset.html#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig">ImageCaptioningDatasetConfig (class in hezar.data.datasets.image_captioning_dataset)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessor">ImageProcessor (class in hezar.preprocessors.image_processor)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessorConfig">ImageProcessorConfig (class in hezar.preprocessors.image_processor)</a>
+</li>
+        <li><a href="source/hezar.data.datasets.image_captioning_dataset.html#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.images_paths_column">images_paths_column (hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.images_paths_column">(hezar.data.datasets.ocr_dataset.OCRDatasetConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.constants.html#hezar.constants.ImageType">ImageType (class in hezar.constants)</a>
+</li>
+        <li><a href="source/hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.index2word">index2word() (hezar.embeddings.embedding.Embedding method)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.init_std">init_std (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.configs.html#hezar.configs.TrainerConfig.init_weights_from">init_weights_from (hezar.configs.TrainerConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.initial_alphabet">initial_alphabet (hezar.preprocessors.tokenizers.bpe.BPEConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.initial_alphabet">(hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.initial_alphabet">(hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.initial_alphabet">(hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.initializer_factor">initializer_factor (hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.backbone.bert.bert_config.html#hezar.models.backbone.bert.bert_config.BERTConfig.initializer_range">initializer_range (hezar.models.backbone.bert.bert_config.BERTConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.backbone.distilbert.distilbert_config.html#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.initializer_range">(hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.initializer_range">(hezar.models.backbone.roberta.roberta_config.RoBERTaConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.backbone.vit.vit_config.html#hezar.models.backbone.vit.vit_config.ViTConfig.initializer_range">(hezar.models.backbone.vit.vit_config.ViTConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.initializer_range">(hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.initializer_range">(hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.initializer_range">(hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.initializer_range">(hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.initializer_range">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.initializer_range">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.initializer_range">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.initializer_range">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.initializer_range">(hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.initializer_range">(hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.initializer_range">(hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.initializer_range">(hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.initializer_range">(hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.initializer_range">(hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.initializer_range">(hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig attribute)</a>
+</li>
+        </ul></li>
+    </ul></td>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.inner_training_loop">inner_training_loop() (hezar.trainer.trainer.Trainer method)</a>
+</li>
+        <li><a href="source/hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.input_prefix">input_prefix (hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.backbone.bert.bert_config.html#hezar.models.backbone.bert.bert_config.BERTConfig.intermediate_size">intermediate_size (hezar.models.backbone.bert.bert_config.BERTConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.intermediate_size">(hezar.models.backbone.roberta.roberta_config.RoBERTaConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.backbone.vit.vit_config.html#hezar.models.backbone.vit.vit_config.ViTConfig.intermediate_size">(hezar.models.backbone.vit.vit_config.ViTConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.intermediate_size">(hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.intermediate_size">(hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.intermediate_size">(hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.intermediate_size">(hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.intermediate_size">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.intermediate_size">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.intermediate_size">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.intermediate_size">(hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.intermediate_size">(hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.intermediate_size">(hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.intermediate_size">(hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.invalid_characters">invalid_characters (hezar.data.datasets.ocr_dataset.OCRDatasetConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.utils.integration_utils.html#hezar.utils.integration_utils.is_backend_available">is_backend_available() (in module hezar.utils.integration_utils)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.is_decoder">is_decoder (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.is_decoder">(hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.is_decoder">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.is_encoder_decoder">is_encoder_decoder (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.is_encoder_decoder">(hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.is_generative">is_generative (hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.crnn.crnn_image2text.html#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.is_generative">(hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text.html#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.is_generative">(hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.is_generative">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.is_generative">(hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text attribute)</a>
+</li>
+          <li><a href="source/hezar.models.model.html#hezar.models.model.Model.is_generative">(hezar.models.model.Model attribute)</a>
+</li>
+          <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.is_generative">(hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation.html#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.is_generative">(hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.t5.t5_text_generation.html#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.is_generative">(hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.data.datasets.sequence_labeling_dataset.html#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.is_iob_schema">is_iob_schema (hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.utils.common_utils.html#hezar.utils.common_utils.is_text_valid">is_text_valid() (in module hezar.utils.common_utils)</a>
+</li>
+        <li><a href="source/hezar.utils.common_utils.html#hezar.utils.common_utils.is_url">is_url() (in module hezar.utils.common_utils)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.Color.ITALIC">ITALIC (hezar.constants.Color attribute)</a>
+</li>
+        <li><a href="source/hezar.models.model_outputs.html#hezar.models.model_outputs.ModelOutput.items">items() (hezar.models.model_outputs.ModelOutput method)</a>
+</li>
+    </ul></td>
+  </tr></table>
+</section>
+
+<section id="J" class="genindex-section">
+  <h2>J</h2>
+  <table style="width: 100%" class="indextable genindextable"><tr>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.constants.html#hezar.constants.Backends.JIWER">JIWER (hezar.constants.Backends attribute)</a>
+</li>
+    </ul></td>
+  </tr></table>
+</section>
+
+<section id="K" class="genindex-section">
+  <h2>K</h2>
+  <table style="width: 100%" class="indextable genindextable"><tr>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.configs.html#hezar.configs.Config.keys">keys() (hezar.configs.Config method)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.model_outputs.html#hezar.models.model_outputs.ModelOutput.keys">(hezar.models.model_outputs.ModelOutput method)</a>
+</li>
+        </ul></li>
+    </ul></td>
+  </tr></table>
+</section>
+
+<section id="L" class="genindex-section">
+  <h2>L</h2>
+  <table style="width: 100%" class="indextable genindextable"><tr>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.constants.html#hezar.constants.LossType.L1">L1 (hezar.constants.LossType attribute)</a>
+</li>
+        <li><a href="source/hezar.models.model_outputs.html#hezar.models.model_outputs.SequenceLabelingOutput.label">label (hezar.models.model_outputs.SequenceLabelingOutput attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.model_outputs.html#hezar.models.model_outputs.TextClassificationOutput.label">(hezar.models.model_outputs.TextClassificationOutput attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.data.datasets.sequence_labeling_dataset.html#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.label_all_tokens">label_all_tokens (hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.data.datasets.text_classification_dataset.html#hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig.label_field">label_field (hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.language">language (hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.TaskType.LANGUAGE_MODELING">LANGUAGE_MODELING (hezar.constants.TaskType attribute)</a>
+</li>
+        <li><a href="source/hezar.models.model_outputs.html#hezar.models.model_outputs.LanguageModelingOutput">LanguageModelingOutput (class in hezar.models.model_outputs)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.ChannelsAxisSide.LAST">LAST (hezar.constants.ChannelsAxisSide attribute)</a>
+</li>
+        <li><a href="source/hezar.models.backbone.bert.bert_config.html#hezar.models.backbone.bert.bert_config.BERTConfig.layer_norm_eps">layer_norm_eps (hezar.models.backbone.bert.bert_config.BERTConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.layer_norm_eps">(hezar.models.backbone.roberta.roberta_config.RoBERTaConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.backbone.vit.vit_config.html#hezar.models.backbone.vit.vit_config.ViTConfig.layer_norm_eps">(hezar.models.backbone.vit.vit_config.ViTConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.layer_norm_eps">(hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.layer_norm_eps">(hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.layer_norm_eps">(hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.layer_norm_eps">(hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.layer_norm_eps">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.layer_norm_eps">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.layer_norm_eps">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.layer_norm_eps">(hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.layer_norm_eps">(hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.layer_norm_eps">(hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.layer_norm_eps">(hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.layer_norm_epsilon">layer_norm_epsilon (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.layer_norm_epsilon">(hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.layer_norm_epsilon">(hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.layer_scale_init_value">layer_scale_init_value (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.configs.html#hezar.configs.TrainerConfig.learning_rate">learning_rate (hezar.configs.TrainerConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.length_penalty">length_penalty (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.length_penalty">(hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.length_penalty">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.length_penalty">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.length_penalty">(hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.constants.html#hezar.constants.Backends.LIBROSA">LIBROSA (hezar.constants.Backends attribute)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.limit_alphabet">limit_alphabet (hezar.preprocessors.tokenizers.bpe.BPEConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.limit_alphabet">(hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.limit_alphabet">(hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.limit_alphabet">(hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.constants.html#hezar.constants.ExplicitEnum.list">list() (hezar.constants.ExplicitEnum class method)</a>
+</li>
+        <li><a href="source/hezar.utils.registry_utils.html#hezar.utils.registry_utils.list_available_datasets">list_available_datasets() (in module hezar.utils.registry_utils)</a>
+</li>
+        <li><a href="source/hezar.utils.registry_utils.html#hezar.utils.registry_utils.list_available_embeddings">list_available_embeddings() (in module hezar.utils.registry_utils)</a>
+</li>
+        <li><a href="source/hezar.utils.registry_utils.html#hezar.utils.registry_utils.list_available_metrics">list_available_metrics() (in module hezar.utils.registry_utils)</a>
+</li>
+    </ul></td>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.utils.registry_utils.html#hezar.utils.registry_utils.list_available_models">list_available_models() (in module hezar.utils.registry_utils)</a>
+</li>
+        <li><a href="source/hezar.utils.registry_utils.html#hezar.utils.registry_utils.list_available_preprocessors">list_available_preprocessors() (in module hezar.utils.registry_utils)</a>
+</li>
+        <li><a href="source/hezar.utils.hub_utils.html#hezar.utils.hub_utils.list_repo_files">list_repo_files() (in module hezar.utils.hub_utils)</a>
+</li>
+        <li><a href="source/hezar.configs.html#hezar.configs.Config.load">load() (hezar.configs.Config class method)</a>
+
+        <ul>
+          <li><a href="source/hezar.data.datasets.dataset.html#hezar.data.datasets.dataset.Dataset.load">(hezar.data.datasets.dataset.Dataset class method)</a>
+</li>
+          <li><a href="source/hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.load">(hezar.embeddings.embedding.Embedding class method)</a>
+</li>
+          <li><a href="source/hezar.models.model.html#hezar.models.model.Model.load">(hezar.models.model.Model class method)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.audio_feature_extractor.html#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor.load">(hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor class method)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessor.load">(hezar.preprocessors.image_processor.ImageProcessor class method)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.preprocessor.html#hezar.preprocessors.preprocessor.Preprocessor.load">(hezar.preprocessors.preprocessor.Preprocessor class method)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.text_normalizer.html#hezar.preprocessors.text_normalizer.TextNormalizer.load">(hezar.preprocessors.text_normalizer.TextNormalizer class method)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.load">(hezar.preprocessors.tokenizers.tokenizer.Tokenizer class method)</a>
+</li>
+          <li><a href="source/hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.TrainerState.load">(hezar.trainer.trainer_utils.TrainerState class method)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.utils.audio_utils.html#hezar.utils.audio_utils.load_audio_files">load_audio_files() (in module hezar.utils.audio_utils)</a>
+</li>
+        <li><a href="source/hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.load_csv_logs">load_csv_logs() (hezar.trainer.trainer.Trainer method)</a>
+</li>
+        <li><a href="source/hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.load_from_checkpoint">load_from_checkpoint() (hezar.trainer.trainer.Trainer method)</a>
+</li>
+        <li><a href="source/hezar.utils.image_utils.html#hezar.utils.image_utils.load_image">load_image() (in module hezar.utils.image_utils)</a>
+</li>
+        <li><a href="source/hezar.utils.file_utils.html#hezar.utils.file_utils.load_json_config">load_json_config() (in module hezar.utils.file_utils)</a>
+</li>
+        <li><a href="source/hezar.models.model.html#hezar.models.model.Model.load_state_dict">load_state_dict() (hezar.models.model.Model method)</a>
+</li>
+        <li><a href="source/hezar.utils.file_utils.html#hezar.utils.file_utils.load_yaml_config">load_yaml_config() (in module hezar.utils.file_utils)</a>
+</li>
+        <li><a href="source/hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.log">log() (hezar.trainer.trainer.Trainer method)</a>
+</li>
+        <li><a href="source/hezar.utils.logging.html#hezar.utils.logging.Logger.log_upload_success">log_upload_success() (hezar.utils.logging.Logger method)</a>
+</li>
+        <li><a href="source/hezar.utils.logging.html#hezar.utils.logging.Logger">Logger (class in hezar.utils.logging)</a>
+</li>
+        <li><a href="source/hezar.configs.html#hezar.configs.TrainerConfig.logs_dir">logs_dir (hezar.configs.TrainerConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.PaddingType.LONGEST">LONGEST (hezar.constants.PaddingType attribute)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.crnn.crnn_image2text.html#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.loss_fn_kwargs">loss_fn_kwargs (hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.model.html#hezar.models.model.Model.loss_fn_kwargs">(hezar.models.model.Model attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.backbone.vit.vit.html#hezar.models.backbone.vit.vit.ViT.loss_fn_name">loss_fn_name (hezar.models.backbone.vit.vit.ViT attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.loss_fn_name">(hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.crnn.crnn_image2text.html#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.loss_fn_name">(hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text.html#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.loss_fn_name">(hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.loss_fn_name">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.loss_fn_name">(hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text attribute)</a>
+</li>
+          <li><a href="source/hezar.models.model.html#hezar.models.model.Model.loss_fn_name">(hezar.models.model.Model attribute)</a>
+</li>
+          <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.loss_fn_name">(hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation.html#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.loss_fn_name">(hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.t5.t5_text_generation.html#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.loss_fn_name">(hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.constants.html#hezar.constants.LossType">LossType (class in hezar.constants)</a>
+</li>
+        <li><a href="source/hezar.configs.html#hezar.configs.TrainerConfig.lr_scheduler">lr_scheduler (hezar.configs.TrainerConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.ConfigType.LR_SCHEDULER">LR_SCHEDULER (hezar.constants.ConfigType attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.constants.html#hezar.constants.RegistryType.LR_SCHEDULER">(hezar.constants.RegistryType attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.constants.html#hezar.constants.LRSchedulerType">LRSchedulerType (class in hezar.constants)</a>
+</li>
+    </ul></td>
+  </tr></table>
+</section>
+
+<section id="M" class="genindex-section">
+  <h2>M</h2>
+  <table style="width: 100%" class="indextable genindextable"><tr>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.models.image2text.crnn.crnn_image2text_config.html#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.map2seq_in_dim">map2seq_in_dim (hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.crnn.crnn_image2text_config.html#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.map2seq_out_dim">map2seq_out_dim (hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.mask_feature_length">mask_feature_length (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.mask_feature_min_masks">mask_feature_min_masks (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.mask_feature_prob">mask_feature_prob (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.mask_time_length">mask_time_length (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.mask_time_min_masks">mask_time_min_masks (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.mask_time_prob">mask_time_prob (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.mask_token">mask_token (hezar.preprocessors.tokenizers.bpe.BPEConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.mask_token">(hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.mask_token">(hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.mask_token">(hezar.preprocessors.tokenizers.tokenizer.Tokenizer property)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.mask_token">(hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.mask_token">(hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.mask_token_id">mask_token_id (hezar.preprocessors.tokenizers.tokenizer.Tokenizer property)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.PaddingType.MAX_LENGTH">MAX_LENGTH (hezar.constants.PaddingType attribute)</a>
+</li>
+        <li><a href="source/hezar.data.datasets.image_captioning_dataset.html#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.max_length">max_length (hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.max_length">(hezar.data.datasets.ocr_dataset.OCRDatasetConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.data.datasets.sequence_labeling_dataset.html#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.max_length">(hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.data.datasets.text_classification_dataset.html#hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig.max_length">(hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.data.datasets.text_summarization_dataset.html#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.max_length">(hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.max_length">(hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.max_length">(hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.max_length">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.max_length">(hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.max_length">(hezar.preprocessors.tokenizers.bpe.BPEConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.max_length">(hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.max_length">(hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.max_length">(hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.max_length">(hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.max_new_tokens">max_new_tokens (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.max_new_tokens">(hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.max_new_tokens">(hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.backbone.bert.bert_config.html#hezar.models.backbone.bert.bert_config.BERTConfig.max_position_embeddings">max_position_embeddings (hezar.models.backbone.bert.bert_config.BERTConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.backbone.distilbert.distilbert_config.html#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.max_position_embeddings">(hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.max_position_embeddings">(hezar.models.backbone.roberta.roberta_config.RoBERTaConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.max_position_embeddings">(hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.max_position_embeddings">(hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.max_position_embeddings">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.max_position_embeddings">(hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.max_position_embeddings">(hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.max_position_embeddings">(hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.max_position_embeddings">(hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.max_position_embeddings">(hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.max_position_embeddings">(hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.max_source_positions">max_source_positions (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.data.datasets.text_summarization_dataset.html#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.max_target_length">max_target_length (hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.max_target_positions">max_target_positions (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessorConfig.mean">mean (hezar.preprocessors.image_processor.ImageProcessorConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.utils.audio_utils.html#hezar.utils.audio_utils.mel_filter_bank">mel_filter_bank() (in module hezar.utils.audio_utils)</a>
+</li>
+        <li><a href="source/hezar.utils.audio_utils.html#hezar.utils.audio_utils.mel_to_hertz">mel_to_hertz() (in module hezar.utils.audio_utils)</a>
+</li>
+        <li><a href="source/hezar.metrics.metric.html#hezar.metrics.metric.Metric">Metric (class in hezar.metrics.metric)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.ConfigType.METRIC">METRIC (hezar.constants.ConfigType attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.constants.html#hezar.constants.RegistryType.METRIC">(hezar.constants.RegistryType attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.TrainerState.metric_for_best_checkpoint">metric_for_best_checkpoint (hezar.trainer.trainer_utils.TrainerState attribute)</a>
+</li>
+        <li><a href="source/hezar.configs.html#hezar.configs.TrainerConfig.metric_for_best_model">metric_for_best_model (hezar.configs.TrainerConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.configs.html#hezar.configs.MetricConfig">MetricConfig (class in hezar.configs)</a>
+</li>
+        <li><a href="source/hezar.configs.html#hezar.configs.TrainerConfig.metrics">metrics (hezar.configs.TrainerConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.MetricsHandler">MetricsHandler (class in hezar.trainer.metrics_handlers)</a>
+</li>
+        <li><a href="source/hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.MetricsTracker">MetricsTracker (class in hezar.trainer.trainer_utils)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.MetricType">MetricType (class in hezar.constants)</a>
+</li>
+        <li><a href="source/hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastTextConfig.min_alpha">min_alpha (hezar.embeddings.fasttext.FastTextConfig attribute)</a>, <a href="source/hezar.embeddings.fasttext.html#id4">[1]</a>
+
+        <ul>
+          <li><a href="source/hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2VecConfig.min_alpha">(hezar.embeddings.word2vec.Word2VecConfig attribute)</a>, <a href="source/hezar.embeddings.word2vec.html#id4">[1]</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastTextConfig.min_count">min_count (hezar.embeddings.fasttext.FastTextConfig attribute)</a>, <a href="source/hezar.embeddings.fasttext.html#id5">[1]</a>
+
+        <ul>
+          <li><a href="source/hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2VecConfig.min_count">(hezar.embeddings.word2vec.Word2VecConfig attribute)</a>, <a href="source/hezar.embeddings.word2vec.html#id5">[1]</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.min_frequency">min_frequency (hezar.preprocessors.tokenizers.bpe.BPEConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.min_frequency">(hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.min_frequency">(hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.min_frequency">(hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.min_length">min_length (hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessorConfig.mirror">mirror (hezar.preprocessors.image_processor.ImageProcessorConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.utils.image_utils.html#hezar.utils.image_utils.mirror_image">mirror_image() (in module hezar.utils.image_utils)</a>
+</li>
+        <li><a href="source/hezar.configs.html#hezar.configs.TrainerConfig.mixed_precision">mixed_precision (hezar.configs.TrainerConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.metrics.seqeval.html#hezar.metrics.seqeval.SeqevalConfig.mode">mode (hezar.metrics.seqeval.SeqevalConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.model.html#hezar.models.model.Model">Model (class in hezar.models.model)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.ConfigType.MODEL">MODEL (hezar.constants.ConfigType attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.constants.html#hezar.constants.RegistryType.MODEL">(hezar.constants.RegistryType attribute)</a>
+</li>
+          <li><a href="source/hezar.constants.html#hezar.constants.RepoType.MODEL">(hezar.constants.RepoType attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.model">model (hezar.preprocessors.tokenizers.tokenizer.Tokenizer property)</a>
+</li>
+        <li><a href="source/hezar.models.model.html#hezar.models.model.Model.model_filename">model_filename (hezar.models.model.Model attribute)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.audio_feature_extractor.html#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor.model_input_name">model_input_name (hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor attribute)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.model_max_length">model_max_length (hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.model_type">model_type (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.model_type">(hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.configs.html#hezar.configs.ModelConfig">ModelConfig (class in hezar.configs)</a>
+</li>
+        <li><a href="source/hezar.models.model_outputs.html#hezar.models.model_outputs.ModelOutput">ModelOutput (class in hezar.models.model_outputs)</a>
+</li>
+        <li>
+    module
+
+        <ul>
+          <li><a href="source/hezar.html#module-hezar">hezar</a>
+</li>
+          <li><a href="source/hezar.builders.html#module-hezar.builders">hezar.builders</a>
+</li>
+          <li><a href="source/hezar.configs.html#module-hezar.configs">hezar.configs</a>
+</li>
+          <li><a href="source/hezar.constants.html#module-hezar.constants">hezar.constants</a>
+</li>
+          <li><a href="source/hezar.data.html#module-hezar.data">hezar.data</a>
+</li>
+          <li><a href="source/hezar.data.data_collators.html#module-hezar.data.data_collators">hezar.data.data_collators</a>
+</li>
+          <li><a href="source/hezar.data.datasets.html#module-hezar.data.datasets">hezar.data.datasets</a>
+</li>
+          <li><a href="source/hezar.data.datasets.dataset.html#module-hezar.data.datasets.dataset">hezar.data.datasets.dataset</a>
+</li>
+          <li><a href="source/hezar.data.datasets.image_captioning_dataset.html#module-hezar.data.datasets.image_captioning_dataset">hezar.data.datasets.image_captioning_dataset</a>
+</li>
+          <li><a href="source/hezar.data.datasets.ocr_dataset.html#module-hezar.data.datasets.ocr_dataset">hezar.data.datasets.ocr_dataset</a>
+</li>
+          <li><a href="source/hezar.data.datasets.sequence_labeling_dataset.html#module-hezar.data.datasets.sequence_labeling_dataset">hezar.data.datasets.sequence_labeling_dataset</a>
+</li>
+          <li><a href="source/hezar.data.datasets.text_classification_dataset.html#module-hezar.data.datasets.text_classification_dataset">hezar.data.datasets.text_classification_dataset</a>
+</li>
+          <li><a href="source/hezar.data.datasets.text_summarization_dataset.html#module-hezar.data.datasets.text_summarization_dataset">hezar.data.datasets.text_summarization_dataset</a>
+</li>
+          <li><a href="source/hezar.embeddings.html#module-hezar.embeddings">hezar.embeddings</a>
+</li>
+          <li><a href="source/hezar.embeddings.embedding.html#module-hezar.embeddings.embedding">hezar.embeddings.embedding</a>
+</li>
+          <li><a href="source/hezar.embeddings.fasttext.html#module-hezar.embeddings.fasttext">hezar.embeddings.fasttext</a>
+</li>
+          <li><a href="source/hezar.embeddings.word2vec.html#module-hezar.embeddings.word2vec">hezar.embeddings.word2vec</a>
+</li>
+          <li><a href="source/hezar.metrics.html#module-hezar.metrics">hezar.metrics</a>
+</li>
+          <li><a href="source/hezar.metrics.accuracy.html#module-hezar.metrics.accuracy">hezar.metrics.accuracy</a>
+</li>
+          <li><a href="source/hezar.metrics.bleu.html#module-hezar.metrics.bleu">hezar.metrics.bleu</a>
+</li>
+          <li><a href="source/hezar.metrics.cer.html#module-hezar.metrics.cer">hezar.metrics.cer</a>
+</li>
+          <li><a href="source/hezar.metrics.f1.html#module-hezar.metrics.f1">hezar.metrics.f1</a>
+</li>
+          <li><a href="source/hezar.metrics.metric.html#module-hezar.metrics.metric">hezar.metrics.metric</a>
+</li>
+          <li><a href="source/hezar.metrics.precision.html#module-hezar.metrics.precision">hezar.metrics.precision</a>
+</li>
+          <li><a href="source/hezar.metrics.recall.html#module-hezar.metrics.recall">hezar.metrics.recall</a>
+</li>
+          <li><a href="source/hezar.metrics.rouge.html#module-hezar.metrics.rouge">hezar.metrics.rouge</a>
+</li>
+          <li><a href="source/hezar.metrics.seqeval.html#module-hezar.metrics.seqeval">hezar.metrics.seqeval</a>
+</li>
+          <li><a href="source/hezar.metrics.wer.html#module-hezar.metrics.wer">hezar.metrics.wer</a>
+</li>
+          <li><a href="source/hezar.models.html#module-hezar.models">hezar.models</a>
+</li>
+          <li><a href="source/hezar.models.backbone.html#module-hezar.models.backbone">hezar.models.backbone</a>
+</li>
+          <li><a href="source/hezar.models.backbone.bert.html#module-hezar.models.backbone.bert">hezar.models.backbone.bert</a>
+</li>
+          <li><a href="source/hezar.models.backbone.bert.bert.html#module-hezar.models.backbone.bert.bert">hezar.models.backbone.bert.bert</a>
+</li>
+          <li><a href="source/hezar.models.backbone.bert.bert_config.html#module-hezar.models.backbone.bert.bert_config">hezar.models.backbone.bert.bert_config</a>
+</li>
+          <li><a href="source/hezar.models.backbone.distilbert.html#module-hezar.models.backbone.distilbert">hezar.models.backbone.distilbert</a>
+</li>
+          <li><a href="source/hezar.models.backbone.distilbert.distilbert.html#module-hezar.models.backbone.distilbert.distilbert">hezar.models.backbone.distilbert.distilbert</a>
+</li>
+          <li><a href="source/hezar.models.backbone.distilbert.distilbert_config.html#module-hezar.models.backbone.distilbert.distilbert_config">hezar.models.backbone.distilbert.distilbert_config</a>
+</li>
+          <li><a href="source/hezar.models.backbone.roberta.html#module-hezar.models.backbone.roberta">hezar.models.backbone.roberta</a>
+</li>
+          <li><a href="source/hezar.models.backbone.roberta.roberta.html#module-hezar.models.backbone.roberta.roberta">hezar.models.backbone.roberta.roberta</a>
+</li>
+          <li><a href="source/hezar.models.backbone.roberta.roberta_config.html#module-hezar.models.backbone.roberta.roberta_config">hezar.models.backbone.roberta.roberta_config</a>
+</li>
+          <li><a href="source/hezar.models.backbone.vit.html#module-hezar.models.backbone.vit">hezar.models.backbone.vit</a>
+</li>
+          <li><a href="source/hezar.models.backbone.vit.vit.html#module-hezar.models.backbone.vit.vit">hezar.models.backbone.vit.vit</a>
+</li>
+          <li><a href="source/hezar.models.backbone.vit.vit_config.html#module-hezar.models.backbone.vit.vit_config">hezar.models.backbone.vit.vit_config</a>
+</li>
+          <li><a href="source/hezar.models.image2text.html#module-hezar.models.image2text">hezar.models.image2text</a>
+</li>
+          <li><a href="source/hezar.models.image2text.beit_roberta.html#module-hezar.models.image2text.beit_roberta">hezar.models.image2text.beit_roberta</a>
+</li>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text.html#module-hezar.models.image2text.beit_roberta.beit_roberta_image2text">hezar.models.image2text.beit_roberta.beit_roberta_image2text</a>
+</li>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#module-hezar.models.image2text.beit_roberta.beit_roberta_image2text_config">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config</a>
+</li>
+          <li><a href="source/hezar.models.image2text.crnn.html#module-hezar.models.image2text.crnn">hezar.models.image2text.crnn</a>
+</li>
+          <li><a href="source/hezar.models.image2text.crnn.crnn_decode_utils.html#module-hezar.models.image2text.crnn.crnn_decode_utils">hezar.models.image2text.crnn.crnn_decode_utils</a>
+</li>
+          <li><a href="source/hezar.models.image2text.crnn.crnn_image2text.html#module-hezar.models.image2text.crnn.crnn_image2text">hezar.models.image2text.crnn.crnn_image2text</a>
+</li>
+          <li><a href="source/hezar.models.image2text.crnn.crnn_image2text_config.html#module-hezar.models.image2text.crnn.crnn_image2text_config">hezar.models.image2text.crnn.crnn_image2text_config</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.html#module-hezar.models.image2text.trocr">hezar.models.image2text.trocr</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text.html#module-hezar.models.image2text.trocr.trocr_image2text">hezar.models.image2text.trocr.trocr_image2text</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#module-hezar.models.image2text.trocr.trocr_image2text_config">hezar.models.image2text.trocr.trocr_image2text_config</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.html#module-hezar.models.image2text.vit_gpt2">hezar.models.image2text.vit_gpt2</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html#module-hezar.models.image2text.vit_gpt2.vit_gpt2_image2text">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#module-hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.html#module-hezar.models.image2text.vit_roberta">hezar.models.image2text.vit_roberta</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text.html#module-hezar.models.image2text.vit_roberta.vit_roberta_image2text">hezar.models.image2text.vit_roberta.vit_roberta_image2text</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#module-hezar.models.image2text.vit_roberta.vit_roberta_image2text_config">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config</a>
+</li>
+          <li><a href="source/hezar.models.model.html#module-hezar.models.model">hezar.models.model</a>
+</li>
+          <li><a href="source/hezar.models.model_outputs.html#module-hezar.models.model_outputs">hezar.models.model_outputs</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.html#module-hezar.models.sequence_labeling">hezar.models.sequence_labeling</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.bert.html#module-hezar.models.sequence_labeling.bert">hezar.models.sequence_labeling.bert</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html#module-hezar.models.sequence_labeling.bert.bert_sequence_labeling">hezar.models.sequence_labeling.bert.bert_sequence_labeling</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#module-hezar.models.sequence_labeling.bert.bert_sequence_labeling_config">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.distilbert.html#module-hezar.models.sequence_labeling.distilbert">hezar.models.sequence_labeling.distilbert</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html#module-hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#module-hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.roberta.html#module-hezar.models.sequence_labeling.roberta">hezar.models.sequence_labeling.roberta</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html#module-hezar.models.sequence_labeling.roberta.roberta_sequence_labeling">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#module-hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config</a>
+</li>
+          <li><a href="source/hezar.models.speech_recognition.html#module-hezar.models.speech_recognition">hezar.models.speech_recognition</a>
+</li>
+          <li><a href="source/hezar.models.speech_recognition.whisper.html#module-hezar.models.speech_recognition.whisper">hezar.models.speech_recognition.whisper</a>
+</li>
+          <li><a href="source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html#module-hezar.models.speech_recognition.whisper.whisper_feature_extractor">hezar.models.speech_recognition.whisper.whisper_feature_extractor</a>
+</li>
+          <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#module-hezar.models.speech_recognition.whisper.whisper_speech_recognition">hezar.models.speech_recognition.whisper.whisper_speech_recognition</a>
+</li>
+          <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#module-hezar.models.speech_recognition.whisper.whisper_speech_recognition_config">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config</a>
+</li>
+          <li><a href="source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html#module-hezar.models.speech_recognition.whisper.whisper_tokenizer">hezar.models.speech_recognition.whisper.whisper_tokenizer</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.html#module-hezar.models.text_classification">hezar.models.text_classification</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.bert.html#module-hezar.models.text_classification.bert">hezar.models.text_classification.bert</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.bert.bert_text_classification.html#module-hezar.models.text_classification.bert.bert_text_classification">hezar.models.text_classification.bert.bert_text_classification</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.bert.bert_text_classification_config.html#module-hezar.models.text_classification.bert.bert_text_classification_config">hezar.models.text_classification.bert.bert_text_classification_config</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.distilbert.html#module-hezar.models.text_classification.distilbert">hezar.models.text_classification.distilbert</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.distilbert.distilbert_text_classification.html#module-hezar.models.text_classification.distilbert.distilbert_text_classification">hezar.models.text_classification.distilbert.distilbert_text_classification</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#module-hezar.models.text_classification.distilbert.distilbert_text_classification_config">hezar.models.text_classification.distilbert.distilbert_text_classification_config</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.roberta.html#module-hezar.models.text_classification.roberta">hezar.models.text_classification.roberta</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.roberta.roberta_text_classification.html#module-hezar.models.text_classification.roberta.roberta_text_classification">hezar.models.text_classification.roberta.roberta_text_classification</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.roberta.roberta_text_classification_config.html#module-hezar.models.text_classification.roberta.roberta_text_classification_config">hezar.models.text_classification.roberta.roberta_text_classification_config</a>
+</li>
+          <li><a href="source/hezar.models.text_embedding.html#module-hezar.models.text_embedding">hezar.models.text_embedding</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.html#module-hezar.models.text_generation">hezar.models.text_generation</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.gpt2.html#module-hezar.models.text_generation.gpt2">hezar.models.text_generation.gpt2</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation.html#module-hezar.models.text_generation.gpt2.gpt2_text_generation">hezar.models.text_generation.gpt2.gpt2_text_generation</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#module-hezar.models.text_generation.gpt2.gpt2_text_generation_config">hezar.models.text_generation.gpt2.gpt2_text_generation_config</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.t5.html#module-hezar.models.text_generation.t5">hezar.models.text_generation.t5</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.t5.t5_text_generation.html#module-hezar.models.text_generation.t5.t5_text_generation">hezar.models.text_generation.t5.t5_text_generation</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.t5.t5_text_generation_config.html#module-hezar.models.text_generation.t5.t5_text_generation_config">hezar.models.text_generation.t5.t5_text_generation_config</a>
+</li>
+          <li><a href="source/hezar.preprocessors.html#module-hezar.preprocessors">hezar.preprocessors</a>
+</li>
+          <li><a href="source/hezar.preprocessors.audio_feature_extractor.html#module-hezar.preprocessors.audio_feature_extractor">hezar.preprocessors.audio_feature_extractor</a>
+</li>
+          <li><a href="source/hezar.preprocessors.image_processor.html#module-hezar.preprocessors.image_processor">hezar.preprocessors.image_processor</a>
+</li>
+          <li><a href="source/hezar.preprocessors.preprocessor.html#module-hezar.preprocessors.preprocessor">hezar.preprocessors.preprocessor</a>
+</li>
+          <li><a href="source/hezar.preprocessors.text_normalizer.html#module-hezar.preprocessors.text_normalizer">hezar.preprocessors.text_normalizer</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.html#module-hezar.preprocessors.tokenizers">hezar.preprocessors.tokenizers</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.bpe.html#module-hezar.preprocessors.tokenizers.bpe">hezar.preprocessors.tokenizers.bpe</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html#module-hezar.preprocessors.tokenizers.sentencepiece_bpe">hezar.preprocessors.tokenizers.sentencepiece_bpe</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html#module-hezar.preprocessors.tokenizers.sentencepiece_unigram">hezar.preprocessors.tokenizers.sentencepiece_unigram</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#module-hezar.preprocessors.tokenizers.tokenizer">hezar.preprocessors.tokenizers.tokenizer</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.wordpiece.html#module-hezar.preprocessors.tokenizers.wordpiece">hezar.preprocessors.tokenizers.wordpiece</a>
+</li>
+          <li><a href="source/hezar.registry.html#module-hezar.registry">hezar.registry</a>
+</li>
+          <li><a href="source/hezar.trainer.html#module-hezar.trainer">hezar.trainer</a>
+</li>
+          <li><a href="source/hezar.trainer.metrics_handlers.html#module-hezar.trainer.metrics_handlers">hezar.trainer.metrics_handlers</a>
+</li>
+          <li><a href="source/hezar.trainer.trainer.html#module-hezar.trainer.trainer">hezar.trainer.trainer</a>
+</li>
+          <li><a href="source/hezar.trainer.trainer_utils.html#module-hezar.trainer.trainer_utils">hezar.trainer.trainer_utils</a>
+</li>
+          <li><a href="source/hezar.utils.html#module-hezar.utils">hezar.utils</a>
+</li>
+          <li><a href="source/hezar.utils.audio_utils.html#module-hezar.utils.audio_utils">hezar.utils.audio_utils</a>
+</li>
+          <li><a href="source/hezar.utils.common_utils.html#module-hezar.utils.common_utils">hezar.utils.common_utils</a>
+</li>
+          <li><a href="source/hezar.utils.data_utils.html#module-hezar.utils.data_utils">hezar.utils.data_utils</a>
+</li>
+          <li><a href="source/hezar.utils.file_utils.html#module-hezar.utils.file_utils">hezar.utils.file_utils</a>
+</li>
+          <li><a href="source/hezar.utils.hub_utils.html#module-hezar.utils.hub_utils">hezar.utils.hub_utils</a>
+</li>
+          <li><a href="source/hezar.utils.image_utils.html#module-hezar.utils.image_utils">hezar.utils.image_utils</a>
+</li>
+          <li><a href="source/hezar.utils.integration_utils.html#module-hezar.utils.integration_utils">hezar.utils.integration_utils</a>
+</li>
+          <li><a href="source/hezar.utils.logging.html#module-hezar.utils.logging">hezar.utils.logging</a>
+</li>
+          <li><a href="source/hezar.utils.registry_utils.html#module-hezar.utils.registry_utils">hezar.utils.registry_utils</a>
+</li>
+        </ul></li>
+    </ul></td>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.registry.html#hezar.registry.Registry.module_class">module_class (hezar.registry.Registry attribute)</a>
+</li>
+        <li><a href="source/hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.most_similar">most_similar() (hezar.embeddings.embedding.Embedding method)</a>
+
+        <ul>
+          <li><a href="source/hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastText.most_similar">(hezar.embeddings.fasttext.FastText method)</a>
+</li>
+          <li><a href="source/hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2Vec.most_similar">(hezar.embeddings.word2vec.Word2Vec method)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.constants.html#hezar.constants.LossType.MSE">MSE (hezar.constants.LossType attribute)</a>
+</li>
+        <li><a href="source/hezar.metrics.rouge.html#hezar.metrics.rouge.ROUGEConfig.multi_ref">multi_ref (hezar.metrics.rouge.ROUGEConfig attribute)</a>
+</li>
+    </ul></td>
+  </tr></table>
+</section>
+
+<section id="N" class="genindex-section">
+  <h2>N</h2>
+  <table style="width: 100%" class="indextable genindextable"><tr>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.models.image2text.crnn.crnn_image2text_config.html#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.n_channels">n_channels (hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.n_ctx">n_ctx (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.n_ctx">(hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.configs.html#hezar.configs.MetricConfig.n_decimals">n_decimals (hezar.configs.MetricConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.n_embd">n_embd (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.n_embd">(hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.n_fft">n_fft (hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.n_head">n_head (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.n_head">(hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.backbone.distilbert.distilbert_config.html#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.n_heads">n_heads (hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.n_heads">(hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.n_heads">(hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.n_inner">n_inner (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.n_inner">(hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.n_layer">n_layer (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.n_layer">(hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.backbone.distilbert.distilbert_config.html#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.n_layers">n_layers (hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.n_layers">(hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.n_layers">(hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.n_positions">n_positions (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.n_positions">(hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.configs.html#hezar.configs.Config.name">name (hezar.configs.Config attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.configs.html#hezar.configs.DatasetConfig.name">(hezar.configs.DatasetConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.configs.html#hezar.configs.EmbeddingConfig.name">(hezar.configs.EmbeddingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.configs.html#hezar.configs.MetricConfig.name">(hezar.configs.MetricConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.configs.html#hezar.configs.ModelConfig.name">(hezar.configs.ModelConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.configs.html#hezar.configs.PreprocessorConfig.name">(hezar.configs.PreprocessorConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.configs.html#hezar.configs.TrainerConfig.name">(hezar.configs.TrainerConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.data.datasets.image_captioning_dataset.html#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.name">(hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.name">(hezar.data.datasets.ocr_dataset.OCRDatasetConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.data.datasets.sequence_labeling_dataset.html#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.name">(hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.data.datasets.text_classification_dataset.html#hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig.name">(hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.data.datasets.text_summarization_dataset.html#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.name">(hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastTextConfig.name">(hezar.embeddings.fasttext.FastTextConfig attribute)</a>, <a href="source/hezar.embeddings.fasttext.html#id6">[1]</a>
+</li>
+          <li><a href="source/hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2VecConfig.name">(hezar.embeddings.word2vec.Word2VecConfig attribute)</a>, <a href="source/hezar.embeddings.word2vec.html#id6">[1]</a>
+</li>
+          <li><a href="source/hezar.metrics.accuracy.html#hezar.metrics.accuracy.AccuracyConfig.name">(hezar.metrics.accuracy.AccuracyConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.metrics.bleu.html#hezar.metrics.bleu.BLEUConfig.name">(hezar.metrics.bleu.BLEUConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.metrics.cer.html#hezar.metrics.cer.CERConfig.name">(hezar.metrics.cer.CERConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.metrics.f1.html#hezar.metrics.f1.F1Config.name">(hezar.metrics.f1.F1Config attribute)</a>
+</li>
+          <li><a href="source/hezar.metrics.precision.html#hezar.metrics.precision.PrecisionConfig.name">(hezar.metrics.precision.PrecisionConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.metrics.recall.html#hezar.metrics.recall.RecallConfig.name">(hezar.metrics.recall.RecallConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.metrics.rouge.html#hezar.metrics.rouge.ROUGEConfig.name">(hezar.metrics.rouge.ROUGEConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.metrics.seqeval.html#hezar.metrics.seqeval.SeqevalConfig.name">(hezar.metrics.seqeval.SeqevalConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.metrics.wer.html#hezar.metrics.wer.WERConfig.name">(hezar.metrics.wer.WERConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.backbone.bert.bert_config.html#hezar.models.backbone.bert.bert_config.BERTConfig.name">(hezar.models.backbone.bert.bert_config.BERTConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.backbone.distilbert.distilbert_config.html#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.name">(hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.name">(hezar.models.backbone.roberta.roberta_config.RoBERTaConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.backbone.vit.vit_config.html#hezar.models.backbone.vit.vit_config.ViTConfig.name">(hezar.models.backbone.vit.vit_config.ViTConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.BeitRobertaImage2TextConfig.name">(hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.BeitRobertaImage2TextConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.name">(hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.name">(hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.crnn.crnn_image2text_config.html#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.name">(hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.TrOCRImage2TextConfig.name">(hezar.models.image2text.trocr.trocr_image2text_config.TrOCRImage2TextConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.name">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.name">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.ViTGPT2Image2TextConfig.name">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.ViTGPT2Image2TextConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.ViTRobertaImage2TextConfig.name">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.ViTRobertaImage2TextConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.name">(hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.name">(hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.name">(hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.name">(hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.name">(hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.name">(hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.name">(hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.name">(hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.name">(hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.name">(hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.name">(hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessorConfig.name">(hezar.preprocessors.image_processor.ImageProcessorConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.text_normalizer.html#hezar.preprocessors.text_normalizer.TextNormalizerConfig.name">(hezar.preprocessors.text_normalizer.TextNormalizerConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.name">(hezar.preprocessors.tokenizers.bpe.BPEConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.name">(hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.name">(hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.name">(hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.name">(hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig attribute)</a>
+</li>
+        </ul></li>
+    </ul></td>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.preprocessors.text_normalizer.html#hezar.preprocessors.text_normalizer.TextNormalizerConfig.nfkc">nfkc (hezar.preprocessors.text_normalizer.TextNormalizerConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.text_normalizer.html#hezar.preprocessors.text_normalizer.TextNormalizerConfig.nfkd">nfkd (hezar.preprocessors.text_normalizer.TextNormalizerConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.LossType.NLL">NLL (hezar.constants.LossType attribute)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.LossType.NLL_2D">NLL_2D (hezar.constants.LossType attribute)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.Backends.NLTK">NLTK (hezar.constants.Backends attribute)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.PrecisionType.NO">NO (hezar.constants.PrecisionType attribute)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.no_padding">no_padding() (hezar.preprocessors.tokenizers.tokenizer.Tokenizer method)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.no_repeat_ngram_size">no_repeat_ngram_size (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.no_repeat_ngram_size">(hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.no_repeat_ngram_size">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.no_repeat_ngram_size">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.no_repeat_ngram_size">(hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.no_truncation">no_truncation() (hezar.preprocessors.tokenizers.tokenizer.Tokenizer method)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.Color.NORMAL">NORMAL (hezar.constants.Color attribute)</a>
+</li>
+        <li><a href="source/hezar.metrics.accuracy.html#hezar.metrics.accuracy.AccuracyConfig.normalize">normalize (hezar.metrics.accuracy.AccuracyConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.utils.image_utils.html#hezar.utils.image_utils.normalize_image">normalize_image() (in module hezar.utils.image_utils)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.text_normalizer.html#hezar.preprocessors.text_normalizer.TextNormalizer.normalizer_config_file">normalizer_config_file (hezar.preprocessors.text_normalizer.TextNormalizer attribute)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.notimestamps_token">notimestamps_token (hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.backbone.bert.bert_config.html#hezar.models.backbone.bert.bert_config.BERTConfig.num_attention_heads">num_attention_heads (hezar.models.backbone.bert.bert_config.BERTConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.num_attention_heads">(hezar.models.backbone.roberta.roberta_config.RoBERTaConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.backbone.vit.vit_config.html#hezar.models.backbone.vit.vit_config.ViTConfig.num_attention_heads">(hezar.models.backbone.vit.vit_config.ViTConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.num_attention_heads">(hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.num_attention_heads">(hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.num_attention_heads">(hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.num_attention_heads">(hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.num_attention_heads">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.num_attention_heads">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.num_attention_heads">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.num_attention_heads">(hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.num_attention_heads">(hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.num_attention_heads">(hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.num_attention_heads">(hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.num_beams">num_beams (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.num_beams">(hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.num_beams">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.num_beams">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.num_beams">(hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.backbone.vit.vit_config.html#hezar.models.backbone.vit.vit_config.ViTConfig.num_channels">num_channels (hezar.models.backbone.vit.vit_config.ViTConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.num_channels">(hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.num_channels">(hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.num_channels">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.num_channels">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.configs.html#hezar.configs.TrainerConfig.num_dataloader_workers">num_dataloader_workers (hezar.configs.TrainerConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.num_decoder_layers">num_decoder_layers (hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.configs.html#hezar.configs.TrainerConfig.num_epochs">num_epochs (hezar.configs.TrainerConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.num_heads">num_heads (hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.backbone.bert.bert_config.html#hezar.models.backbone.bert.bert_config.BERTConfig.num_hidden_layers">num_hidden_layers (hezar.models.backbone.bert.bert_config.BERTConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.num_hidden_layers">(hezar.models.backbone.roberta.roberta_config.RoBERTaConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.backbone.vit.vit_config.html#hezar.models.backbone.vit.vit_config.ViTConfig.num_hidden_layers">(hezar.models.backbone.vit.vit_config.ViTConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.num_hidden_layers">(hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.num_hidden_layers">(hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.num_hidden_layers">(hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.num_hidden_layers">(hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.num_hidden_layers">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.num_hidden_layers">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.num_hidden_layers">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.num_hidden_layers">(hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.num_hidden_layers">(hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.num_hidden_layers">(hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.num_hidden_layers">(hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.num_hidden_layers">(hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.num_labels">num_labels (hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.num_labels">(hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.num_labels">(hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.num_labels">(hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.num_labels">(hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.num_labels">(hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.num_layers">num_layers (hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.num_mel_bins">num_mel_bins (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.model.html#hezar.models.model.Model.num_parameters">num_parameters (hezar.models.model.Model property)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.num_special_tokens_to_add">num_special_tokens_to_add() (hezar.preprocessors.tokenizers.tokenizer.Tokenizer method)</a>
+</li>
+        <li><a href="source/hezar.models.model.html#hezar.models.model.Model.num_trainable_parameters">num_trainable_parameters (hezar.models.model.Model property)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.ImageType.NUMPY">NUMPY (hezar.constants.ImageType attribute)</a>
+</li>
+    </ul></td>
+  </tr></table>
+</section>
+
+<section id="O" class="genindex-section">
+  <h2>O</h2>
+  <table style="width: 100%" class="indextable genindextable"><tr>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.configs.html#hezar.configs.MetricConfig.objective">objective (hezar.configs.MetricConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.metrics.accuracy.html#hezar.metrics.accuracy.AccuracyConfig.objective">(hezar.metrics.accuracy.AccuracyConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.metrics.bleu.html#hezar.metrics.bleu.BLEUConfig.objective">(hezar.metrics.bleu.BLEUConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.metrics.cer.html#hezar.metrics.cer.CERConfig.objective">(hezar.metrics.cer.CERConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.metrics.f1.html#hezar.metrics.f1.F1Config.objective">(hezar.metrics.f1.F1Config attribute)</a>
+</li>
+          <li><a href="source/hezar.metrics.precision.html#hezar.metrics.precision.PrecisionConfig.objective">(hezar.metrics.precision.PrecisionConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.metrics.recall.html#hezar.metrics.recall.RecallConfig.objective">(hezar.metrics.recall.RecallConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.metrics.rouge.html#hezar.metrics.rouge.ROUGEConfig.objective">(hezar.metrics.rouge.ROUGEConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.metrics.seqeval.html#hezar.metrics.seqeval.SeqevalConfig.objective">(hezar.metrics.seqeval.SeqevalConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.metrics.wer.html#hezar.metrics.wer.WERConfig.objective">(hezar.metrics.wer.WERConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.OCRDataset">OCRDataset (class in hezar.data.datasets.ocr_dataset)</a>
+</li>
+        <li><a href="source/hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.OCRDatasetConfig">OCRDatasetConfig (class in hezar.data.datasets.ocr_dataset)</a>
+</li>
+        <li><a href="source/hezar.configs.html#hezar.configs.TrainerConfig.optimizer">optimizer (hezar.configs.TrainerConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.ConfigType.OPTIMIZER">OPTIMIZER (hezar.constants.ConfigType attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.constants.html#hezar.constants.RegistryType.OPTIMIZER">(hezar.constants.RegistryType attribute)</a>
+</li>
+        </ul></li>
+    </ul></td>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.constants.html#hezar.constants.OptimizerType">OptimizerType (class in hezar.constants)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.out_indices">out_indices (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.configs.html#hezar.configs.TrainerConfig.output_dir">output_dir (hezar.configs.TrainerConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.configs.html#hezar.configs.MetricConfig.output_keys">output_keys (hezar.configs.MetricConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.metrics.accuracy.html#hezar.metrics.accuracy.AccuracyConfig.output_keys">(hezar.metrics.accuracy.AccuracyConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.metrics.bleu.html#hezar.metrics.bleu.BLEUConfig.output_keys">(hezar.metrics.bleu.BLEUConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.metrics.cer.html#hezar.metrics.cer.CERConfig.output_keys">(hezar.metrics.cer.CERConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.metrics.f1.html#hezar.metrics.f1.F1Config.output_keys">(hezar.metrics.f1.F1Config attribute)</a>
+</li>
+          <li><a href="source/hezar.metrics.precision.html#hezar.metrics.precision.PrecisionConfig.output_keys">(hezar.metrics.precision.PrecisionConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.metrics.recall.html#hezar.metrics.recall.RecallConfig.output_keys">(hezar.metrics.recall.RecallConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.metrics.rouge.html#hezar.metrics.rouge.ROUGEConfig.output_keys">(hezar.metrics.rouge.ROUGEConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.metrics.seqeval.html#hezar.metrics.seqeval.SeqevalConfig.output_keys">(hezar.metrics.seqeval.SeqevalConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.metrics.wer.html#hezar.metrics.wer.WERConfig.output_keys">(hezar.metrics.wer.WERConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.backbone.distilbert.distilbert_config.html#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.output_past">output_past (hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.output_past">(hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.output_past">(hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig attribute)</a>
+</li>
+        </ul></li>
+    </ul></td>
+  </tr></table>
+</section>
+
+<section id="P" class="genindex-section">
+  <h2>P</h2>
+  <table style="width: 100%" class="indextable genindextable"><tr>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.preprocessors.audio_feature_extractor.html#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor.pad">pad() (hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor method)</a>
+</li>
+        <li><a href="source/hezar.utils.data_utils.html#hezar.utils.data_utils.pad_batch_items">pad_batch_items() (in module hezar.utils.data_utils)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.pad_encoded_batch">pad_encoded_batch() (hezar.preprocessors.tokenizers.tokenizer.Tokenizer method)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.pad_to_multiple_of">pad_to_multiple_of (hezar.preprocessors.tokenizers.bpe.BPEConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.pad_to_multiple_of">(hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.pad_to_multiple_of">(hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.pad_to_multiple_of">(hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.pad_to_multiple_of">(hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.pad_token">pad_token (hezar.preprocessors.tokenizers.bpe.BPEConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.pad_token">(hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.pad_token">(hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.pad_token">(hezar.preprocessors.tokenizers.tokenizer.Tokenizer property)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.pad_token">(hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.pad_token">(hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.backbone.bert.bert_config.html#hezar.models.backbone.bert.bert_config.BERTConfig.pad_token_id">pad_token_id (hezar.models.backbone.bert.bert_config.BERTConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.backbone.distilbert.distilbert_config.html#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.pad_token_id">(hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.pad_token_id">(hezar.models.backbone.roberta.roberta_config.RoBERTaConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.pad_token_id">(hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.pad_token_id">(hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.pad_token_id">(hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.pad_token_id">(hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.pad_token_id">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.pad_token_id">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.pad_token_id">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.pad_token_id">(hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.pad_token_id">(hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.pad_token_id">(hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.pad_token_id">(hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.pad_token_id">(hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.pad_token_id">(hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.pad_token_id">(hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.pad_token_id">(hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.pad_token_id">(hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.pad_token_id">(hezar.preprocessors.tokenizers.tokenizer.Tokenizer property)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.pad_token_type_id">pad_token_type_id (hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.pad_token_type_id">(hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.padding">padding (hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.audio_feature_extractor.html#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig.padding">(hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.padding">(hezar.preprocessors.tokenizers.tokenizer.Tokenizer property)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.padding_direction">padding_direction (hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.padding_direction">(hezar.preprocessors.tokenizers.bpe.BPEConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.padding_direction">(hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.padding_direction">(hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.padding_direction">(hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.padding_direction">(hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.padding_side">padding_side (hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.audio_feature_extractor.html#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig.padding_side">(hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.padding_strategy">padding_strategy (hezar.preprocessors.tokenizers.bpe.BPEConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.padding_strategy">(hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.padding_strategy">(hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.padding_strategy">(hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.padding_strategy">(hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.padding_value">padding_value (hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.audio_feature_extractor.html#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig.padding_value">(hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.constants.html#hezar.constants.PaddingType">PaddingType (class in hezar.constants)</a>
+</li>
+        <li><a href="source/hezar.models.backbone.vit.vit_config.html#hezar.models.backbone.vit.vit_config.ViTConfig.patch_size">patch_size (hezar.models.backbone.vit.vit_config.ViTConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.patch_size">(hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.patch_size">(hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.patch_size">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.patch_size">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.configs.html#hezar.configs.DatasetConfig.path">path (hezar.configs.DatasetConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.data.datasets.image_captioning_dataset.html#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.path">(hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.path">(hezar.data.datasets.ocr_dataset.OCRDatasetConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.data.datasets.sequence_labeling_dataset.html#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.path">(hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.data.datasets.text_classification_dataset.html#hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig.path">(hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.data.datasets.text_summarization_dataset.html#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.path">(hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.utils.common_utils.html#hezar.utils.common_utils.permute_dict_list">permute_dict_list() (in module hezar.utils.common_utils)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.Backends.PILLOW">PILLOW (hezar.constants.Backends attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.constants.html#hezar.constants.ImageType.PILLOW">(hezar.constants.ImageType attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.constants.html#hezar.constants.LossType.POISSON_NLL">POISSON_NLL (hezar.constants.LossType attribute)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.pool_scales">pool_scales (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.metrics.f1.html#hezar.metrics.f1.F1Config.pos_label">pos_label (hezar.metrics.f1.F1Config attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.metrics.precision.html#hezar.metrics.precision.PrecisionConfig.pos_label">(hezar.metrics.precision.PrecisionConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.metrics.recall.html#hezar.metrics.recall.RecallConfig.pos_label">(hezar.metrics.recall.RecallConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.backbone.bert.bert_config.html#hezar.models.backbone.bert.bert_config.BERTConfig.position_embedding_type">position_embedding_type (hezar.models.backbone.bert.bert_config.BERTConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.position_embedding_type">(hezar.models.backbone.roberta.roberta_config.RoBERTaConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.position_embedding_type">(hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.position_embedding_type">(hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.position_embedding_type">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.position_embedding_type">(hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.position_embedding_type">(hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.position_embedding_type">(hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.position_embedding_type">(hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute)</a>
+</li>
+        </ul></li>
+    </ul></td>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.models.backbone.bert.bert.html#hezar.models.backbone.bert.bert.BERT.post_process">post_process() (hezar.models.backbone.bert.bert.BERT method)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.backbone.distilbert.distilbert.html#hezar.models.backbone.distilbert.distilbert.DistilBERT.post_process">(hezar.models.backbone.distilbert.distilbert.DistilBERT method)</a>
+</li>
+          <li><a href="source/hezar.models.backbone.roberta.roberta.html#hezar.models.backbone.roberta.roberta.RoBERTa.post_process">(hezar.models.backbone.roberta.roberta.RoBERTa method)</a>
+</li>
+          <li><a href="source/hezar.models.backbone.vit.vit.html#hezar.models.backbone.vit.vit.ViT.post_process">(hezar.models.backbone.vit.vit.ViT method)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.post_process">(hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text method)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.crnn.crnn_image2text.html#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.post_process">(hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text method)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text.html#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.post_process">(hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text method)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.post_process">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text method)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.post_process">(hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text method)</a>
+</li>
+          <li><a href="source/hezar.models.model.html#hezar.models.model.Model.post_process">(hezar.models.model.Model method)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.post_process">(hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling method)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling.post_process">(hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling method)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.post_process">(hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling method)</a>
+</li>
+          <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.post_process">(hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition method)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.bert.bert_text_classification.html#hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.post_process">(hezar.models.text_classification.bert.bert_text_classification.BertTextClassification method)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.distilbert.distilbert_text_classification.html#hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification.post_process">(hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification method)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.roberta.roberta_text_classification.html#hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.post_process">(hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification method)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation.html#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.post_process">(hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration method)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.t5.t5_text_generation.html#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.post_process">(hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration method)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.utils.audio_utils.html#hezar.utils.audio_utils.power_to_db">power_to_db() (in module hezar.utils.audio_utils)</a>
+</li>
+        <li><a href="source/hezar.metrics.precision.html#hezar.metrics.precision.Precision">Precision (class in hezar.metrics.precision)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.MetricType.PRECISION">PRECISION (hezar.constants.MetricType attribute)</a>
+</li>
+        <li><a href="source/hezar.metrics.precision.html#hezar.metrics.precision.PrecisionConfig">PrecisionConfig (class in hezar.metrics.precision)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.PrecisionType">PrecisionType (class in hezar.constants)</a>
+</li>
+        <li><a href="source/hezar.models.model.html#hezar.models.model.Model.predict">predict() (hezar.models.model.Model method)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.predict_timestamps">predict_timestamps (hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.prediction_skip_tokens">prediction_skip_tokens (hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.prediction_skip_tokens">(hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.prediction_skip_tokens">(hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.data.datasets.text_summarization_dataset.html#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.prefix">prefix (hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer.prefix_tokens">prefix_tokens (hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer property)</a>
+</li>
+        <li><a href="source/hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.prepare_input_batch">prepare_input_batch() (hezar.trainer.trainer.Trainer method)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.prepare_inputs_for_generation">prepare_inputs_for_generation() (hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition method)</a>
+</li>
+        <li><a href="source/hezar.models.backbone.bert.bert.html#hezar.models.backbone.bert.bert.BERT.preprocess">preprocess() (hezar.models.backbone.bert.bert.BERT method)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.backbone.distilbert.distilbert.html#hezar.models.backbone.distilbert.distilbert.DistilBERT.preprocess">(hezar.models.backbone.distilbert.distilbert.DistilBERT method)</a>
+</li>
+          <li><a href="source/hezar.models.backbone.roberta.roberta.html#hezar.models.backbone.roberta.roberta.RoBERTa.preprocess">(hezar.models.backbone.roberta.roberta.RoBERTa method)</a>
+</li>
+          <li><a href="source/hezar.models.backbone.vit.vit.html#hezar.models.backbone.vit.vit.ViT.preprocess">(hezar.models.backbone.vit.vit.ViT method)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.preprocess">(hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text method)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.crnn.crnn_image2text.html#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.preprocess">(hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text method)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text.html#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.preprocess">(hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text method)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.preprocess">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text method)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.preprocess">(hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text method)</a>
+</li>
+          <li><a href="source/hezar.models.model.html#hezar.models.model.Model.preprocess">(hezar.models.model.Model method)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.preprocess">(hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling method)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling.preprocess">(hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling method)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.preprocess">(hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling method)</a>
+</li>
+          <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.preprocess">(hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition method)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.bert.bert_text_classification.html#hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.preprocess">(hezar.models.text_classification.bert.bert_text_classification.BertTextClassification method)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.distilbert.distilbert_text_classification.html#hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification.preprocess">(hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification method)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.roberta.roberta_text_classification.html#hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.preprocess">(hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification method)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation.html#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.preprocess">(hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration method)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.t5.t5_text_generation.html#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.preprocess">(hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration method)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.preprocessors.preprocessor.html#hezar.preprocessors.preprocessor.Preprocessor">Preprocessor (class in hezar.preprocessors.preprocessor)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.ConfigType.PREPROCESSOR">PREPROCESSOR (hezar.constants.ConfigType attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.constants.html#hezar.constants.RegistryType.PREPROCESSOR">(hezar.constants.RegistryType attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.model.html#hezar.models.model.Model.preprocessor">preprocessor (hezar.models.model.Model property)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessor.preprocessor_subfolder">preprocessor_subfolder (hezar.preprocessors.image_processor.ImageProcessor attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.preprocessor.html#hezar.preprocessors.preprocessor.Preprocessor.preprocessor_subfolder">(hezar.preprocessors.preprocessor.Preprocessor attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.text_normalizer.html#hezar.preprocessors.text_normalizer.TextNormalizer.preprocessor_subfolder">(hezar.preprocessors.text_normalizer.TextNormalizer attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.configs.html#hezar.configs.PreprocessorConfig">PreprocessorConfig (class in hezar.configs)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.preprocessor.html#hezar.preprocessors.preprocessor.PreprocessorsContainer">PreprocessorsContainer (class in hezar.preprocessors.preprocessor)</a>
+</li>
+        <li><a href="source/hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.print_info">print_info() (hezar.trainer.trainer.Trainer method)</a>
+</li>
+        <li><a href="source/hezar.configs.html#hezar.configs.Config.push_to_hub">push_to_hub() (hezar.configs.Config method)</a>
+
+        <ul>
+          <li><a href="source/hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.push_to_hub">(hezar.embeddings.embedding.Embedding method)</a>
+</li>
+          <li><a href="source/hezar.models.model.html#hezar.models.model.Model.push_to_hub">(hezar.models.model.Model method)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.audio_feature_extractor.html#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor.push_to_hub">(hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor method)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessor.push_to_hub">(hezar.preprocessors.image_processor.ImageProcessor method)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.preprocessor.html#hezar.preprocessors.preprocessor.Preprocessor.push_to_hub">(hezar.preprocessors.preprocessor.Preprocessor method)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.preprocessor.html#hezar.preprocessors.preprocessor.PreprocessorsContainer.push_to_hub">(hezar.preprocessors.preprocessor.PreprocessorsContainer method)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.text_normalizer.html#hezar.preprocessors.text_normalizer.TextNormalizer.push_to_hub">(hezar.preprocessors.text_normalizer.TextNormalizer method)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.push_to_hub">(hezar.preprocessors.tokenizers.tokenizer.Tokenizer method)</a>
+</li>
+          <li><a href="source/hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.push_to_hub">(hezar.trainer.trainer.Trainer method)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.constants.html#hezar.constants.Backends.PYTORCH">PYTORCH (hezar.constants.Backends attribute)</a>
+</li>
+    </ul></td>
+  </tr></table>
+</section>
+
+<section id="Q" class="genindex-section">
+  <h2>Q</h2>
+  <table style="width: 100%" class="indextable genindextable"><tr>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.models.backbone.distilbert.distilbert_config.html#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.qa_dropout">qa_dropout (hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.qa_dropout">(hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.qa_dropout">(hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig attribute)</a>
+</li>
+        </ul></li>
+    </ul></td>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.models.backbone.vit.vit_config.html#hezar.models.backbone.vit.vit_config.ViTConfig.qkv_bias">qkv_bias (hezar.models.backbone.vit.vit_config.ViTConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.qkv_bias">(hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.qkv_bias">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.qkv_bias">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig attribute)</a>
+</li>
+        </ul></li>
+    </ul></td>
+  </tr></table>
+</section>
+
+<section id="R" class="genindex-section">
+  <h2>R</h2>
+  <table style="width: 100%" class="indextable genindextable"><tr>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.metrics.recall.html#hezar.metrics.recall.Recall">Recall (class in hezar.metrics.recall)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.MetricType.RECALL">RECALL (hezar.constants.MetricType attribute)</a>
+</li>
+        <li><a href="source/hezar.metrics.recall.html#hezar.metrics.recall.RecallConfig">RecallConfig (class in hezar.metrics.recall)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.Color.RED">RED (hezar.constants.Color attribute)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.LRSchedulerType.REDUCE_LR_ON_PLATEAU">REDUCE_LR_ON_PLATEAU (hezar.constants.LRSchedulerType attribute)</a>
+</li>
+        <li><a href="source/hezar.registry.html#hezar.registry.register_dataset">register_dataset() (in module hezar.registry)</a>
+</li>
+        <li><a href="source/hezar.registry.html#hezar.registry.register_embedding">register_embedding() (in module hezar.registry)</a>
+</li>
+        <li><a href="source/hezar.registry.html#hezar.registry.register_metric">register_metric() (in module hezar.registry)</a>
+</li>
+        <li><a href="source/hezar.registry.html#hezar.registry.register_model">register_model() (in module hezar.registry)</a>
+</li>
+        <li><a href="source/hezar.registry.html#hezar.registry.register_preprocessor">register_preprocessor() (in module hezar.registry)</a>
+</li>
+        <li><a href="source/hezar.registry.html#hezar.registry.Registry">Registry (class in hezar.registry)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.RegistryType">RegistryType (class in hezar.constants)</a>
+</li>
+        <li><a href="source/hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.relative_attention_max_distance">relative_attention_max_distance (hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.relative_attention_num_buckets">relative_attention_num_buckets (hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.text_normalizer.html#hezar.preprocessors.text_normalizer.TextNormalizerConfig.replace_patterns">replace_patterns (hezar.preprocessors.text_normalizer.TextNormalizerConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.replacement">replacement (hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.replacement">(hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.constants.html#hezar.constants.RepoType">RepoType (class in hezar.constants)</a>
+</li>
+        <li><a href="source/hezar.data.datasets.dataset.html#hezar.data.datasets.dataset.Dataset.required_backends">required_backends (hezar.data.datasets.dataset.Dataset attribute)</a>, <a href="source/hezar.data.datasets.dataset.html#id2">[1]</a>
+
+        <ul>
+          <li><a href="source/hezar.data.datasets.image_captioning_dataset.html#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDataset.required_backends">(hezar.data.datasets.image_captioning_dataset.ImageCaptioningDataset attribute)</a>
+</li>
+          <li><a href="source/hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.OCRDataset.required_backends">(hezar.data.datasets.ocr_dataset.OCRDataset attribute)</a>
+</li>
+          <li><a href="source/hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.required_backends">(hezar.embeddings.embedding.Embedding attribute)</a>
+</li>
+          <li><a href="source/hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastText.required_backends">(hezar.embeddings.fasttext.FastText attribute)</a>
+</li>
+          <li><a href="source/hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2Vec.required_backends">(hezar.embeddings.word2vec.Word2Vec attribute)</a>
+</li>
+          <li><a href="source/hezar.metrics.accuracy.html#hezar.metrics.accuracy.Accuracy.required_backends">(hezar.metrics.accuracy.Accuracy attribute)</a>
+</li>
+          <li><a href="source/hezar.metrics.bleu.html#hezar.metrics.bleu.BLEU.required_backends">(hezar.metrics.bleu.BLEU attribute)</a>
+</li>
+          <li><a href="source/hezar.metrics.cer.html#hezar.metrics.cer.CER.required_backends">(hezar.metrics.cer.CER attribute)</a>
+</li>
+          <li><a href="source/hezar.metrics.f1.html#hezar.metrics.f1.F1.required_backends">(hezar.metrics.f1.F1 attribute)</a>
+</li>
+          <li><a href="source/hezar.metrics.metric.html#hezar.metrics.metric.Metric.required_backends">(hezar.metrics.metric.Metric attribute)</a>
+</li>
+          <li><a href="source/hezar.metrics.precision.html#hezar.metrics.precision.Precision.required_backends">(hezar.metrics.precision.Precision attribute)</a>
+</li>
+          <li><a href="source/hezar.metrics.recall.html#hezar.metrics.recall.Recall.required_backends">(hezar.metrics.recall.Recall attribute)</a>
+</li>
+          <li><a href="source/hezar.metrics.rouge.html#hezar.metrics.rouge.ROUGE.required_backends">(hezar.metrics.rouge.ROUGE attribute)</a>
+</li>
+          <li><a href="source/hezar.metrics.seqeval.html#hezar.metrics.seqeval.Seqeval.required_backends">(hezar.metrics.seqeval.Seqeval attribute)</a>
+</li>
+          <li><a href="source/hezar.metrics.wer.html#hezar.metrics.wer.WER.required_backends">(hezar.metrics.wer.WER attribute)</a>
+</li>
+          <li><a href="source/hezar.models.backbone.bert.bert.html#hezar.models.backbone.bert.bert.BERT.required_backends">(hezar.models.backbone.bert.bert.BERT attribute)</a>
+</li>
+          <li><a href="source/hezar.models.backbone.distilbert.distilbert.html#hezar.models.backbone.distilbert.distilbert.DistilBERT.required_backends">(hezar.models.backbone.distilbert.distilbert.DistilBERT attribute)</a>
+</li>
+          <li><a href="source/hezar.models.backbone.roberta.roberta.html#hezar.models.backbone.roberta.roberta.RoBERTa.required_backends">(hezar.models.backbone.roberta.roberta.RoBERTa attribute)</a>
+</li>
+          <li><a href="source/hezar.models.backbone.vit.vit.html#hezar.models.backbone.vit.vit.ViT.required_backends">(hezar.models.backbone.vit.vit.ViT attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.required_backends">(hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text.html#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.required_backends">(hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.required_backends">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.required_backends">(hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text attribute)</a>
+</li>
+          <li><a href="source/hezar.models.model.html#hezar.models.model.Model.required_backends">(hezar.models.model.Model attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.required_backends">(hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling.required_backends">(hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.required_backends">(hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling attribute)</a>
+</li>
+          <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.required_backends">(hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition attribute)</a>
+</li>
+          <li><a href="source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer.required_backends">(hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.bert.bert_text_classification.html#hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.required_backends">(hezar.models.text_classification.bert.bert_text_classification.BertTextClassification attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.distilbert.distilbert_text_classification.html#hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification.required_backends">(hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.roberta.roberta_text_classification.html#hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.required_backends">(hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation.html#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.required_backends">(hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.t5.t5_text_generation.html#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.required_backends">(hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessor.required_backends">(hezar.preprocessors.image_processor.ImageProcessor attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.preprocessor.html#hezar.preprocessors.preprocessor.Preprocessor.required_backends">(hezar.preprocessors.preprocessor.Preprocessor attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.text_normalizer.html#hezar.preprocessors.text_normalizer.TextNormalizer.required_backends">(hezar.preprocessors.text_normalizer.TextNormalizer attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPETokenizer.required_backends">(hezar.preprocessors.tokenizers.bpe.BPETokenizer attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer.required_backends">(hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer.required_backends">(hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.required_backends">(hezar.preprocessors.tokenizers.tokenizer.Tokenizer attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer.required_backends">(hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer attribute)</a>
+</li>
+        </ul></li>
+    </ul></td>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessorConfig.resample">resample (hezar.preprocessors.image_processor.ImageProcessorConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessorConfig.rescale">rescale (hezar.preprocessors.image_processor.ImageProcessorConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.utils.image_utils.html#hezar.utils.image_utils.rescale_image">rescale_image() (in module hezar.utils.image_utils)</a>
+</li>
+        <li><a href="source/hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.AverageMeter.reset">reset() (hezar.trainer.trainer_utils.AverageMeter method)</a>
+
+        <ul>
+          <li><a href="source/hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.MetricsTracker.reset">(hezar.trainer.trainer_utils.MetricsTracker method)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.resid_pdrop">resid_pdrop (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.resid_pdrop">(hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.utils.image_utils.html#hezar.utils.image_utils.resize_image">resize_image() (in module hezar.utils.image_utils)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.resize_token_embeddings">resize_token_embeddings() (hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition method)</a>
+</li>
+        <li><a href="source/hezar.utils.data_utils.html#hezar.utils.data_utils.resolve_inputs_length_for_padding">resolve_inputs_length_for_padding() (in module hezar.utils.data_utils)</a>
+</li>
+        <li><a href="source/hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.resolve_logdir">resolve_logdir() (in module hezar.trainer.trainer_utils)</a>
+</li>
+        <li><a href="source/hezar.utils.hub_utils.html#hezar.utils.hub_utils.resolve_pretrained_path">resolve_pretrained_path() (in module hezar.utils.hub_utils)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.return_attention_mask">return_attention_mask (hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.return_dict_in_generate">return_dict_in_generate (hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.reverse_digits">reverse_digits (hezar.data.datasets.ocr_dataset.OCRDatasetConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.crnn.crnn_image2text_config.html#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.reverse_output_digits">reverse_output_digits (hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.crnn.crnn_image2text_config.html#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.reverse_prediction_text">reverse_prediction_text (hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.utils.common_utils.html#hezar.utils.common_utils.reverse_string_digits">reverse_string_digits() (in module hezar.utils.common_utils)</a>
+</li>
+        <li><a href="source/hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.reverse_text">reverse_text (hezar.data.datasets.ocr_dataset.OCRDatasetConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.crnn.crnn_image2text_config.html#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.rnn_dim">rnn_dim (hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.backbone.roberta.roberta.html#hezar.models.backbone.roberta.roberta.RoBERTa">RoBERTa (class in hezar.models.backbone.roberta.roberta)</a>
+</li>
+        <li><a href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaClassificationHead">RobertaClassificationHead (class in hezar.models.sequence_labeling.roberta.roberta_sequence_labeling)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.text_classification.roberta.roberta_text_classification.html#hezar.models.text_classification.roberta.roberta_text_classification.RobertaClassificationHead">(class in hezar.models.text_classification.roberta.roberta_text_classification)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig">RoBERTaConfig (class in hezar.models.backbone.roberta.roberta_config)</a>
+</li>
+        <li><a href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling">RobertaSequenceLabeling (class in hezar.models.sequence_labeling.roberta.roberta_sequence_labeling)</a>
+</li>
+        <li><a href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig">RobertaSequenceLabelingConfig (class in hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config)</a>
+</li>
+        <li><a href="source/hezar.models.text_classification.roberta.roberta_text_classification.html#hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification">RobertaTextClassification (class in hezar.models.text_classification.roberta.roberta_text_classification)</a>
+</li>
+        <li><a href="source/hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig">RobertaTextClassificationConfig (class in hezar.models.text_classification.roberta.roberta_text_classification_config)</a>
+</li>
+        <li><a href="source/hezar.metrics.rouge.html#hezar.metrics.rouge.ROUGE">ROUGE (class in hezar.metrics.rouge)</a>
+
+        <ul>
+          <li><a href="source/hezar.constants.html#hezar.constants.Backends.ROUGE">(hezar.constants.Backends attribute)</a>
+</li>
+          <li><a href="source/hezar.constants.html#hezar.constants.MetricType.ROUGE">(hezar.constants.MetricType attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.metrics.rouge.html#hezar.metrics.rouge.ROUGEConfig">ROUGEConfig (class in hezar.metrics.rouge)</a>
+</li>
+    </ul></td>
+  </tr></table>
+</section>
+
+<section id="S" class="genindex-section">
+  <h2>S</h2>
+  <table style="width: 100%" class="indextable genindextable"><tr>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.metrics.accuracy.html#hezar.metrics.accuracy.AccuracyConfig.sample_weight">sample_weight (hezar.metrics.accuracy.AccuracyConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.metrics.f1.html#hezar.metrics.f1.F1Config.sample_weight">(hezar.metrics.f1.F1Config attribute)</a>
+</li>
+          <li><a href="source/hezar.metrics.precision.html#hezar.metrics.precision.PrecisionConfig.sample_weight">(hezar.metrics.precision.PrecisionConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.metrics.recall.html#hezar.metrics.recall.RecallConfig.sample_weight">(hezar.metrics.recall.RecallConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.metrics.seqeval.html#hezar.metrics.seqeval.SeqevalConfig.sample_weight">(hezar.metrics.seqeval.SeqevalConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.sampling_rate">sampling_rate (hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.sampling_rate">(hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.audio_feature_extractor.html#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig.sampling_rate">(hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.utils.common_utils.html#hezar.utils.common_utils.sanitize_function_parameters">sanitize_function_parameters() (in module hezar.utils.common_utils)</a>
+</li>
+        <li><a href="source/hezar.configs.html#hezar.configs.Config.save">save() (hezar.configs.Config method)</a>
+
+        <ul>
+          <li><a href="source/hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.save">(hezar.embeddings.embedding.Embedding method)</a>
+</li>
+          <li><a href="source/hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastText.save">(hezar.embeddings.fasttext.FastText method)</a>
+</li>
+          <li><a href="source/hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2Vec.save">(hezar.embeddings.word2vec.Word2Vec method)</a>
+</li>
+          <li><a href="source/hezar.models.model.html#hezar.models.model.Model.save">(hezar.models.model.Model method)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.audio_feature_extractor.html#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor.save">(hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor method)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessor.save">(hezar.preprocessors.image_processor.ImageProcessor method)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.preprocessor.html#hezar.preprocessors.preprocessor.Preprocessor.save">(hezar.preprocessors.preprocessor.Preprocessor method)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.preprocessor.html#hezar.preprocessors.preprocessor.PreprocessorsContainer.save">(hezar.preprocessors.preprocessor.PreprocessorsContainer method)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.text_normalizer.html#hezar.preprocessors.text_normalizer.TextNormalizer.save">(hezar.preprocessors.text_normalizer.TextNormalizer method)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.save">(hezar.preprocessors.tokenizers.tokenizer.Tokenizer method)</a>
+</li>
+          <li><a href="source/hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.save">(hezar.trainer.trainer.Trainer method)</a>
+</li>
+          <li><a href="source/hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.TrainerState.save">(hezar.trainer.trainer_utils.TrainerState method)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2VecConfig.save_format">save_format (hezar.embeddings.word2vec.Word2VecConfig attribute)</a>, <a href="source/hezar.embeddings.word2vec.html#id7">[1]</a>
+</li>
+        <li><a href="source/hezar.configs.html#hezar.configs.TrainerConfig.save_freq">save_freq (hezar.configs.TrainerConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.scale_embedding">scale_embedding (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.Backends.SCIKIT">SCIKIT (hezar.constants.Backends attribute)</a>
+</li>
+        <li><a href="source/hezar.models.model_outputs.html#hezar.models.model_outputs.Image2TextOutput.score">score (hezar.models.model_outputs.Image2TextOutput attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.model_outputs.html#hezar.models.model_outputs.LanguageModelingOutput.score">(hezar.models.model_outputs.LanguageModelingOutput attribute)</a>
+</li>
+          <li><a href="source/hezar.models.model_outputs.html#hezar.models.model_outputs.SequenceLabelingOutput.score">(hezar.models.model_outputs.SequenceLabelingOutput attribute)</a>
+</li>
+          <li><a href="source/hezar.models.model_outputs.html#hezar.models.model_outputs.TextClassificationOutput.score">(hezar.models.model_outputs.TextClassificationOutput attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.constants.html#hezar.constants.OptimizerType.SDG">SDG (hezar.constants.OptimizerType attribute)</a>
+</li>
+        <li><a href="source/hezar.configs.html#hezar.configs.TrainerConfig.seed">seed (hezar.configs.TrainerConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastTextConfig.seed">(hezar.embeddings.fasttext.FastTextConfig attribute)</a>, <a href="source/hezar.embeddings.fasttext.html#id7">[1]</a>
+</li>
+          <li><a href="source/hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2VecConfig.seed">(hezar.embeddings.word2vec.Word2VecConfig attribute)</a>, <a href="source/hezar.embeddings.word2vec.html#id8">[1]</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.semantic_loss_ignore_index">semantic_loss_ignore_index (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.metrics.cer.html#hezar.metrics.cer.CERConfig.sentence_delimiter">sentence_delimiter (hezar.metrics.cer.CERConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig">SentencePieceBPEConfig (class in hezar.preprocessors.tokenizers.sentencepiece_bpe)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer">SentencePieceBPETokenizer (class in hezar.preprocessors.tokenizers.sentencepiece_bpe)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig">SentencePieceUnigramConfig (class in hezar.preprocessors.tokenizers.sentencepiece_unigram)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer">SentencePieceUnigramTokenizer (class in hezar.preprocessors.tokenizers.sentencepiece_unigram)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.sep_token">sep_token (hezar.preprocessors.tokenizers.bpe.BPEConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.sep_token">(hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.sep_token">(hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.sep_token">(hezar.preprocessors.tokenizers.tokenizer.Tokenizer property)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.sep_token">(hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.sep_token">(hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.sep_token_id">sep_token_id (hezar.preprocessors.tokenizers.tokenizer.Tokenizer property)</a>
+</li>
+        <li><a href="source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.seq_classif_dropout">seq_classif_dropout (hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.metrics.seqeval.html#hezar.metrics.seqeval.Seqeval">Seqeval (class in hezar.metrics.seqeval)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.Backends.SEQEVAL">SEQEVAL (hezar.constants.Backends attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.constants.html#hezar.constants.MetricType.SEQEVAL">(hezar.constants.MetricType attribute)</a>
+</li>
+        </ul></li>
+    </ul></td>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.metrics.seqeval.html#hezar.metrics.seqeval.SeqevalConfig">SeqevalConfig (class in hezar.metrics.seqeval)</a>
+</li>
+        <li><a href="source/hezar.models.model_outputs.html#hezar.models.model_outputs.LanguageModelingOutput.sequence">sequence (hezar.models.model_outputs.LanguageModelingOutput attribute)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.TaskType.SEQUENCE_LABELING">SEQUENCE_LABELING (hezar.constants.TaskType attribute)</a>
+</li>
+        <li><a href="source/hezar.data.data_collators.html#hezar.data.data_collators.SequenceLabelingDataCollator">SequenceLabelingDataCollator (class in hezar.data.data_collators)</a>
+</li>
+        <li><a href="source/hezar.data.datasets.sequence_labeling_dataset.html#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDataset">SequenceLabelingDataset (class in hezar.data.datasets.sequence_labeling_dataset)</a>
+</li>
+        <li><a href="source/hezar.data.datasets.sequence_labeling_dataset.html#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig">SequenceLabelingDatasetConfig (class in hezar.data.datasets.sequence_labeling_dataset)</a>
+</li>
+        <li><a href="source/hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.SequenceLabelingMetricsHandler">SequenceLabelingMetricsHandler (class in hezar.trainer.metrics_handlers)</a>
+</li>
+        <li><a href="source/hezar.models.model_outputs.html#hezar.models.model_outputs.SequenceLabelingOutput">SequenceLabelingOutput (class in hezar.models.model_outputs)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.set_output_embeddings">set_output_embeddings() (hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition method)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer.set_prefix_tokens">set_prefix_tokens() (hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer method)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.set_truncation_and_padding">set_truncation_and_padding() (hezar.preprocessors.tokenizers.tokenizer.Tokenizer method)</a>
+</li>
+        <li><a href="source/hezar.utils.data_utils.html#hezar.utils.data_utils.shift_tokens_right">shift_tokens_right() (in module hezar.utils.data_utils)</a>
+</li>
+        <li><a href="source/hezar.utils.image_utils.html#hezar.utils.image_utils.show_image">show_image() (in module hezar.utils.image_utils)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.show_progress">show_progress (hezar.preprocessors.tokenizers.bpe.BPEConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.show_progress">(hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.show_progress">(hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.show_progress">(hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.similarity">similarity() (hezar.embeddings.embedding.Embedding method)</a>
+
+        <ul>
+          <li><a href="source/hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastText.similarity">(hezar.embeddings.fasttext.FastText method)</a>
+</li>
+          <li><a href="source/hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2Vec.similarity">(hezar.embeddings.word2vec.Word2Vec method)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessorConfig.size">size (hezar.preprocessors.image_processor.ImageProcessorConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.backbone.bert.bert.html#hezar.models.backbone.bert.bert.BERT.skip_keys_on_load">skip_keys_on_load (hezar.models.backbone.bert.bert.BERT attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.backbone.roberta.roberta.html#hezar.models.backbone.roberta.roberta.RoBERTa.skip_keys_on_load">(hezar.models.backbone.roberta.roberta.RoBERTa attribute)</a>
+</li>
+          <li><a href="source/hezar.models.model.html#hezar.models.model.Model.skip_keys_on_load">(hezar.models.model.Model attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.skip_keys_on_load">(hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.skip_keys_on_load">(hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.bert.bert_text_classification.html#hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.skip_keys_on_load">(hezar.models.text_classification.bert.bert_text_classification.BertTextClassification attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.roberta.roberta_text_classification.html#hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.skip_keys_on_load">(hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.utils.common_utils.html#hezar.utils.common_utils.snake_case">snake_case() (in module hezar.utils.common_utils)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.Backends.SOUNDFILE">SOUNDFILE (hezar.constants.Backends attribute)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.special_ids">special_ids (hezar.preprocessors.tokenizers.tokenizer.Tokenizer property)</a>
+</li>
+        <li><a href="source/hezar.utils.audio_utils.html#hezar.utils.audio_utils.spectrogram">spectrogram() (in module hezar.utils.audio_utils)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.TaskType.SPEECH_RECOGNITION">SPEECH_RECOGNITION (hezar.constants.TaskType attribute)</a>
+</li>
+        <li><a href="source/hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.SpeechRecognitionMetricsHandler">SpeechRecognitionMetricsHandler (class in hezar.trainer.metrics_handlers)</a>
+</li>
+        <li><a href="source/hezar.models.model_outputs.html#hezar.models.model_outputs.SpeechRecognitionOutput">SpeechRecognitionOutput (class in hezar.models.model_outputs)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.SplitType">SplitType (class in hezar.constants)</a>
+</li>
+        <li><a href="source/hezar.models.model_outputs.html#hezar.models.model_outputs.SequenceLabelingOutput.start">start (hezar.models.model_outputs.SequenceLabelingOutput attribute)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessorConfig.std">std (hezar.preprocessors.image_processor.ImageProcessorConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.stride">stride (hezar.preprocessors.tokenizers.bpe.BPEConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.stride">(hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.stride">(hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.stride">(hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.stride">(hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.subfolder">subfolder (hezar.embeddings.embedding.Embedding attribute)</a>
+</li>
+        <li><a href="source/hezar.metrics.seqeval.html#hezar.metrics.seqeval.SeqevalConfig.suffix">suffix (hezar.metrics.seqeval.SeqevalConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.summary_activation">summary_activation (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.summary_activation">(hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.data.datasets.text_summarization_dataset.html#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.summary_field">summary_field (hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.summary_first_dropout">summary_first_dropout (hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.summary_first_dropout">(hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.suppress_tokens">suppress_tokens (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute)</a>
+</li>
+    </ul></td>
+  </tr></table>
+</section>
+
+<section id="T" class="genindex-section">
+  <h2>T</h2>
+  <table style="width: 100%" class="indextable genindextable"><tr>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.models.text_generation.t5.t5_text_generation.html#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration">T5TextGeneration (class in hezar.models.text_generation.t5.t5_text_generation)</a>
+</li>
+        <li><a href="source/hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig">T5TextGenerationConfig (class in hezar.models.text_generation.t5.t5_text_generation_config)</a>
+</li>
+        <li><a href="source/hezar.data.datasets.sequence_labeling_dataset.html#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.tags_field">tags_field (hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.configs.html#hezar.configs.DatasetConfig.task">task (hezar.configs.DatasetConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.configs.html#hezar.configs.TrainerConfig.task">(hezar.configs.TrainerConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.data.datasets.image_captioning_dataset.html#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.task">(hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.task">(hezar.data.datasets.ocr_dataset.OCRDatasetConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.data.datasets.sequence_labeling_dataset.html#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.task">(hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.data.datasets.text_classification_dataset.html#hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig.task">(hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.data.datasets.text_summarization_dataset.html#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.task">(hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.backbone.bert.bert_config.html#hezar.models.backbone.bert.bert_config.BERTConfig.task">(hezar.models.backbone.bert.bert_config.BERTConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.backbone.distilbert.distilbert_config.html#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.task">(hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.task">(hezar.models.backbone.roberta.roberta_config.RoBERTaConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.task">(hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.task">(hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.task">(hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.task">(hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.task">(hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.task">(hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.task">(hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.constants.html#hezar.constants.TaskType">TaskType (class in hezar.constants)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.SplitType.TEST">TEST (hezar.constants.SplitType attribute)</a>
+</li>
+        <li><a href="source/hezar.data.datasets.image_captioning_dataset.html#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.test_split_size">test_split_size (hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.model_outputs.html#hezar.models.model_outputs.Image2TextOutput.text">text (hezar.models.model_outputs.Image2TextOutput attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.model_outputs.html#hezar.models.model_outputs.SpeechRecognitionOutput.text">(hezar.models.model_outputs.SpeechRecognitionOutput attribute)</a>
+</li>
+          <li><a href="source/hezar.models.model_outputs.html#hezar.models.model_outputs.TextGenerationOutput.text">(hezar.models.model_outputs.TextGenerationOutput attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.constants.html#hezar.constants.TaskType.TEXT_CLASSIFICATION">TEXT_CLASSIFICATION (hezar.constants.TaskType attribute)</a>
+</li>
+        <li><a href="source/hezar.data.datasets.image_captioning_dataset.html#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.text_column">text_column (hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.text_column">(hezar.data.datasets.ocr_dataset.OCRDatasetConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.constants.html#hezar.constants.TaskType.TEXT_DETECTION">TEXT_DETECTION (hezar.constants.TaskType attribute)</a>
+</li>
+        <li><a href="source/hezar.data.datasets.text_classification_dataset.html#hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig.text_field">text_field (hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.data.datasets.text_summarization_dataset.html#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.text_field">(hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.constants.html#hezar.constants.TaskType.TEXT_GENERATION">TEXT_GENERATION (hezar.constants.TaskType attribute)</a>
+</li>
+        <li><a href="source/hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.text_split_type">text_split_type (hezar.data.datasets.ocr_dataset.OCRDatasetConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.data.datasets.text_classification_dataset.html#hezar.data.datasets.text_classification_dataset.TextClassificationDataset">TextClassificationDataset (class in hezar.data.datasets.text_classification_dataset)</a>
+</li>
+        <li><a href="source/hezar.data.datasets.text_classification_dataset.html#hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig">TextClassificationDatasetConfig (class in hezar.data.datasets.text_classification_dataset)</a>
+</li>
+        <li><a href="source/hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.TextClassificationMetricsHandler">TextClassificationMetricsHandler (class in hezar.trainer.metrics_handlers)</a>
+</li>
+        <li><a href="source/hezar.models.model_outputs.html#hezar.models.model_outputs.TextClassificationOutput">TextClassificationOutput (class in hezar.models.model_outputs)</a>
+</li>
+        <li><a href="source/hezar.data.data_collators.html#hezar.data.data_collators.TextGenerationDataCollator">TextGenerationDataCollator (class in hezar.data.data_collators)</a>
+</li>
+        <li><a href="source/hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.TextGenerationMetricsHandler">TextGenerationMetricsHandler (class in hezar.trainer.metrics_handlers)</a>
+</li>
+        <li><a href="source/hezar.models.model_outputs.html#hezar.models.model_outputs.TextGenerationOutput">TextGenerationOutput (class in hezar.models.model_outputs)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.text_normalizer.html#hezar.preprocessors.text_normalizer.TextNormalizer">TextNormalizer (class in hezar.preprocessors.text_normalizer)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.text_normalizer.html#hezar.preprocessors.text_normalizer.TextNormalizerConfig">TextNormalizerConfig (class in hezar.preprocessors.text_normalizer)</a>
+</li>
+        <li><a href="source/hezar.data.data_collators.html#hezar.data.data_collators.TextPaddingDataCollator">TextPaddingDataCollator (class in hezar.data.data_collators)</a>
+</li>
+        <li><a href="source/hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.TextSplitType">TextSplitType (class in hezar.data.datasets.ocr_dataset)</a>
+</li>
+        <li><a href="source/hezar.data.datasets.text_summarization_dataset.html#hezar.data.datasets.text_summarization_dataset.TextSummarizationDataset">TextSummarizationDataset (class in hezar.data.datasets.text_summarization_dataset)</a>
+</li>
+        <li><a href="source/hezar.data.datasets.text_summarization_dataset.html#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig">TextSummarizationDatasetConfig (class in hezar.data.datasets.text_summarization_dataset)</a>
+</li>
+        <li><a href="source/hezar.models.backbone.distilbert.distilbert_config.html#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.tie_weights_">tie_weights_ (hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.tie_weights_">(hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.tie_weights_">(hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.tie_word_embeddings">tie_word_embeddings (hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.data.datasets.text_summarization_dataset.html#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.title_field">title_field (hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.model_outputs.html#hezar.models.model_outputs.LanguageModelingOutput.token">token (hezar.models.model_outputs.LanguageModelingOutput attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.model_outputs.html#hezar.models.model_outputs.SequenceLabelingOutput.token">(hezar.models.model_outputs.SequenceLabelingOutput attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.model_outputs.html#hezar.models.model_outputs.LanguageModelingOutput.token_id">token_id (hezar.models.model_outputs.LanguageModelingOutput attribute)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPETokenizer.token_ids_name">token_ids_name (hezar.preprocessors.tokenizers.bpe.BPETokenizer attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer.token_ids_name">(hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer.token_ids_name">(hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.token_ids_name">(hezar.preprocessors.tokenizers.tokenizer.Tokenizer attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer.token_ids_name">(hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.token_to_id">token_to_id() (hezar.preprocessors.tokenizers.tokenizer.Tokenizer method)</a>
+</li>
+        <li><a href="source/hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.TextSplitType.TOKENIZE">TOKENIZE (hezar.data.datasets.ocr_dataset.TextSplitType attribute)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer">Tokenizer (class in hezar.preprocessors.tokenizers.tokenizer)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPETokenizer.tokenizer_config_filename">tokenizer_config_filename (hezar.preprocessors.tokenizers.bpe.BPETokenizer attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer.tokenizer_config_filename">(hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer.tokenizer_config_filename">(hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.tokenizer_config_filename">(hezar.preprocessors.tokenizers.tokenizer.Tokenizer attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer.tokenizer_config_filename">(hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPETokenizer.tokenizer_filename">tokenizer_filename (hezar.preprocessors.tokenizers.bpe.BPETokenizer attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer.tokenizer_filename">(hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer.tokenizer_filename">(hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.tokenizer_filename">(hezar.preprocessors.tokenizers.tokenizer.Tokenizer attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer.tokenizer_filename">(hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.backbone.bert.bert.html#hezar.models.backbone.bert.bert.BERT.tokenizer_name">tokenizer_name (hezar.models.backbone.bert.bert.BERT attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.backbone.distilbert.distilbert.html#hezar.models.backbone.distilbert.distilbert.DistilBERT.tokenizer_name">(hezar.models.backbone.distilbert.distilbert.DistilBERT attribute)</a>
+</li>
+          <li><a href="source/hezar.models.backbone.roberta.roberta.html#hezar.models.backbone.roberta.roberta.RoBERTa.tokenizer_name">(hezar.models.backbone.roberta.roberta.RoBERTa attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.tokenizer_name">(hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text.html#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.tokenizer_name">(hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.tokenizer_name">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.tokenizer_name">(hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.tokenizer_name">(hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling.tokenizer_name">(hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.tokenizer_name">(hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling attribute)</a>
+</li>
+          <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.tokenizer_name">(hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.bert.bert_text_classification.html#hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.tokenizer_name">(hezar.models.text_classification.bert.bert_text_classification.BertTextClassification attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.distilbert.distilbert_text_classification.html#hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification.tokenizer_name">(hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.roberta.roberta_text_classification.html#hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.tokenizer_name">(hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation.html#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.tokenizer_name">(hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.t5.t5_text_generation.html#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.tokenizer_name">(hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration attribute)</a>
+</li>
+        </ul></li>
+    </ul></td>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.data.datasets.image_captioning_dataset.html#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.tokenizer_path">tokenizer_path (hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.tokenizer_path">(hezar.data.datasets.ocr_dataset.OCRDatasetConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.data.datasets.sequence_labeling_dataset.html#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.tokenizer_path">(hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.data.datasets.text_classification_dataset.html#hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig.tokenizer_path">(hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.data.datasets.text_summarization_dataset.html#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.tokenizer_path">(hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig">TokenizerConfig (class in hezar.preprocessors.tokenizers.tokenizer)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.Backends.TOKENIZERS">TOKENIZERS (hezar.constants.Backends attribute)</a>
+</li>
+        <li><a href="source/hezar.data.datasets.sequence_labeling_dataset.html#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.tokens_field">tokens_field (hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.ImageType.TORCH">TORCH (hezar.constants.ImageType attribute)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.torch_dtype">torch_dtype (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.torch_embedding">torch_embedding() (hezar.embeddings.embedding.Embedding method)</a>
+</li>
+        <li><a href="source/hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.TrainerState.total_epochs">total_epochs (hezar.trainer.trainer_utils.TrainerState attribute)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.SplitType.TRAIN">TRAIN (hezar.constants.SplitType attribute)</a>
+</li>
+        <li><a href="source/hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.train">train() (hezar.embeddings.embedding.Embedding method)</a>
+
+        <ul>
+          <li><a href="source/hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastText.train">(hezar.embeddings.fasttext.FastText method)</a>
+</li>
+          <li><a href="source/hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2Vec.train">(hezar.embeddings.word2vec.Word2Vec method)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPETokenizer.train">(hezar.preprocessors.tokenizers.bpe.BPETokenizer method)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer.train">(hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer method)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer.train">(hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer method)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer.train">(hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer method)</a>
+</li>
+          <li><a href="source/hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.train">(hezar.trainer.trainer.Trainer method)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastTextConfig.train_algorithm">train_algorithm (hezar.embeddings.fasttext.FastTextConfig attribute)</a>, <a href="source/hezar.embeddings.fasttext.html#id8">[1]</a>
+
+        <ul>
+          <li><a href="source/hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2VecConfig.train_algorithm">(hezar.embeddings.word2vec.Word2VecConfig attribute)</a>, <a href="source/hezar.embeddings.word2vec.html#id9">[1]</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPETokenizer.train_from_iterator">train_from_iterator() (hezar.preprocessors.tokenizers.bpe.BPETokenizer method)</a>
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer.train_from_iterator">(hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer method)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer.train_from_iterator">(hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer method)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer.train_from_iterator">(hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer method)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer">Trainer (class in hezar.trainer.trainer)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.ConfigType.TRAINER">TRAINER (hezar.constants.ConfigType attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.constants.html#hezar.constants.RegistryType.TRAINER">(hezar.constants.RegistryType attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.trainer_config_file">trainer_config_file (hezar.trainer.trainer.Trainer attribute)</a>
+</li>
+        <li><a href="source/hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.trainer_csv_log_file">trainer_csv_log_file (hezar.trainer.trainer.Trainer attribute)</a>
+</li>
+        <li><a href="source/hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.trainer_subfolder">trainer_subfolder (hezar.trainer.trainer.Trainer attribute)</a>
+</li>
+        <li><a href="source/hezar.configs.html#hezar.configs.TrainerConfig">TrainerConfig (class in hezar.configs)</a>
+</li>
+        <li><a href="source/hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.TrainerState">TrainerState (class in hezar.trainer.trainer_utils)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.crnn.crnn_image2text.html#hezar.models.image2text.crnn.crnn_image2text.ConvBlock.training">training (hezar.models.image2text.crnn.crnn_image2text.ConvBlock attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.training">(hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling.training">(hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaClassificationHead.training">(hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaClassificationHead attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.training">(hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling attribute)</a>
+</li>
+          <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.training">(hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.bert.bert_text_classification.html#hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.training">(hezar.models.text_classification.bert.bert_text_classification.BertTextClassification attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.distilbert.distilbert_text_classification.html#hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification.training">(hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.roberta.roberta_text_classification.html#hezar.models.text_classification.roberta.roberta_text_classification.RobertaClassificationHead.training">(hezar.models.text_classification.roberta.roberta_text_classification.RobertaClassificationHead attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.roberta.roberta_text_classification.html#hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.training">(hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation.html#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.training">(hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.t5.t5_text_generation.html#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.training">(hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.training_step">training_step() (hezar.trainer.trainer.Trainer method)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.transcribe_token">transcribe_token (hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.Backends.TRANSFORMERS">TRANSFORMERS (hezar.constants.Backends attribute)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.translate_token">translate_token (hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.utils.image_utils.html#hezar.utils.image_utils.transpose_channels_axis_side">transpose_channels_axis_side() (in module hezar.utils.image_utils)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.LossType.TRIPLE_MARGIN">TRIPLE_MARGIN (hezar.constants.LossType attribute)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.trocr.trocr_image2text.html#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text">TrOCRImage2Text (class in hezar.models.image2text.trocr.trocr_image2text)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.TrOCRImage2TextConfig">TrOCRImage2TextConfig (class in hezar.models.image2text.trocr.trocr_image2text_config)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.truncation">truncation (hezar.preprocessors.tokenizers.tokenizer.Tokenizer property)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.truncation_direction">truncation_direction (hezar.preprocessors.tokenizers.bpe.BPEConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.truncation_direction">(hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.truncation_direction">(hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.truncation_direction">(hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.truncation_direction">(hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.truncation_strategy">truncation_strategy (hezar.preprocessors.tokenizers.bpe.BPEConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.truncation_strategy">(hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.truncation_strategy">(hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.truncation_strategy">(hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.truncation_strategy">(hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.backbone.bert.bert_config.html#hezar.models.backbone.bert.bert_config.BERTConfig.type_vocab_size">type_vocab_size (hezar.models.backbone.bert.bert_config.BERTConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.type_vocab_size">(hezar.models.backbone.roberta.roberta_config.RoBERTaConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.type_vocab_size">(hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.type_vocab_size">(hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.type_vocab_size">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.type_vocab_size">(hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.type_vocab_size">(hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.type_vocab_size">(hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.type_vocab_size">(hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute)</a>
+</li>
+        </ul></li>
+    </ul></td>
+  </tr></table>
+</section>
+
+<section id="U" class="genindex-section">
+  <h2>U</h2>
+  <table style="width: 100%" class="indextable genindextable"><tr>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.uncastable_keys">uncastable_keys (hezar.preprocessors.tokenizers.tokenizer.Tokenizer attribute)</a>
+</li>
+        <li><a href="source/hezar.constants.html#hezar.constants.Color.UNDERLINE">UNDERLINE (hezar.constants.Color attribute)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.unk_token">unk_token (hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.unk_token">(hezar.preprocessors.tokenizers.bpe.BPEConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.unk_token">(hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.unk_token">(hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.unk_token">(hezar.preprocessors.tokenizers.tokenizer.Tokenizer property)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.unk_token">(hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.unk_token">(hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.unk_token_id">unk_token_id (hezar.preprocessors.tokenizers.tokenizer.Tokenizer property)</a>
+</li>
+        <li><a href="source/hezar.configs.html#hezar.configs.Config.update">update() (hezar.configs.Config method)</a>
+
+        <ul>
+          <li><a href="source/hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.AverageMeter.update">(hezar.trainer.trainer_utils.AverageMeter method)</a>
+</li>
+          <li><a href="source/hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.MetricsTracker.update">(hezar.trainer.trainer_utils.MetricsTracker method)</a>
+</li>
+          <li><a href="source/hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.TrainerState.update">(hezar.trainer.trainer_utils.TrainerState method)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.TrainerState.update_best_results">update_best_results() (hezar.trainer.trainer_utils.TrainerState method)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.use_absolute_position_embeddings">use_absolute_position_embeddings (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.metrics.rouge.html#hezar.metrics.rouge.ROUGEConfig.use_aggregator">use_aggregator (hezar.metrics.rouge.ROUGEConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.use_auxiliary_head">use_auxiliary_head (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.backbone.bert.bert_config.html#hezar.models.backbone.bert.bert_config.BERTConfig.use_cache">use_cache (hezar.models.backbone.bert.bert_config.BERTConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.use_cache">(hezar.models.backbone.roberta.roberta_config.RoBERTaConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.use_cache">(hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.use_cache">(hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.use_cache">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.use_cache">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.use_cache">(hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.use_cache">(hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.use_cache">(hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.use_cache">(hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.use_cache">(hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.use_cache">(hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.use_cache">(hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.use_cache">(hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute)</a>
+</li>
+        </ul></li>
+    </ul></td>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.configs.html#hezar.configs.TrainerConfig.use_cpu">use_cpu (hezar.configs.TrainerConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.use_mask_token">use_mask_token (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.use_mean_pooling">use_mean_pooling (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.use_relative_position_bias">use_relative_position_bias (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.use_shared_relative_position_bias">use_shared_relative_position_bias (hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.metrics.rouge.html#hezar.metrics.rouge.ROUGEConfig.use_stemmer">use_stemmer (hezar.metrics.rouge.ROUGEConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.use_weighted_layer_sum">use_weighted_layer_sum (hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute)</a>
+</li>
+    </ul></td>
+  </tr></table>
+</section>
+
+<section id="V" class="genindex-section">
+  <h2>V</h2>
+  <table style="width: 100%" class="indextable genindextable"><tr>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.constants.html#hezar.constants.SplitType.VALID">VALID (hezar.constants.SplitType attribute)</a>
+</li>
+        <li><a href="source/hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.Image2TextMetricHandler.valid_metrics">valid_metrics (hezar.trainer.metrics_handlers.Image2TextMetricHandler attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.MetricsHandler.valid_metrics">(hezar.trainer.metrics_handlers.MetricsHandler attribute)</a>
+</li>
+          <li><a href="source/hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.SequenceLabelingMetricsHandler.valid_metrics">(hezar.trainer.metrics_handlers.SequenceLabelingMetricsHandler attribute)</a>
+</li>
+          <li><a href="source/hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.TextClassificationMetricsHandler.valid_metrics">(hezar.trainer.metrics_handlers.TextClassificationMetricsHandler attribute)</a>
+</li>
+          <li><a href="source/hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.TextGenerationMetricsHandler.valid_metrics">(hezar.trainer.metrics_handlers.TextGenerationMetricsHandler attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.models.model_outputs.html#hezar.models.model_outputs.ModelOutput.values">values() (hezar.models.model_outputs.ModelOutput method)</a>
+</li>
+        <li><a href="source/hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastTextConfig.vector_size">vector_size (hezar.embeddings.fasttext.FastTextConfig attribute)</a>, <a href="source/hezar.embeddings.fasttext.html#id9">[1]</a>
+
+        <ul>
+          <li><a href="source/hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2VecConfig.vector_size">(hezar.embeddings.word2vec.Word2VecConfig attribute)</a>, <a href="source/hezar.embeddings.word2vec.html#id10">[1]</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.vectors">vectors (hezar.embeddings.embedding.Embedding property)</a>
+
+        <ul>
+          <li><a href="source/hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastText.vectors">(hezar.embeddings.fasttext.FastText property)</a>
+</li>
+          <li><a href="source/hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2Vec.vectors">(hezar.embeddings.word2vec.Word2Vec property)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.vectors_filename">vectors_filename (hezar.embeddings.embedding.Embedding attribute)</a>
+</li>
+        <li><a href="source/hezar.utils.integration_utils.html#hezar.utils.integration_utils.verify_dependencies">verify_dependencies() (in module hezar.utils.integration_utils)</a>
+</li>
+        <li><a href="source/hezar.models.backbone.vit.vit.html#hezar.models.backbone.vit.vit.ViT">ViT (class in hezar.models.backbone.vit.vit)</a>
+</li>
+        <li><a href="source/hezar.models.backbone.vit.vit_config.html#hezar.models.backbone.vit.vit_config.ViTConfig">ViTConfig (class in hezar.models.backbone.vit.vit_config)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text">ViTGPT2Image2Text (class in hezar.models.image2text.vit_gpt2.vit_gpt2_image2text)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.ViTGPT2Image2TextConfig">ViTGPT2Image2TextConfig (class in hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text">ViTRobertaImage2Text (class in hezar.models.image2text.vit_roberta.vit_roberta_image2text)</a>
+</li>
+        <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.ViTRobertaImage2TextConfig">ViTRobertaImage2TextConfig (class in hezar.models.image2text.vit_roberta.vit_roberta_image2text_config)</a>
+</li>
+        <li><a href="source/hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.vocab">vocab (hezar.embeddings.embedding.Embedding property)</a>
+
+        <ul>
+          <li><a href="source/hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastText.vocab">(hezar.embeddings.fasttext.FastText property)</a>
+</li>
+          <li><a href="source/hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2Vec.vocab">(hezar.embeddings.word2vec.Word2Vec property)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.vocab">(hezar.preprocessors.tokenizers.tokenizer.Tokenizer property)</a>
+</li>
+        </ul></li>
+    </ul></td>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.models.backbone.bert.bert_config.html#hezar.models.backbone.bert.bert_config.BERTConfig.vocab_size">vocab_size (hezar.models.backbone.bert.bert_config.BERTConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.models.backbone.distilbert.distilbert_config.html#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.vocab_size">(hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.vocab_size">(hezar.models.backbone.roberta.roberta_config.RoBERTaConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.vocab_size">(hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.vocab_size">(hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.vocab_size">(hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.vocab_size">(hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.vocab_size">(hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.vocab_size">(hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.vocab_size">(hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.vocab_size">(hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.vocab_size">(hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.vocab_size">(hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.vocab_size">(hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.vocab_size">(hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.vocab_size">(hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.vocab_size">(hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.vocab_size">(hezar.preprocessors.tokenizers.bpe.BPEConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.vocab_size">(hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.vocab_size">(hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.vocab_size">(hezar.preprocessors.tokenizers.tokenizer.Tokenizer property)</a>
+</li>
+          <li><a href="source/hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.vocab_size">(hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig attribute)</a>
+</li>
+        </ul></li>
+    </ul></td>
+  </tr></table>
+</section>
+
+<section id="W" class="genindex-section">
+  <h2>W</h2>
+  <table style="width: 100%" class="indextable genindextable"><tr>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.constants.html#hezar.constants.Backends.WANDB">WANDB (hezar.constants.Backends attribute)</a>
+</li>
+        <li><a href="source/hezar.configs.html#hezar.configs.TrainerConfig.weight_decay">weight_decay (hezar.configs.TrainerConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.metrics.wer.html#hezar.metrics.wer.WER">WER (class in hezar.metrics.wer)</a>
+
+        <ul>
+          <li><a href="source/hezar.constants.html#hezar.constants.MetricType.WER">(hezar.constants.MetricType attribute)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.metrics.wer.html#hezar.metrics.wer.WERConfig">WERConfig (class in hezar.metrics.wer)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig">WhisperBPEConfig (class in hezar.models.speech_recognition.whisper.whisper_tokenizer)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer">WhisperBPETokenizer (class in hezar.models.speech_recognition.whisper.whisper_tokenizer)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractor">WhisperFeatureExtractor (class in hezar.models.speech_recognition.whisper.whisper_feature_extractor)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig">WhisperFeatureExtractorConfig (class in hezar.models.speech_recognition.whisper.whisper_feature_extractor)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition">WhisperSpeechRecognition (class in hezar.models.speech_recognition.whisper.whisper_speech_recognition)</a>
+</li>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig">WhisperSpeechRecognitionConfig (class in hezar.models.speech_recognition.whisper.whisper_speech_recognition_config)</a>
+</li>
+        <li><a href="source/hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastTextConfig.window">window (hezar.embeddings.fasttext.FastTextConfig attribute)</a>, <a href="source/hezar.embeddings.fasttext.html#id10">[1]</a>
+
+        <ul>
+          <li><a href="source/hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2VecConfig.window">(hezar.embeddings.word2vec.Word2VecConfig attribute)</a>, <a href="source/hezar.embeddings.word2vec.html#id11">[1]</a>
+</li>
+        </ul></li>
+    </ul></td>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.utils.audio_utils.html#hezar.utils.audio_utils.window_function">window_function() (in module hezar.utils.audio_utils)</a>
+</li>
+        <li><a href="source/hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.word2index">word2index() (hezar.embeddings.embedding.Embedding method)</a>
+</li>
+        <li><a href="source/hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2Vec">Word2Vec (class in hezar.embeddings.word2vec)</a>
+</li>
+        <li><a href="source/hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2VecConfig">Word2VecConfig (class in hezar.embeddings.word2vec)</a>
+</li>
+        <li><a href="source/hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.word_vectors">word_vectors (hezar.embeddings.embedding.Embedding property)</a>
+
+        <ul>
+          <li><a href="source/hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastText.word_vectors">(hezar.embeddings.fasttext.FastText property)</a>
+</li>
+          <li><a href="source/hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2Vec.word_vectors">(hezar.embeddings.word2vec.Word2Vec property)</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig">WordPieceConfig (class in hezar.preprocessors.tokenizers.wordpiece)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.wordpieces_prefix">wordpieces_prefix (hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig attribute)</a>
+</li>
+        <li><a href="source/hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer">WordPieceTokenizer (class in hezar.preprocessors.tokenizers.wordpiece)</a>
+</li>
+        <li><a href="source/hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastTextConfig.workers">workers (hezar.embeddings.fasttext.FastTextConfig attribute)</a>, <a href="source/hezar.embeddings.fasttext.html#id11">[1]</a>
+
+        <ul>
+          <li><a href="source/hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2VecConfig.workers">(hezar.embeddings.word2vec.Word2VecConfig attribute)</a>, <a href="source/hezar.embeddings.word2vec.html#id12">[1]</a>
+</li>
+        </ul></li>
+        <li><a href="source/hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.CSVLogger.write">write() (hezar.trainer.trainer_utils.CSVLogger method)</a>
+</li>
+        <li><a href="source/hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.write_to_tensorboard">write_to_tensorboard() (in module hezar.trainer.trainer_utils)</a>
+</li>
+    </ul></td>
+  </tr></table>
+</section>
+
+<section id="Y" class="genindex-section">
+  <h2>Y</h2>
+  <table style="width: 100%" class="indextable genindextable"><tr>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.constants.html#hezar.constants.Color.YELLOW">YELLOW (hezar.constants.Color attribute)</a>
+</li>
+    </ul></td>
+  </tr></table>
+</section>
+
+<section id="Z" class="genindex-section">
+  <h2>Z</h2>
+  <table style="width: 100%" class="indextable genindextable"><tr>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.metrics.precision.html#hezar.metrics.precision.PrecisionConfig.zero_division">zero_division (hezar.metrics.precision.PrecisionConfig attribute)</a>
+
+        <ul>
+          <li><a href="source/hezar.metrics.recall.html#hezar.metrics.recall.RecallConfig.zero_division">(hezar.metrics.recall.RecallConfig attribute)</a>
+</li>
+          <li><a href="source/hezar.metrics.seqeval.html#hezar.metrics.seqeval.SeqevalConfig.zero_division">(hezar.metrics.seqeval.SeqevalConfig attribute)</a>
+</li>
+        </ul></li>
+    </ul></td>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractor.zero_mean_unit_var_norm">zero_mean_unit_var_norm() (hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractor static method)</a>
+</li>
+    </ul></td>
+  </tr></table>
+</section>
+
+
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          
+          
+        </div>
+        <div class="bottom-of-page">
+          <div class="left-details">
+            <div class="copyright">
+                Copyright &#169; 2023, Hezar AI Team &amp; contributors
+            </div>
+            Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
+            
+            <a href="https://github.com/pradyunsg/furo">Furo</a>
+            
+          </div>
+          <div class="right-details">
+            <div class="icons">
+              <a class="muted-link " href="https://github.com/hezarai/hezar" aria-label="GitHub"><i class="fa-brands fa-github fa-2x" style="color: #343d4c;"></i></a>
+              <a class="muted-link " href="https://t.me/hezarai" aria-label="Telegram"><i class="fa-brands fa-telegram fa-2x" style="color: #229ed9;"></i></a>
+              <a class="muted-link " href="https://huggingface.co/hezarai" aria-label="Hugging Face"> <img style="width:32px;height:32px;" src="https://huggingface.co/front/assets/huggingface_logo-noborder.svg"></a>
+              
+            </div>
+          </div>
+        </div>
+        
+      </footer>
+    </div>
+    <aside class="toc-drawer no-toc">
+      
+      
+      
+    </aside>
+  </div>
+</div><script src="_static/documentation_options.js?v=5929fcd5"></script>
+    <script src="_static/doctools.js?v=888ff710"></script>
+    <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
+    <script src="_static/scripts/furo.js?v=32e29ea5"></script>
+    <script src="_static/clipboard.min.js?v=a7894cd8"></script>
+    <script src="_static/copybutton.js?v=f281be69"></script>
+    </body>
+</html>
\ No newline at end of file
diff --git a/get_started/index.html b/get_started/index.html
new file mode 100644
index 00000000..13c85d84
--- /dev/null
+++ b/get_started/index.html
@@ -0,0 +1,528 @@
+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../">
+  <head><meta charset="utf-8"/>
+    <meta name="viewport" content="width=device-width,initial-scale=1"/>
+    <meta name="color-scheme" content="light dark"><meta name="viewport" content="width=device-width, initial-scale=1" />
+<link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="Overview" href="overview.html" /><link rel="prev" title="Welcome to Hezar’s documentation!" href="../index.html" />
+
+    <link rel="shortcut icon" href="../_static/hezar_logo.svg"/><!-- Generated with Sphinx 7.2.6 and Furo 2023.09.10 -->
+        <title>Get Started - Hezar Documentation</title>
+      <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=83e35b93" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=135e06be" />
+    <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/furo-extensions.css?v=36a5483c" />
+    <link rel="stylesheet" type="text/css" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.0.0/css/fontawesome.min.css" />
+    <link rel="stylesheet" type="text/css" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.0.0/css/solid.min.css" />
+    <link rel="stylesheet" type="text/css" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.0.0/css/brands.min.css" />
+    
+    
+
+
+<style>
+  body {
+    --color-code-background: #f8f8f8;
+  --color-code-foreground: black;
+  --color-foreground-primary: #2C3E50;
+  --color-inline-code-background: #F1F1F1;
+  --color-background-border: white;
+  --color-toc-background: #F8F9FB;
+  --color-highlight-on-target: white;
+  
+  }
+  @media not print {
+    body[data-theme="dark"] {
+      --color-code-background: #263238;
+  --color-code-foreground: #EEFFFF;
+  --color-foreground-primary: #CEDDEB;
+  --color-inline-code-background: #1A1C1E;
+  --color-background-primary: #1A1A1B;
+  --color-background-border: #1A1B1C;
+  --color-toc-background: #1A1C1E;
+  --color-highlight-on-target: #1A1A1B;
+  
+    }
+    @media (prefers-color-scheme: dark) {
+      body:not([data-theme="light"]) {
+        --color-code-background: #263238;
+  --color-code-foreground: #EEFFFF;
+  --color-foreground-primary: #CEDDEB;
+  --color-inline-code-background: #1A1C1E;
+  --color-background-primary: #1A1A1B;
+  --color-background-border: #1A1B1C;
+  --color-toc-background: #1A1C1E;
+  --color-highlight-on-target: #1A1A1B;
+  
+      }
+    }
+  }
+</style></head>
+  <body>
+    
+    <script>
+      document.body.dataset.theme = localStorage.getItem("theme") || "auto";
+    </script>
+    
+
+<svg xmlns="http://www.w3.org/2000/svg" style="display: none;">
+  <symbol id="svg-toc" viewBox="0 0 24 24">
+    <title>Contents</title>
+    <svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 1024 1024">
+      <path d="M408 442h480c4.4 0 8-3.6 8-8v-56c0-4.4-3.6-8-8-8H408c-4.4 0-8 3.6-8 8v56c0 4.4 3.6 8 8 8zm-8 204c0 4.4 3.6 8 8 8h480c4.4 0 8-3.6 8-8v-56c0-4.4-3.6-8-8-8H408c-4.4 0-8 3.6-8 8v56zm504-486H120c-4.4 0-8 3.6-8 8v56c0 4.4 3.6 8 8 8h784c4.4 0 8-3.6 8-8v-56c0-4.4-3.6-8-8-8zm0 632H120c-4.4 0-8 3.6-8 8v56c0 4.4 3.6 8 8 8h784c4.4 0 8-3.6 8-8v-56c0-4.4-3.6-8-8-8zM115.4 518.9L271.7 642c5.8 4.6 14.4.5 14.4-6.9V388.9c0-7.4-8.5-11.5-14.4-6.9L115.4 505.1a8.74 8.74 0 0 0 0 13.8z"/>
+    </svg>
+  </symbol>
+  <symbol id="svg-menu" viewBox="0 0 24 24">
+    <title>Menu</title>
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
+      stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="feather-menu">
+      <line x1="3" y1="12" x2="21" y2="12"></line>
+      <line x1="3" y1="6" x2="21" y2="6"></line>
+      <line x1="3" y1="18" x2="21" y2="18"></line>
+    </svg>
+  </symbol>
+  <symbol id="svg-arrow-right" viewBox="0 0 24 24">
+    <title>Expand</title>
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
+      stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="feather-chevron-right">
+      <polyline points="9 18 15 12 9 6"></polyline>
+    </svg>
+  </symbol>
+  <symbol id="svg-sun" viewBox="0 0 24 24">
+    <title>Light mode</title>
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
+      stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" class="feather-sun">
+      <circle cx="12" cy="12" r="5"></circle>
+      <line x1="12" y1="1" x2="12" y2="3"></line>
+      <line x1="12" y1="21" x2="12" y2="23"></line>
+      <line x1="4.22" y1="4.22" x2="5.64" y2="5.64"></line>
+      <line x1="18.36" y1="18.36" x2="19.78" y2="19.78"></line>
+      <line x1="1" y1="12" x2="3" y2="12"></line>
+      <line x1="21" y1="12" x2="23" y2="12"></line>
+      <line x1="4.22" y1="19.78" x2="5.64" y2="18.36"></line>
+      <line x1="18.36" y1="5.64" x2="19.78" y2="4.22"></line>
+    </svg>
+  </symbol>
+  <symbol id="svg-moon" viewBox="0 0 24 24">
+    <title>Dark mode</title>
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
+      stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-moon">
+      <path stroke="none" d="M0 0h24v24H0z" fill="none" />
+      <path d="M12 3c.132 0 .263 0 .393 0a7.5 7.5 0 0 0 7.92 12.446a9 9 0 1 1 -8.313 -12.454z" />
+    </svg>
+  </symbol>
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+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../source/hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../source/hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="../source/hezar.builders.html">hezar.builders module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../source/hezar.configs.html">hezar.configs module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../source/hezar.constants.html">hezar.constants module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../source/hezar.registry.html">hezar.registry module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../contributing.html">Contributing to Hezar</a></li>
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+            <i class="icon"><svg><use href="#svg-toc"></use></svg></i>
+          </label>
+        </div>
+        <article role="main">
+          <section class="tex2jax_ignore mathjax_ignore" id="installation">
+<h1>Installation<a class="headerlink" href="#installation" title="Link to this heading">#</a></h1>
+<section id="install-from-pypi">
+<h2>Install from PyPi<a class="headerlink" href="#install-from-pypi" title="Link to this heading">#</a></h2>
+<p>Installing Hezar is as easy as any other Python library! Most of the requirements are cross-platform and installing
+them on any machine is a piece of cake!</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">pip</span> <span class="n">install</span> <span class="n">hezar</span>
+</pre></div>
+</div>
+<section id="installation-variations">
+<h3>Installation variations<a class="headerlink" href="#installation-variations" title="Link to this heading">#</a></h3>
+<p>Hezar is packed with a lot of tools that are dependent on other packages. Most of the
+time you might not want everything to be installed, hence, providing multiple variations of
+Hezar so that the installation is light and fast for general use.</p>
+<p>You can install optional dependencies for each mode like so:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">pip</span> <span class="n">install</span> <span class="n">hezar</span><span class="p">[</span><span class="n">nlp</span><span class="p">]</span>  <span class="c1"># For natural language processing</span>
+<span class="n">pip</span> <span class="n">install</span> <span class="n">hezar</span><span class="p">[</span><span class="n">vision</span><span class="p">]</span>  <span class="c1"># For computer vision and image processing</span>
+<span class="n">pip</span> <span class="n">install</span> <span class="n">hezar</span><span class="p">[</span><span class="n">audio</span><span class="p">]</span>  <span class="c1"># For audio and speech processing</span>
+<span class="n">pip</span> <span class="n">install</span> <span class="n">hezar</span><span class="p">[</span><span class="n">embeddings</span><span class="p">]</span>  <span class="c1"># For word embeddings</span>
+</pre></div>
+</div>
+<p>Or you can also install everything using:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">pip</span> <span class="n">install</span> <span class="n">hezar</span><span class="p">[</span><span class="nb">all</span><span class="p">]</span>
+</pre></div>
+</div>
+</section>
+</section>
+<section id="install-from-source">
+<h2>Install from source<a class="headerlink" href="#install-from-source" title="Link to this heading">#</a></h2>
+<p>Also, you can install the dev version of the library using the source:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">pip</span> <span class="n">install</span> <span class="n">git</span><span class="o">+</span><span class="n">https</span><span class="p">:</span><span class="o">//</span><span class="n">github</span><span class="o">.</span><span class="n">com</span><span class="o">/</span><span class="n">hezarai</span><span class="o">/</span><span class="n">hezar</span><span class="o">.</span><span class="n">git</span>
+</pre></div>
+</div>
+</section>
+<section id="test-installation">
+<h2>Test installation<a class="headerlink" href="#test-installation" title="Link to this heading">#</a></h2>
+<p>From a Python console or in CLI just import <code class="docutils literal notranslate"><span class="pre">hezar</span></code> and check the version:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">hezar</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="n">hezar</span><span class="o">.</span><span class="n">__version__</span><span class="p">)</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="mf">0.23.1</span>
+</pre></div>
+</div>
+</section>
+</section>
+
+        </article>
+      </div>
+      <footer>
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+<li><a class="reference internal" href="#">Installation</a><ul>
+<li><a class="reference internal" href="#install-from-pypi">Install from PyPi</a><ul>
+<li><a class="reference internal" href="#installation-variations">Installation variations</a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#install-from-source">Install from source</a></li>
+<li><a class="reference internal" href="#test-installation">Test installation</a></li>
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diff --git a/get_started/overview.html b/get_started/overview.html
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
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+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
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+</li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="../source/hezar.builders.html">hezar.builders module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../source/hezar.configs.html">hezar.configs module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../source/hezar.constants.html">hezar.constants module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../source/hezar.registry.html">hezar.registry module</a></li>
+</ul>
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+<li class="toctree-l1"><a class="reference internal" href="../contributing.html">Contributing to Hezar</a></li>
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+<h1>Overview<a class="headerlink" href="#overview" title="Link to this heading">#</a></h1>
+<p>Welcome to Hezar! A library that makes state-of-the-art machine learning as easy as possible aimed for the Persian
+language, built by the Persian community!</p>
+<p>In Hezar, the primary goal is to provide plug-and-play AI/ML utilities so that you don’t need to know much about what’s
+going on under the hood. Hezar is not just a model library, but instead it’s packed with every aspect you need for any
+ML pipeline like datasets, trainers, preprocessors, feature extractors, etc.</p>
+<p>Hezar is a library that:</p>
+<ul class="simple">
+<li><p>brings together all the best works in AI for Persian</p></li>
+<li><p>makes using AI models as easy as a couple of lines of code</p></li>
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+<li><p>has a task-based model interface which is more convenient for general users.</p></li>
+<li><p>is packed with additional tools like word embeddings, tokenizers, feature extractors, etc.</p></li>
+<li><p>comes with a lot of supplementary ML tools for deployment, benchmarking, optimization, etc.</p></li>
+<li><p>and more!</p></li>
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+<p>To find out more, just take the <a class="reference internal" href="quick_tour.html"><span class="std std-doc">quick tour</span></a>!</p>
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diff --git a/get_started/quick_tour.html b/get_started/quick_tour.html
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+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../">
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../source/hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="../source/hezar.builders.html">hezar.builders module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../source/hezar.configs.html">hezar.configs module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../source/hezar.constants.html">hezar.constants module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../source/hezar.registry.html">hezar.registry module</a></li>
+</ul>
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+</li>
+<li class="toctree-l1"><a class="reference internal" href="../contributing.html">Contributing to Hezar</a></li>
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+</div>
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+<h1>Quick Tour<a class="headerlink" href="#quick-tour" title="Link to this heading">#</a></h1>
+<section id="models">
+<h2>Models<a class="headerlink" href="#models" title="Link to this heading">#</a></h2>
+<p>There’s a bunch of ready to use trained models for different tasks on the Hub!</p>
+<p><strong>🤗Hugging Face Hub Page</strong>: <a class="reference external" href="https://huggingface.co/hezarai">https://huggingface.co/hezarai</a></p>
+<p>Let’s walk you through some examples!</p>
+<ul class="simple">
+<li><p><strong>Text Classification (sentiment analysis, categorization, etc)</strong></p></li>
+</ul>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">hezar.models</span> <span class="kn">import</span> <span class="n">Model</span>
+
+<span class="n">example</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;هزار، کتابخانه‌ای کامل برای به کارگیری آسان هوش مصنوعی&quot;</span><span class="p">]</span>
+<span class="n">model</span> <span class="o">=</span> <span class="n">Model</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;hezarai/bert-fa-sentiment-dksf&quot;</span><span class="p">)</span>
+<span class="n">outputs</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">example</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">outputs</span><span class="p">)</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="p">[[{</span><span class="s1">&#39;label&#39;</span><span class="p">:</span> <span class="s1">&#39;positive&#39;</span><span class="p">,</span> <span class="s1">&#39;score&#39;</span><span class="p">:</span> <span class="mf">0.812910258769989</span><span class="p">}]]</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li><p><strong>Sequence Labeling (POS, NER, etc.)</strong></p></li>
+</ul>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">hezar.models</span> <span class="kn">import</span> <span class="n">Model</span>
+
+<span class="n">pos_model</span> <span class="o">=</span> <span class="n">Model</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;hezarai/bert-fa-pos-lscp-500k&quot;</span><span class="p">)</span>  <span class="c1"># Part-of-speech</span>
+<span class="n">ner_model</span> <span class="o">=</span> <span class="n">Model</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;hezarai/bert-fa-ner-arman&quot;</span><span class="p">)</span>  <span class="c1"># Named entity recognition</span>
+<span class="n">inputs</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;شرکت هوش مصنوعی هزار&quot;</span><span class="p">]</span>
+<span class="n">pos_outputs</span> <span class="o">=</span> <span class="n">pos_model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">inputs</span><span class="p">)</span>
+<span class="n">ner_outputs</span> <span class="o">=</span> <span class="n">ner_model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">inputs</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;POS: </span><span class="si">{</span><span class="n">pos_outputs</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;NER: </span><span class="si">{</span><span class="n">ner_outputs</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">POS</span><span class="p">:</span> <span class="p">[[{</span><span class="s1">&#39;token&#39;</span><span class="p">:</span> <span class="s1">&#39;شرکت&#39;</span><span class="p">,</span> <span class="s1">&#39;label&#39;</span><span class="p">:</span> <span class="s1">&#39;Ne&#39;</span><span class="p">},</span> <span class="p">{</span><span class="s1">&#39;token&#39;</span><span class="p">:</span> <span class="s1">&#39;هوش&#39;</span><span class="p">,</span> <span class="s1">&#39;label&#39;</span><span class="p">:</span> <span class="s1">&#39;Ne&#39;</span><span class="p">},</span> <span class="p">{</span><span class="s1">&#39;token&#39;</span><span class="p">:</span> <span class="s1">&#39;مصنوعی&#39;</span><span class="p">,</span> <span class="s1">&#39;label&#39;</span><span class="p">:</span> <span class="s1">&#39;AJe&#39;</span><span class="p">},</span> <span class="p">{</span><span class="s1">&#39;token&#39;</span><span class="p">:</span> <span class="s1">&#39;هزار&#39;</span><span class="p">,</span> <span class="s1">&#39;label&#39;</span><span class="p">:</span> <span class="s1">&#39;NUM&#39;</span><span class="p">}]]</span>
+<span class="n">NER</span><span class="p">:</span> <span class="p">[[{</span><span class="s1">&#39;token&#39;</span><span class="p">:</span> <span class="s1">&#39;شرکت&#39;</span><span class="p">,</span> <span class="s1">&#39;label&#39;</span><span class="p">:</span> <span class="s1">&#39;B-org&#39;</span><span class="p">},</span> <span class="p">{</span><span class="s1">&#39;token&#39;</span><span class="p">:</span> <span class="s1">&#39;هوش&#39;</span><span class="p">,</span> <span class="s1">&#39;label&#39;</span><span class="p">:</span> <span class="s1">&#39;I-org&#39;</span><span class="p">},</span> <span class="p">{</span><span class="s1">&#39;token&#39;</span><span class="p">:</span> <span class="s1">&#39;مصنوعی&#39;</span><span class="p">,</span> <span class="s1">&#39;label&#39;</span><span class="p">:</span> <span class="s1">&#39;I-org&#39;</span><span class="p">},</span> <span class="p">{</span><span class="s1">&#39;token&#39;</span><span class="p">:</span> <span class="s1">&#39;هزار&#39;</span><span class="p">,</span> <span class="s1">&#39;label&#39;</span><span class="p">:</span> <span class="s1">&#39;I-org&#39;</span><span class="p">}]]</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li><p><strong>Language Modeling (Mask Filling)</strong></p></li>
+</ul>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">hezar.models</span> <span class="kn">import</span> <span class="n">Model</span>
+
+<span class="n">roberta_mask_filling</span> <span class="o">=</span> <span class="n">Model</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;hezarai/roberta-fa-mask-filling&quot;</span><span class="p">)</span>
+<span class="n">inputs</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;سلام بچه ها حالتون &lt;mask&gt;&quot;</span><span class="p">]</span>
+<span class="n">outputs</span> <span class="o">=</span> <span class="n">roberta_mask_filling</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="n">top_k</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">outputs</span><span class="p">)</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="p">[[{</span><span class="s1">&#39;token&#39;</span><span class="p">:</span> <span class="s1">&#39;چطوره&#39;</span><span class="p">,</span> <span class="s1">&#39;sequence&#39;</span><span class="p">:</span> <span class="s1">&#39;سلام بچه ها حالتون چطوره&#39;</span><span class="p">,</span> <span class="s1">&#39;token_id&#39;</span><span class="p">:</span> <span class="mi">34505</span><span class="p">,</span> <span class="s1">&#39;score&#39;</span><span class="p">:</span> <span class="mf">0.2230483442544937</span><span class="p">}]]</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li><p><strong>Speech Recognition</strong></p></li>
+</ul>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">hezar.models</span> <span class="kn">import</span> <span class="n">Model</span>
+
+<span class="n">whisper</span> <span class="o">=</span> <span class="n">Model</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;hezarai/whisper-small-fa&quot;</span><span class="p">)</span>
+<span class="n">transcripts</span> <span class="o">=</span> <span class="n">whisper</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="s2">&quot;examples/assets/speech_example.mp3&quot;</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">transcripts</span><span class="p">)</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="p">[{</span><span class="s1">&#39;text&#39;</span><span class="p">:</span> <span class="s1">&#39;و این تنها محدود به محیط کار نیست&#39;</span><span class="p">}]</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li><p><strong>Image to Text (OCR)</strong></p></li>
+</ul>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">hezar.models</span> <span class="kn">import</span> <span class="n">Model</span>
+<span class="c1"># OCR with TrOCR</span>
+<span class="n">model</span> <span class="o">=</span> <span class="n">Model</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;hezarai/trocr-base-fa-v2&quot;</span><span class="p">)</span>
+<span class="n">texts</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">predict</span><span class="p">([</span><span class="s2">&quot;examples/assets/ocr_example.jpg&quot;</span><span class="p">])</span>
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;TrOCR Output: </span><span class="si">{</span><span class="n">texts</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+
+<span class="c1"># OCR with CRNN</span>
+<span class="n">model</span> <span class="o">=</span> <span class="n">Model</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;hezarai/crnn-fa-printed-96-long&quot;</span><span class="p">)</span>
+<span class="n">texts</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="s2">&quot;examples/assets/ocr_example.jpg&quot;</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;CRNN Output: </span><span class="si">{</span><span class="n">texts</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">TrOCR</span> <span class="n">Output</span><span class="p">:</span> <span class="p">[{</span><span class="s1">&#39;text&#39;</span><span class="p">:</span> <span class="s1">&#39;چه میشه کرد، باید صبر کنیم&#39;</span><span class="p">}]</span>
+<span class="n">CRNN</span> <span class="n">Output</span><span class="p">:</span> <span class="p">[{</span><span class="s1">&#39;text&#39;</span><span class="p">:</span> <span class="s1">&#39;چه میشه کرد، باید صبر کنیم&#39;</span><span class="p">}]</span>
+</pre></div>
+</div>
+<p><img alt="" src="https://raw.githubusercontent.com/hezarai/hezar/main/examples/assets/ocr_example.jpg" /></p>
+<ul class="simple">
+<li><p><strong>Image to Text (License Plate Recognition)</strong></p></li>
+</ul>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">hezar.models</span> <span class="kn">import</span> <span class="n">Model</span>
+
+<span class="n">model</span> <span class="o">=</span> <span class="n">Model</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;hezarai/crnn-fa-64x256-license-plate-recognition&quot;</span><span class="p">)</span>
+<span class="n">plate_text</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="s2">&quot;assets/license_plate_ocr_example.jpg&quot;</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">plate_text</span><span class="p">)</span>  <span class="c1"># Persian text of mixed numbers and characters might not show correctly in the console</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="p">[{</span><span class="s1">&#39;text&#39;</span><span class="p">:</span> <span class="s1">&#39;۵۷س۷۷۹۷۷&#39;</span><span class="p">}]</span>
+</pre></div>
+</div>
+<p><img alt="" src="https://raw.githubusercontent.com/hezarai/hezar/main/examples/assets/license_plate_ocr_example.jpg" /></p>
+<ul class="simple">
+<li><p><strong>Image to Text (Image Captioning)</strong></p></li>
+</ul>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">hezar.models</span> <span class="kn">import</span> <span class="n">Model</span>
+
+<span class="n">model</span> <span class="o">=</span> <span class="n">Model</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;hezarai/vit-roberta-fa-image-captioning-flickr30k&quot;</span><span class="p">)</span>
+<span class="n">texts</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="s2">&quot;examples/assets/image_captioning_example.jpg&quot;</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">texts</span><span class="p">)</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="p">[{</span><span class="s1">&#39;text&#39;</span><span class="p">:</span> <span class="s1">&#39;سگی با توپ تنیس در دهانش می دود.&#39;</span><span class="p">}]</span>
+</pre></div>
+</div>
+<p><img alt="" src="https://raw.githubusercontent.com/hezarai/hezar/main/examples/assets/image_captioning_example.jpg" /></p>
+<p>We constantly keep working on adding and training new models and this section will hopefully be expanding over time ;)</p>
+</section>
+<section id="word-embeddings">
+<h2>Word Embeddings<a class="headerlink" href="#word-embeddings" title="Link to this heading">#</a></h2>
+<ul class="simple">
+<li><p><strong>FastText</strong></p></li>
+</ul>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">hezar.embeddings</span> <span class="kn">import</span> <span class="n">Embedding</span>
+
+<span class="n">fasttext</span> <span class="o">=</span> <span class="n">Embedding</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;hezarai/fasttext-fa-300&quot;</span><span class="p">)</span>
+<span class="n">most_similar</span> <span class="o">=</span> <span class="n">fasttext</span><span class="o">.</span><span class="n">most_similar</span><span class="p">(</span><span class="s2">&quot;هزار&quot;</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">most_similar</span><span class="p">)</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="p">[{</span><span class="s1">&#39;score&#39;</span><span class="p">:</span> <span class="mf">0.7579</span><span class="p">,</span> <span class="s1">&#39;word&#39;</span><span class="p">:</span> <span class="s1">&#39;میلیون&#39;</span><span class="p">},</span>
+ <span class="p">{</span><span class="s1">&#39;score&#39;</span><span class="p">:</span> <span class="mf">0.6943</span><span class="p">,</span> <span class="s1">&#39;word&#39;</span><span class="p">:</span> <span class="s1">&#39;21هزار&#39;</span><span class="p">},</span>
+ <span class="p">{</span><span class="s1">&#39;score&#39;</span><span class="p">:</span> <span class="mf">0.6861</span><span class="p">,</span> <span class="s1">&#39;word&#39;</span><span class="p">:</span> <span class="s1">&#39;میلیارد&#39;</span><span class="p">},</span>
+ <span class="p">{</span><span class="s1">&#39;score&#39;</span><span class="p">:</span> <span class="mf">0.6825</span><span class="p">,</span> <span class="s1">&#39;word&#39;</span><span class="p">:</span> <span class="s1">&#39;26هزار&#39;</span><span class="p">},</span>
+ <span class="p">{</span><span class="s1">&#39;score&#39;</span><span class="p">:</span> <span class="mf">0.6803</span><span class="p">,</span> <span class="s1">&#39;word&#39;</span><span class="p">:</span> <span class="s1">&#39;٣هزار&#39;</span><span class="p">}]</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li><p><strong>Word2Vec (Skip-gram)</strong></p></li>
+</ul>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">hezar.embeddings</span> <span class="kn">import</span> <span class="n">Embedding</span>
+
+<span class="n">word2vec</span> <span class="o">=</span> <span class="n">Embedding</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;hezarai/word2vec-skipgram-fa-wikipedia&quot;</span><span class="p">)</span>
+<span class="n">most_similar</span> <span class="o">=</span> <span class="n">word2vec</span><span class="o">.</span><span class="n">most_similar</span><span class="p">(</span><span class="s2">&quot;هزار&quot;</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">most_similar</span><span class="p">)</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="p">[{</span><span class="s1">&#39;score&#39;</span><span class="p">:</span> <span class="mf">0.7885</span><span class="p">,</span> <span class="s1">&#39;word&#39;</span><span class="p">:</span> <span class="s1">&#39;چهارهزار&#39;</span><span class="p">},</span>
+ <span class="p">{</span><span class="s1">&#39;score&#39;</span><span class="p">:</span> <span class="mf">0.7788</span><span class="p">,</span> <span class="s1">&#39;word&#39;</span><span class="p">:</span> <span class="s1">&#39;۱۰هزار&#39;</span><span class="p">},</span>
+ <span class="p">{</span><span class="s1">&#39;score&#39;</span><span class="p">:</span> <span class="mf">0.7727</span><span class="p">,</span> <span class="s1">&#39;word&#39;</span><span class="p">:</span> <span class="s1">&#39;دویست&#39;</span><span class="p">},</span>
+ <span class="p">{</span><span class="s1">&#39;score&#39;</span><span class="p">:</span> <span class="mf">0.7679</span><span class="p">,</span> <span class="s1">&#39;word&#39;</span><span class="p">:</span> <span class="s1">&#39;میلیون&#39;</span><span class="p">},</span>
+ <span class="p">{</span><span class="s1">&#39;score&#39;</span><span class="p">:</span> <span class="mf">0.7602</span><span class="p">,</span> <span class="s1">&#39;word&#39;</span><span class="p">:</span> <span class="s1">&#39;پانصد&#39;</span><span class="p">}]</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li><p><strong>Word2Vec (CBOW)</strong></p></li>
+</ul>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">hezar.embeddings</span> <span class="kn">import</span> <span class="n">Embedding</span>
+
+<span class="n">word2vec</span> <span class="o">=</span> <span class="n">Embedding</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;hezarai/word2vec-cbow-fa-wikipedia&quot;</span><span class="p">)</span>
+<span class="n">most_similar</span> <span class="o">=</span> <span class="n">word2vec</span><span class="o">.</span><span class="n">most_similar</span><span class="p">(</span><span class="s2">&quot;هزار&quot;</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">most_similar</span><span class="p">)</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="p">[{</span><span class="s1">&#39;score&#39;</span><span class="p">:</span> <span class="mf">0.7407</span><span class="p">,</span> <span class="s1">&#39;word&#39;</span><span class="p">:</span> <span class="s1">&#39;دویست&#39;</span><span class="p">},</span>
+ <span class="p">{</span><span class="s1">&#39;score&#39;</span><span class="p">:</span> <span class="mf">0.7400</span><span class="p">,</span> <span class="s1">&#39;word&#39;</span><span class="p">:</span> <span class="s1">&#39;میلیون&#39;</span><span class="p">},</span>
+ <span class="p">{</span><span class="s1">&#39;score&#39;</span><span class="p">:</span> <span class="mf">0.7326</span><span class="p">,</span> <span class="s1">&#39;word&#39;</span><span class="p">:</span> <span class="s1">&#39;صد&#39;</span><span class="p">},</span>
+ <span class="p">{</span><span class="s1">&#39;score&#39;</span><span class="p">:</span> <span class="mf">0.7276</span><span class="p">,</span> <span class="s1">&#39;word&#39;</span><span class="p">:</span> <span class="s1">&#39;پانصد&#39;</span><span class="p">},</span>
+ <span class="p">{</span><span class="s1">&#39;score&#39;</span><span class="p">:</span> <span class="mf">0.7011</span><span class="p">,</span> <span class="s1">&#39;word&#39;</span><span class="p">:</span> <span class="s1">&#39;سیصد&#39;</span><span class="p">}]</span>
+</pre></div>
+</div>
+<p>For a full guide on the embeddings module, see the <a class="reference external" href="https://hezarai.github.io/hezar/tutorial/embeddings.html">embeddings tutorial</a>.</p>
+</section>
+<section id="datasets">
+<h2>Datasets<a class="headerlink" href="#datasets" title="Link to this heading">#</a></h2>
+<p>You can load any of the datasets on the <a class="reference external" href="https://huggingface.co/hezarai">Hub</a> like below:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">hezar.data</span> <span class="kn">import</span> <span class="n">Dataset</span>
+
+<span class="n">sentiment_dataset</span> <span class="o">=</span> <span class="n">Dataset</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;hezarai/sentiment-dksf&quot;</span><span class="p">)</span>  <span class="c1"># A TextClassificationDataset instance</span>
+<span class="n">lscp_dataset</span> <span class="o">=</span> <span class="n">Dataset</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;hezarai/lscp-pos-500k&quot;</span><span class="p">)</span>  <span class="c1"># A SequenceLabelingDataset instance</span>
+<span class="n">xlsum_dataset</span> <span class="o">=</span> <span class="n">Dataset</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;hezarai/xlsum-fa&quot;</span><span class="p">)</span>  <span class="c1"># A TextSummarizationDataset instance</span>
+<span class="n">alpr_ocr_dataset</span> <span class="o">=</span> <span class="n">Dataset</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;hezarai/persian-license-plate-v1&quot;</span><span class="p">)</span>  <span class="c1"># An OCRDataset instance</span>
+<span class="o">...</span>
+</pre></div>
+</div>
+<p>The returned dataset objects from <code class="docutils literal notranslate"><span class="pre">load()</span></code> are PyTorch Dataset wrappers for specific tasks and can be used by a data loader out-of-the-box!</p>
+<p>You can also load Hezar’s datasets using 🤗Datasets:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">datasets</span> <span class="kn">import</span> <span class="n">load_dataset</span>
+
+<span class="n">dataset</span> <span class="o">=</span> <span class="n">load_dataset</span><span class="p">(</span><span class="s2">&quot;hezarai/sentiment-dksf&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+<p>For a full guide on Hezar’s datasets, see the <a class="reference external" href="https://hezarai.github.io/hezar/tutorial/datasets.html">datasets tutorial</a>.</p>
+</section>
+<section id="training">
+<h2>Training<a class="headerlink" href="#training" title="Link to this heading">#</a></h2>
+<p>Hezar makes it super easy to train models using out-of-the-box models and datasets provided in the library.</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">hezar.models</span> <span class="kn">import</span> <span class="n">BertSequenceLabeling</span><span class="p">,</span> <span class="n">BertSequenceLabelingConfig</span>
+<span class="kn">from</span> <span class="nn">hezar.data</span> <span class="kn">import</span> <span class="n">Dataset</span>
+<span class="kn">from</span> <span class="nn">hezar.trainer</span> <span class="kn">import</span> <span class="n">Trainer</span><span class="p">,</span> <span class="n">TrainerConfig</span>
+<span class="kn">from</span> <span class="nn">hezar.preprocessors</span> <span class="kn">import</span> <span class="n">Preprocessor</span>
+
+<span class="n">base_model_path</span> <span class="o">=</span> <span class="s2">&quot;hezarai/bert-base-fa&quot;</span>
+<span class="n">dataset_path</span> <span class="o">=</span> <span class="s2">&quot;hezarai/lscp-pos-500k&quot;</span>
+
+<span class="n">train_dataset</span> <span class="o">=</span> <span class="n">Dataset</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">dataset_path</span><span class="p">,</span> <span class="n">split</span><span class="o">=</span><span class="s2">&quot;train&quot;</span><span class="p">,</span> <span class="n">tokenizer_path</span><span class="o">=</span><span class="n">base_model_path</span><span class="p">)</span>
+<span class="n">eval_dataset</span> <span class="o">=</span> <span class="n">Dataset</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">dataset_path</span><span class="p">,</span> <span class="n">split</span><span class="o">=</span><span class="s2">&quot;test&quot;</span><span class="p">,</span> <span class="n">tokenizer_path</span><span class="o">=</span><span class="n">base_model_path</span><span class="p">)</span>
+
+<span class="n">model</span> <span class="o">=</span> <span class="n">BertSequenceLabeling</span><span class="p">(</span><span class="n">BertSequenceLabelingConfig</span><span class="p">(</span><span class="n">id2label</span><span class="o">=</span><span class="n">train_dataset</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">id2label</span><span class="p">))</span>
+<span class="n">preprocessor</span> <span class="o">=</span> <span class="n">Preprocessor</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">base_model_path</span><span class="p">)</span>
+
+<span class="n">train_config</span> <span class="o">=</span> <span class="n">TrainerConfig</span><span class="p">(</span>
+    <span class="n">output_dir</span><span class="o">=</span><span class="s2">&quot;bert-fa-pos-lscp-500k&quot;</span><span class="p">,</span>
+    <span class="n">task</span><span class="o">=</span><span class="s2">&quot;sequence_labeling&quot;</span><span class="p">,</span>
+    <span class="n">device</span><span class="o">=</span><span class="s2">&quot;cuda&quot;</span><span class="p">,</span>
+    <span class="n">init_weights_from</span><span class="o">=</span><span class="n">base_model_path</span><span class="p">,</span>
+    <span class="n">batch_size</span><span class="o">=</span><span class="mi">8</span><span class="p">,</span>
+    <span class="n">num_epochs</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span>
+    <span class="n">metrics</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;seqeval&quot;</span><span class="p">],</span>
+<span class="p">)</span>
+
+<span class="n">trainer</span> <span class="o">=</span> <span class="n">Trainer</span><span class="p">(</span>
+    <span class="n">config</span><span class="o">=</span><span class="n">train_config</span><span class="p">,</span>
+    <span class="n">model</span><span class="o">=</span><span class="n">model</span><span class="p">,</span>
+    <span class="n">train_dataset</span><span class="o">=</span><span class="n">train_dataset</span><span class="p">,</span>
+    <span class="n">eval_dataset</span><span class="o">=</span><span class="n">eval_dataset</span><span class="p">,</span>
+    <span class="n">data_collator</span><span class="o">=</span><span class="n">train_dataset</span><span class="o">.</span><span class="n">data_collator</span><span class="p">,</span>
+    <span class="n">preprocessor</span><span class="o">=</span><span class="n">preprocessor</span><span class="p">,</span>
+<span class="p">)</span>
+<span class="n">trainer</span><span class="o">.</span><span class="n">train</span><span class="p">()</span>
+
+<span class="n">trainer</span><span class="o">.</span><span class="n">push_to_hub</span><span class="p">(</span><span class="s2">&quot;bert-fa-pos-lscp-500k&quot;</span><span class="p">)</span>  <span class="c1"># push model, config, preprocessor, trainer files and configs</span>
+</pre></div>
+</div>
+<p>Want to go deeper? Check out the <a class="reference internal" href="../guide/index.html"><span class="std std-doc">guides</span></a>.</p>
+</section>
+</section>
+
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+            <ul>
+<li><a class="reference internal" href="#">Quick Tour</a><ul>
+<li><a class="reference internal" href="#models">Models</a></li>
+<li><a class="reference internal" href="#word-embeddings">Word Embeddings</a></li>
+<li><a class="reference internal" href="#datasets">Datasets</a></li>
+<li><a class="reference internal" href="#training">Training</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="../source/hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
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+          <section class="tex2jax_ignore mathjax_ignore" id="hazers-architecture">
+<h1>Hazer’s Architecture<a class="headerlink" href="#hazers-architecture" title="Link to this heading">#</a></h1>
+<p>Right from the first lines of code, Hezar was built having <strong>simplicity</strong>, <strong>modularity</strong> and <strong>extensibility</strong> in mind.
+Hezar has a simple yet flexible design pattern that can be seen among most of its main modules. In this guide we
+demonstrate the main ideas behind the design.</p>
+<p>Going forward, by the term <em>module</em>, we mean any main class
+like <code class="docutils literal notranslate"><span class="pre">Model</span></code>, <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>, <code class="docutils literal notranslate"><span class="pre">Metric</span></code>, <code class="docutils literal notranslate"><span class="pre">Trainer</span></code>, <code class="docutils literal notranslate"><span class="pre">Preprocessor</span></code>,
+etc.</p>
+<section id="concept-1-configurable-modules">
+<h2>Concept 1: Configurable Modules<a class="headerlink" href="#concept-1-configurable-modules" title="Link to this heading">#</a></h2>
+<p>Every single module object in Hezar can be constructed from a key-value container. This container is the module’s config
+which contains everything needed to build an object from that module. In order to have a portable serializable config
+that can be also converted to Python code, there lies Hezar’s most important class called <code class="docutils literal notranslate"><span class="pre">Config</span></code>. The <code class="docutils literal notranslate"><span class="pre">Config</span></code> class
+is a simple Python dataclass that is equipped with extra methods for importing, exporting, pushing to the Hub, etc.
+The <code class="docutils literal notranslate"><span class="pre">Config</span></code> class is defined in <code class="docutils literal notranslate"><span class="pre">hezar/configs.py</span></code> among other config derivatives.
+Right now the config derivatives are:</p>
+<ul class="simple">
+<li><p><code class="docutils literal notranslate"><span class="pre">ModelConfig</span></code></p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">DatasetConfig</span></code></p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">PreprocessorConfig</span></code></p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">TrainerConfig</span></code></p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">EmbeddingConfig</span></code></p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">MetricConfig</span></code></p></li>
+</ul>
+<p>So every module must have its own config inherited from <code class="docutils literal notranslate"><span class="pre">Config</span></code>. When defining a new config dataclass, one must define
+a unique name (as the parameter <code class="docutils literal notranslate"><span class="pre">name</span></code>), responsible for identifying the module type that uses that config class. We’ll
+discuss why this <code class="docutils literal notranslate"><span class="pre">name</span></code> parameter is necessary in the registry section.</p>
+<p>To give some examples:</p>
+<p>Let’s assume you want to write a new model class called <code class="docutils literal notranslate"><span class="pre">AwesomeModel</span></code>. The first step is to provide a config dataclass:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span>
+<span class="kn">from</span> <span class="nn">hezar.models</span> <span class="kn">import</span> <span class="n">ModelConfig</span><span class="p">,</span> <span class="n">Model</span>
+
+
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">MyAwesomeModelConfig</span><span class="p">(</span><span class="n">ModelConfig</span><span class="p">):</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;my_awesome_model&quot;</span>  <span class="c1"># this has to be a unique name among all models configs</span>
+    <span class="n">my_param</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;awesome&quot;</span>
+    <span class="n">other_param</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;more_awesome&quot;</span>
+
+
+<span class="k">class</span> <span class="nc">MyAwesomeModel</span><span class="p">(</span><span class="n">Model</span><span class="p">):</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="c1"># Define the layers or any other stuff here</span>
+        <span class="o">...</span>
+
+    <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputs</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="c1"># Casual PyTorch forward method</span>
+        <span class="o">...</span>
+</pre></div>
+</div>
+<p>Wait, what’s that name for? Why would you need to define a name for everything? The short answer is
+<em>Hezar’s registry system</em>. So let’s dive into it!</p>
+</section>
+<section id="concept-2-modules-registries">
+<h2>Concept 2: Modules’ Registries<a class="headerlink" href="#concept-2-modules-registries" title="Link to this heading">#</a></h2>
+<p>There are lots of base modules in Hezar and many of which might have dozens of subclasses, but as you might have seen by
+now, almost every module can load its class using the same base class in a single line. Take a look at the below
+snippets:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="c1"># Load a model</span>
+<span class="kn">from</span> <span class="nn">hezar.models</span> <span class="kn">import</span> <span class="n">Model</span>
+
+<span class="n">roberta_tc</span> <span class="o">=</span> <span class="n">Model</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;hezarai/roberta-fa-sentiment-dksf&quot;</span><span class="p">)</span>  <span class="c1"># roberta_tc is a RobertaTextClassification instance</span>
+<span class="n">bert_pos</span> <span class="o">=</span> <span class="n">Model</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;hezarai/bert-fa-pos-lscp-500k&quot;</span><span class="p">)</span>  <span class="c1"># bert_pos is a BertSequenceLabeling instance</span>
+<span class="n">whisper_speech</span> <span class="o">=</span> <span class="n">Model</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;hezarai/whisper-small-fa&quot;</span><span class="p">)</span>  <span class="c1"># whisper_speech is a WhisperSpeechRecognition instance</span>
+<span class="o">...</span>
+<span class="c1"># Load a dataset</span>
+<span class="kn">from</span> <span class="nn">hezar.data</span> <span class="kn">import</span> <span class="n">Dataset</span>
+
+<span class="n">sentiment_dataset</span> <span class="o">=</span> <span class="n">Dataset</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;hezarai/sentiment-dksf&quot;</span><span class="p">)</span>  <span class="c1"># A TextClassificationDataset instance</span>
+<span class="n">lscp_dataset</span> <span class="o">=</span> <span class="n">Dataset</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;hezarai/lscp-pos-500k&quot;</span><span class="p">)</span>  <span class="c1"># A SequenceLabelingDataset instance</span>
+<span class="n">xlsum_dataset</span> <span class="o">=</span> <span class="n">Dataset</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;hezarai/xlsum-fa&quot;</span><span class="p">)</span>  <span class="c1"># A TextSummarizationDataset instance</span>
+<span class="o">...</span>
+<span class="c1"># Load preprocessors</span>
+<span class="kn">from</span> <span class="nn">hezar.preprocessors</span> <span class="kn">import</span> <span class="n">Preprocessor</span>
+
+<span class="n">wordpiece</span> <span class="o">=</span> <span class="n">Preprocessor</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;hezarai/bert-base-fa&quot;</span><span class="p">)</span>  <span class="c1"># A WordPieceTokenizer instance</span>
+<span class="n">whisper_bpe</span> <span class="o">=</span> <span class="n">Preprocessor</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;hezarai/whisper-small-fa&quot;</span><span class="p">)</span>  <span class="c1"># A WhisperBPETokenizer instance</span>
+<span class="n">sp_unigram_bpe</span> <span class="o">=</span> <span class="n">Preprocessor</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;hezarai/t5-base-fa&quot;</span><span class="p">)</span>  <span class="c1"># A SentencePieceUnigramTokenizer instance</span>
+<span class="o">...</span>
+<span class="c1"># Load embedding</span>
+<span class="kn">from</span> <span class="nn">hezar.embeddings</span> <span class="kn">import</span> <span class="n">Embedding</span>
+
+<span class="n">fasttext</span> <span class="o">=</span> <span class="n">Embedding</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;hezarai/fasttext-fa-300&quot;</span><span class="p">)</span>  <span class="c1"># A FastText instance</span>
+<span class="n">word2vec</span> <span class="o">=</span> <span class="n">Embedding</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;hezarai/word2vec-skipgram-fa-wikipedia&quot;</span><span class="p">)</span>  <span class="c1"># A Word2Vec instance</span>
+<span class="o">...</span>
+</pre></div>
+</div>
+<p>So, what’s going on under the hood that handles module loading and initiation?</p>
+<p><strong>Registry System</strong></p>
+<p>Well, there are ways to tackle this challenge, but Hezar manages this by using <em>a global registry</em> for every module
+type. These registries are simple Python dictionaries that hold the properties for every module class, module config,
+etc.
+The general structure is like below:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="c1"># Models registry for example</span>
+<span class="n">models_registry</span> <span class="o">=</span> <span class="p">{</span>
+    <span class="s2">&quot;bert_text_classification&quot;</span><span class="p">:</span> <span class="n">Registry</span><span class="p">(</span>
+        <span class="n">module_class</span><span class="o">=</span><span class="n">hezar</span><span class="o">.</span><span class="n">models</span><span class="o">.</span><span class="n">text_classification</span><span class="o">.</span><span class="n">bert</span><span class="o">.</span><span class="n">bert_text_classification</span><span class="o">.</span><span class="n">BertTextClassification</span><span class="p">,</span>
+        <span class="n">config_class</span><span class="o">=</span><span class="n">hezar</span><span class="o">.</span><span class="n">models</span><span class="o">.</span><span class="n">text_classification</span><span class="o">.</span><span class="n">bert</span><span class="o">.</span><span class="n">bert_text_classification_config</span><span class="o">.</span><span class="n">BertTextClassificationConfig</span><span class="p">,</span>
+        <span class="n">description</span><span class="o">=</span><span class="s2">&quot;SOME MODEL DESCRIPTION ...&quot;</span>
+    <span class="p">),</span>
+    <span class="s2">&quot;AND SO ON...&quot;</span><span class="p">:</span> <span class="n">Registry</span><span class="p">(</span><span class="o">...</span><span class="p">)</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+<p>Each registry value is a <code class="docutils literal notranslate"><span class="pre">Registry</span></code> (data)class that has 3 properties: <code class="docutils literal notranslate"><span class="pre">config_class</span></code>, <code class="docutils literal notranslate"><span class="pre">module_class</span></code> and <code class="docutils literal notranslate"><span class="pre">description</span></code>.</p>
+<ul class="simple">
+<li><p><code class="docutils literal notranslate"><span class="pre">module_class</span></code>: Holds the class object for the module. Using this property you can actually create the module object.</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">config_class</span></code>: Holds the config class and can be passed to the module class so that the module can be created.</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">description</span></code>: Holds the description of the model if given.</p></li>
+</ul>
+<p>But how are the modules inserted into the registries? The answer is <em>registry class decorators</em></p>
+<p><strong><code class="docutils literal notranslate"><span class="pre">register_*()</span></code> Class Decorators</strong></p>
+<p>In the file <code class="docutils literal notranslate"><span class="pre">hezar/registry.py</span></code>, there are a bunch of decorator functions that fulfill the task of registering any module
+into the right registry automagically!
+These decorators take two parameters:</p>
+<ul class="simple">
+<li><p><code class="docutils literal notranslate"><span class="pre">name</span></code>: A string name that has to be the same as the one in config</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">config_class</span></code>: The config class</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">description</span></code>: Optional description for the module</p></li>
+</ul>
+<p>The example below demonstrates registering a model:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="o">...</span>
+<span class="kn">from</span> <span class="nn">hezar.models</span> <span class="kn">import</span> <span class="n">Model</span><span class="p">,</span> <span class="n">ModelConfig</span>
+
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">MyBertConfig</span><span class="p">(</span><span class="n">ModelConfig</span><span class="p">):</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;my_bert&quot;</span>
+    <span class="n">vocab_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1000</span>
+    <span class="n">hidden_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">768</span>
+
+<span class="c1"># Below line is all you need to add `my_bert` to `models_registry`</span>
+<span class="nd">@register_model</span><span class="p">(</span><span class="s2">&quot;my_bert&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">MyBertConfig</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">MyBert</span><span class="p">(</span><span class="n">Model</span><span class="p">):</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">MyBertConfig</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputs</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="o">...</span>
+
+</pre></div>
+</div>
+<p>Registry decorators currently include:</p>
+<ul class="simple">
+<li><p><code class="docutils literal notranslate"><span class="pre">register_model</span></code></p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">register_preprocessor</span></code></p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">register_dataset</span></code></p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">register_embedding</span></code></p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">register_metric</span></code></p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">register_trainer</span></code></p></li>
+</ul>
+<p><strong>Getting Available Modules</strong></p>
+<p>To figure out what modules are available in a registry, there are also utils for that:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">hezar</span> <span class="kn">import</span> <span class="n">utils</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="n">utils</span><span class="o">.</span><span class="n">list_available_models</span><span class="p">())</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">utils</span><span class="o">.</span><span class="n">list_available_preprocessors</span><span class="p">())</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">utils</span><span class="o">.</span><span class="n">list_available_datasets</span><span class="p">())</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">utils</span><span class="o">.</span><span class="n">list_available_metrics</span><span class="p">())</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">utils</span><span class="o">.</span><span class="n">list_available_embeddings</span><span class="p">())</span>
+<span class="o">...</span>
+</pre></div>
+</div>
+<p><strong>Creating Modules from Registry Names</strong></p>
+<p>So now it’s pretty easy to create modules objects using their <code class="docutils literal notranslate"><span class="pre">name</span></code>! Let’s say you want to create a
+BPE tokenizer. You can do it this way:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">hezar.registry</span> <span class="kn">import</span> <span class="n">preprocessors_registry</span>
+
+<span class="n">module_cls</span> <span class="o">=</span> <span class="n">preprocessors_registry</span><span class="p">[</span><span class="s2">&quot;bpe_tokenizer&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">module_class</span>
+<span class="n">config_cls</span> <span class="o">=</span> <span class="n">preprocessors_registry</span><span class="p">[</span><span class="s2">&quot;bpe_tokenizer&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">config_class</span>
+
+<span class="n">bpe</span> <span class="o">=</span> <span class="n">module_cls</span><span class="p">(</span><span class="n">config_cls</span><span class="p">())</span>
+</pre></div>
+</div>
+<p>Although, this is not how it’s actually done in Hezar because it’s long and ugly! To handle this properly we use another
+internal feature of Hezar called the <em>builders</em>!</p>
+<p><strong>Builders</strong></p>
+<p>Using builders you can build modules from their registry names in a single line of code.
+These family of functions take 3 main parameters:</p>
+<ul class="simple">
+<li><p><code class="docutils literal notranslate"><span class="pre">name</span></code>: A registry key name representing that module. This name has to be present in the corresponding registry!</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">config</span></code>: Optionally you can pass a config object to control how the module is built. The config has to be of a type that the module accepts.</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">**kwargs</span></code>: Optionally you can pass config parameters as keyword arguments to override the default config. (The override priority is <code class="docutils literal notranslate"><span class="pre">kwargs</span></code> &gt; <code class="docutils literal notranslate"><span class="pre">config</span></code> &gt; default config)</p></li>
+</ul>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">hezar</span> <span class="kn">import</span> <span class="n">builders</span>
+
+<span class="n">bert</span> <span class="o">=</span> <span class="n">builders</span><span class="o">.</span><span class="n">build_model</span><span class="p">(</span><span class="s2">&quot;bert_mask_filling&quot;</span><span class="p">,</span> <span class="n">hidden_size</span><span class="o">=</span><span class="mi">768</span><span class="p">,</span> <span class="n">vocab_size</span><span class="o">=</span><span class="mi">50000</span><span class="p">)</span>
+<span class="n">sp_bpe</span> <span class="o">=</span> <span class="n">builders</span><span class="o">.</span><span class="n">build_preprocessor</span><span class="p">(</span><span class="s2">&quot;sentencepiece_bpe_tokenizer&quot;</span><span class="p">)</span>
+<span class="n">tc_dataset</span> <span class="o">=</span> <span class="n">builders</span><span class="o">.</span><span class="n">build_dataset</span><span class="p">(</span><span class="s2">&quot;text_classification&quot;</span><span class="p">,</span> <span class="n">path</span><span class="o">=</span><span class="s2">&quot;hezarai/sentiment-dksf&quot;</span><span class="p">,</span> <span class="n">tokenizer_path</span><span class="o">=</span><span class="s2">&quot;hezarai/bert-base-fa&quot;</span><span class="p">)</span>
+<span class="o">...</span>
+</pre></div>
+</div>
+<p>Available builders include:</p>
+<ul class="simple">
+<li><p><code class="docutils literal notranslate"><span class="pre">build_model</span></code></p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">build_dataset</span></code></p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">build_preprocessor</span></code></p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">build_embedding</span></code></p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">build_metric</span></code></p></li>
+</ul>
+<p>So why would you need to use builders or registries when you can import everything normally? like below:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">hezar.models</span> <span class="kn">import</span> <span class="n">WhisperSpeechRecognition</span><span class="p">,</span> <span class="n">WhisperSpeechRecognitionConfig</span>
+
+<span class="n">whisper</span> <span class="o">=</span> <span class="n">WhisperSpeechRecognition</span><span class="p">(</span><span class="n">WhisperSpeechRecognitionConfig</span><span class="p">(</span><span class="n">max_new_tokens</span><span class="o">=</span><span class="mi">400</span><span class="p">))</span>
+</pre></div>
+</div>
+<p>The answer is that if you want to do it in a straightforward way, you can always use the classes directly. But the fact is that everything works with
+configs and a config must have at least some identifiers so that a module can be initialized from it. The main usage of
+the registries is to be able to create everything from the configs! So lets slide into the next section, the Hub!</p>
+</section>
+<section id="concept-3-hugging-face-hub-integration">
+<h2>Concept 3: Hugging Face Hub Integration<a class="headerlink" href="#concept-3-hugging-face-hub-integration" title="Link to this heading">#</a></h2>
+<p>In Hezar, EVERY module can be uploaded to or downloaded from the Hugging Face Hub with ease! Modules have 3 main methods
+to do so:</p>
+<ul class="simple">
+<li><p><code class="docutils literal notranslate"><span class="pre">load</span></code>: A method implemented in any type of base class that loads the module from the Hub or local disk automagically!</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">save</span></code>: A method to save all the necessary files and configurations to a path on the local disk.</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">push_to_hub</span></code>: A method implemented in any type of base class that pushes all the necessary files and configurations to the Hub so that the module can be loaded from the Hub again.</p></li>
+</ul>
+<p><strong>Loading</strong></p>
+<p>All base modules implement their own <code class="docutils literal notranslate"><span class="pre">load</span></code> method based on their characteristics. But the first step in every load
+process is loading the configuration as all the info lies there, and then any other file is loaded.
+For example the class <code class="docutils literal notranslate"><span class="pre">Model</span></code> first loads its config and builds the model using <code class="docutils literal notranslate"><span class="pre">build_model</span></code> and the config parameters.
+Then the state dict is loaded to the model. If the path contains preprocessor files and configs, it would load them too.
+On the other hand, some simple modules like metric might just load the config to create a metric instance.
+One important feature of any <code class="docutils literal notranslate"><span class="pre">load</span></code> method is that like builders, it accepts config parameters as keyword arguments so
+that you can override config properties.</p>
+<p><strong>Saving</strong></p>
+<p>Almost every module has the <code class="docutils literal notranslate"><span class="pre">save</span></code> method implemented which is responsible for saving config and other related files to the
+disk. This method takes a <code class="docutils literal notranslate"><span class="pre">path</span></code> parameter which is just the base folder path and any necessary subfolder will be created
+automatically based on the module type. For example, if you save a tokenizer at path <code class="docutils literal notranslate"><span class="pre">my_tokenizer/</span></code>, the <code class="docutils literal notranslate"><span class="pre">Tokenizer</span></code>’s
+<code class="docutils literal notranslate"><span class="pre">save</span></code> method will create a <code class="docutils literal notranslate"><span class="pre">preprocessor</span></code> folder and saves the <code class="docutils literal notranslate"><span class="pre">tokenizer.json</span></code> and <code class="docutils literal notranslate"><span class="pre">tokenizer_config.yaml</span></code> on that
+folder. You can control the <code class="docutils literal notranslate"><span class="pre">subfolder</span></code> parameter and other file/path names if the base class gives you the option.</p>
+<p><strong>Pushing to the Hub</strong></p>
+<p>Pushing to the Hugging Face Hub is so much like the save method. The only difference is that the files are then uploaded
+to the Hub after saving.</p>
+</section>
+<section id="concept-4-task-based-modeling-training">
+<h2>Concept 4: Task-based Modeling &amp; Training<a class="headerlink" href="#concept-4-task-based-modeling-training" title="Link to this heading">#</a></h2>
+<p>Hezar is a practical library not a framework (it can be though!). That’s why we decided to categorize models, trainers,
+datasets, etc. under task names e.g, <code class="docutils literal notranslate"><span class="pre">speech_recognition</span></code>, <code class="docutils literal notranslate"><span class="pre">language_modeling</span></code>, etc. If you’ve worked with other
+libraries, this might somewhat seem irrational, but trust us! For most users and usages this fits better!</p>
+<p>Currently, all models, trainers and datasets are categorized by task name, but this does not mean that for every task,
+there exists a model, trainer, dataset, etc.</p>
+</section>
+<section id="concept-5-integration-with-other-tools">
+<h2>Concept 5: Integration with Other Tools<a class="headerlink" href="#concept-5-integration-with-other-tools" title="Link to this heading">#</a></h2>
+<p>Re-inventing the wheel has no place in Hezar. It’s strongly recommended that if something already exists somewhere, and
+we want it, just copy and paste it into the code!<br>
+In terms of backbone frameworks and libraries, we carefully R&amp;D the present tools and choose the one that is the simplest
+yet popular.</p>
+<p>More specifically, here’s a simple summary of the core modules in Hezar:</p>
+<ul class="simple">
+<li><p><strong>Models</strong>:  Every model is a <code class="docutils literal notranslate"><span class="pre">hezar.models.Model</span></code> instance which is in fact, a PyTorch <code class="docutils literal notranslate"><span class="pre">nn.Module</span></code> wrapper with extra features for saving, loading, exporting, etc.</p></li>
+<li><p><strong>Datasets</strong>: Every dataset is a <code class="docutils literal notranslate"><span class="pre">hezar.data.Dataset</span></code> instance which is a PyTorch Dataset implemented specifically for each task that can load the data files from the Hugging Face Hub.</p></li>
+<li><p><strong>Preprocessors</strong>: All preprocessors are preferably backed by a robust library like Tokenizers, pillow, etc.</p></li>
+<li><p><strong>Embeddings</strong>: All embeddings are developed on top of Gensim and can be easily loaded from the Hub and used in just 2 lines of code!</p></li>
+<li><p><strong>Trainer</strong>: Trainer is the base class for training almost any model in Hezar or even your own custom models backed by Hezar. The Trainer comes with a lot of features and is also exportable to the Hub!</p></li>
+<li><p><strong>Metrics</strong>: Metrics are also another configurable and portable modules backed by Scikit-learn, seqeval, etc. and can be easily used in the trainers!</p></li>
+</ul>
+</section>
+<section id="concept-6-our-inspirations">
+<h2>Concept 6: Our Inspirations<a class="headerlink" href="#concept-6-our-inspirations" title="Link to this heading">#</a></h2>
+<p>Hezar was built using the best practices we’ve learned from working with dozens of industry leading open source
+software in the AI world. Our biggest inspirations are:</p>
+<ul class="simple">
+<li><p><a class="reference external" href="https://github.com/huggingface/transformers">Transformers</a> by Hugging Face</p></li>
+<li><p><a class="reference external" href="https://github.com/facebookresearch/fairseq">Fairseq</a> by Meta AI</p></li>
+<li><p><a class="reference external" href="https://github.com/flairNLP/flair">Flair</a> by FlairAI</p></li>
+<li><p><a class="reference external" href="https://github.com/zenml-io/zenml">ZenML</a></p></li>
+<li><p><a class="reference external" href="https://github.com/ludwig-ai/ludwig">Ludwig</a> by Ludwig AI</p></li>
+<li><p><a class="reference external" href="https://github.com/microsoft/unilm">UniLM</a> by Microsoft</p></li>
+<li><p><a class="reference external" href="https://github.com/pytorch/ignite">PyTorch Ignite</a> by PyTorch</p></li>
+<li><p><a class="reference external" href="https://github.com/Lightning-AI/lightning">Lightning</a> by Lightning AI</p></li>
+<li><p><a class="reference external" href="https://github.com/roshan-research/hazm">Hazm</a> by Roshan</p></li>
+</ul>
+</section>
+</section>
+
+        </article>
+      </div>
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+            On this page
+          </span>
+        </div>
+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">Hazer’s Architecture</a><ul>
+<li><a class="reference internal" href="#concept-1-configurable-modules">Concept 1: Configurable Modules</a></li>
+<li><a class="reference internal" href="#concept-2-modules-registries">Concept 2: Modules’ Registries</a></li>
+<li><a class="reference internal" href="#concept-3-hugging-face-hub-integration">Concept 3: Hugging Face Hub Integration</a></li>
+<li><a class="reference internal" href="#concept-4-task-based-modeling-training">Concept 4: Task-based Modeling &amp; Training</a></li>
+<li><a class="reference internal" href="#concept-5-integration-with-other-tools">Concept 5: Integration with Other Tools</a></li>
+<li><a class="reference internal" href="#concept-6-our-inspirations">Concept 6: Our Inspirations</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="../source/hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+</ul>
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+<li class="toctree-l1"><a class="reference internal" href="../contributing.html">Contributing to Hezar</a></li>
+</ul>
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+          <section class="tex2jax_ignore mathjax_ignore" id="advanced-guide-on-models">
+<h1>Advanced Guide on Models<a class="headerlink" href="#advanced-guide-on-models" title="Link to this heading">#</a></h1>
+<p>Models (under <code class="docutils literal notranslate"><span class="pre">hezar.models</span></code>) is the most used module in Hezar. In this section, we’ll take a deeper tour of this
+module.</p>
+<p>Note that this section assumes you already know the basics of Hezar and in specific, the models module, but if not,
+you can check out the introduction guide on models <a class="reference internal" href="../tutorial/models.html"><span class="std std-doc">here</span></a>.</p>
+<section id="building-models">
+<h2>Building Models<a class="headerlink" href="#building-models" title="Link to this heading">#</a></h2>
+<p>As you’d probably know at this point, any subclass of Model is a regular PyTorch nn.Module, so creating any model
+is straightforward. But what makes it different?</p>
+<p>First difference is in the <code class="docutils literal notranslate"><span class="pre">__init__</span></code> method. Every model has to take in a <code class="docutils literal notranslate"><span class="pre">config</span></code> parameter that contains all the
+necessary parameters needed for the model to be created and initialized. This <code class="docutils literal notranslate"><span class="pre">config</span></code> parameter is a
+dataclass of type <code class="docutils literal notranslate"><span class="pre">ModelConfig</span></code> derived from the base config class which is <code class="docutils literal notranslate"><span class="pre">Config</span></code>. The <code class="docutils literal notranslate"><span class="pre">Config</span></code> class is the
+base config container for all configs in Hezar. Find out more about
+configs <a class="reference internal" href="hezar_architecture.html#concept-1-configurable-modules"><span class="std std-ref">here</span></a>.</p>
+<p>Take a look at the snippets below:</p>
+<ul class="simple">
+<li><p><strong>Regular PyTorch</strong></p></li>
+</ul>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">torch</span>
+<span class="kn">import</span> <span class="nn">torch.nn</span> <span class="k">as</span> <span class="nn">nn</span>
+
+
+<span class="k">class</span> <span class="nc">SampleCNN</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">num_channels</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span> <span class="n">num_classes</span><span class="o">=</span><span class="mi">10</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">conv1</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Conv2d</span><span class="p">(</span><span class="n">num_channels</span><span class="p">,</span> <span class="mi">6</span><span class="p">,</span> <span class="mi">5</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">pool</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">MaxPool2d</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">conv2</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Conv2d</span><span class="p">(</span><span class="mi">6</span><span class="p">,</span> <span class="mi">16</span><span class="p">,</span> <span class="mi">5</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">fc1</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="mi">16</span> <span class="o">*</span> <span class="mi">5</span> <span class="o">*</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">120</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">fc2</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="mi">120</span><span class="p">,</span> <span class="mi">84</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">fc3</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="mi">84</span><span class="p">,</span> <span class="n">num_classes</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">):</span>
+        <span class="n">x</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">pool</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">functional</span><span class="o">.</span><span class="n">relu</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">conv1</span><span class="p">(</span><span class="n">x</span><span class="p">)))</span>
+        <span class="n">x</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">pool</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">functional</span><span class="o">.</span><span class="n">relu</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">conv2</span><span class="p">(</span><span class="n">x</span><span class="p">)))</span>
+        <span class="n">x</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">flatten</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span> <span class="c1"># flatten all dimensions except batch</span>
+        <span class="n">x</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">functional</span><span class="o">.</span><span class="n">relu</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">fc1</span><span class="p">(</span><span class="n">x</span><span class="p">))</span>
+        <span class="n">x</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">functional</span><span class="o">.</span><span class="n">relu</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">fc2</span><span class="p">(</span><span class="n">x</span><span class="p">))</span>
+        <span class="n">x</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">fc3</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">x</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li><p><strong>Hezar Model</strong></p></li>
+</ul>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span>
+
+<span class="kn">import</span> <span class="nn">torch</span>
+<span class="kn">import</span> <span class="nn">torch.nn</span> <span class="k">as</span> <span class="nn">nn</span>
+<span class="kn">from</span> <span class="nn">hezar.models</span> <span class="kn">import</span> <span class="n">Model</span><span class="p">,</span> <span class="n">ModelConfig</span><span class="p">,</span> <span class="n">register_model</span>
+
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">SampleNetConfig</span><span class="p">(</span><span class="n">ModelConfig</span><span class="p">):</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;sample_net&quot;</span>
+    <span class="n">num_channels</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">3</span>
+    <span class="n">num_classes</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">10</span>
+
+<span class="nd">@register_model</span><span class="p">(</span><span class="s2">&quot;sample_net&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">SampleNetConfig</span><span class="p">,</span> <span class="n">description</span><span class="o">=</span><span class="s2">&quot;My simple CNN network&quot;</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">SampleNet</span><span class="p">(</span><span class="n">Model</span><span class="p">):</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">:</span> <span class="n">SampleNetConfig</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="o">=</span><span class="n">config</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">conv1</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Conv2d</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">num_channels</span><span class="p">,</span> <span class="mi">6</span><span class="p">,</span> <span class="mi">5</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">pool</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">MaxPool2d</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">conv2</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Conv2d</span><span class="p">(</span><span class="mi">6</span><span class="p">,</span> <span class="mi">16</span><span class="p">,</span> <span class="mi">5</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">fc1</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="mi">16</span> <span class="o">*</span> <span class="mi">5</span> <span class="o">*</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">120</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">fc2</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="mi">120</span><span class="p">,</span> <span class="mi">84</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">fc3</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="mi">84</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">num_classes</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">):</span>
+        <span class="n">x</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">pool</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">functional</span><span class="o">.</span><span class="n">relu</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">conv1</span><span class="p">(</span><span class="n">x</span><span class="p">)))</span>
+        <span class="n">x</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">pool</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">functional</span><span class="o">.</span><span class="n">relu</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">conv2</span><span class="p">(</span><span class="n">x</span><span class="p">)))</span>
+        <span class="n">x</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">flatten</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span> <span class="c1"># flatten all dimensions except batch</span>
+        <span class="n">x</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">functional</span><span class="o">.</span><span class="n">relu</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">fc1</span><span class="p">(</span><span class="n">x</span><span class="p">))</span>
+        <span class="n">x</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">functional</span><span class="o">.</span><span class="n">relu</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">fc2</span><span class="p">(</span><span class="n">x</span><span class="p">))</span>
+        <span class="n">x</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">fc3</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">x</span>
+</pre></div>
+</div>
+<p>So what you actually need to do to make your PyTorch model compatible with Hezar is:</p>
+<ol class="arabic simple">
+<li><p>Move all the required arguments of the model to a new dataclass config by deriving the <code class="docutils literal notranslate"><span class="pre">ModelConfig</span></code> class</p></li>
+<li><p>Implement your model by inheriting from <code class="docutils literal notranslate"><span class="pre">Model</span></code> instead of <code class="docutils literal notranslate"><span class="pre">nn.Module</span></code> and construct your model architecture by using config parameters</p></li>
+<li><p>Optionally you can register your model by using the <code class="docutils literal notranslate"><span class="pre">register_model</span></code> decorator under the same <code class="docutils literal notranslate"><span class="pre">name</span></code> parameter  in the config. This step makes your model importable/exportable (compatible with <code class="docutils literal notranslate"><span class="pre">save</span></code>, <code class="docutils literal notranslate"><span class="pre">load</span></code>, <code class="docutils literal notranslate"><span class="pre">push_to_hub</span></code> methods)</p></li>
+</ol>
+</section>
+<section id="models-registry-system">
+<h2>Models Registry System<a class="headerlink" href="#models-registry-system" title="Link to this heading">#</a></h2>
+<p>Registry system is not specific to models but all modules in Hezar. For more info on registries check out <a class="reference internal" href="hezar_architecture.html#concept-2-modules-registries"><span class="std std-ref">this section</span></a>.</p>
+<p>Registries are required for finding the right class when trying to load a model from a path (local or Hub). Each model must
+have a name which must be the same as the one in its config under <code class="docutils literal notranslate"><span class="pre">name</span></code> parameter. (take a look at the example above).</p>
+<p>To see all the available models use:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">hezar.utils</span> <span class="kn">import</span> <span class="n">list_available_models</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="n">list_available_models</span><span class="p">())</span>
+</pre></div>
+</div>
+<section id="models-registry-and-build-model">
+<h3>Models Registry and <code class="docutils literal notranslate"><span class="pre">build_model</span></code><a class="headerlink" href="#models-registry-and-build-model" title="Link to this heading">#</a></h3>
+<p>The <code class="docutils literal notranslate"><span class="pre">models_registry</span></code> (like all registry containers in Hezar) is a dictionary of model names mapped to their module classes
+and config classes. So one can easily build a model with default parameters by its registry key.</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">hezar.registry</span> <span class="kn">import</span> <span class="n">models_registry</span>
+
+<span class="n">bert</span> <span class="o">=</span> <span class="n">models_registry</span><span class="p">[</span><span class="s2">&quot;bert&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">module_class</span><span class="p">(</span><span class="n">models_registry</span><span class="p">[</span><span class="s2">&quot;bert&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">config_class</span><span class="p">())</span>
+</pre></div>
+</div>
+<p>Obviously, this is so ugly and long so lets use the build method <code class="docutils literal notranslate"><span class="pre">build_model</span></code>. This method takes in 3 paramters:</p>
+<ul class="simple">
+<li><p><code class="docutils literal notranslate"><span class="pre">name</span></code>: The model name which must be present in <code class="docutils literal notranslate"><span class="pre">model_registry</span></code> keys</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">config</span></code>: Optional model config</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">**kwargs</span></code>: Extra config parameters as keyword arguments that overwrites the default config parameters.</p></li>
+</ul>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">hezar.builders</span> <span class="kn">import</span> <span class="n">build_model</span>
+
+<span class="n">bert</span> <span class="o">=</span> <span class="n">build_model</span><span class="p">(</span><span class="s2">&quot;bert&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+<p>You can also pass config parameters to the <code class="docutils literal notranslate"><span class="pre">build_model</span></code> method as kwargs to overwrite default config parameters:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">hezar.builders</span> <span class="kn">import</span> <span class="n">build_model</span>
+
+<span class="n">bert</span> <span class="o">=</span> <span class="n">build_model</span><span class="p">(</span><span class="s2">&quot;bert&quot;</span><span class="p">,</span> <span class="n">hidden_size</span><span class="o">=</span><span class="mi">768</span><span class="p">)</span>
+</pre></div>
+</div>
+<p>Or pass in the whole config to the build function:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">hezar.builders</span> <span class="kn">import</span> <span class="n">build_model</span>
+<span class="kn">from</span> <span class="nn">hezar.models</span> <span class="kn">import</span> <span class="n">BERTConfig</span>
+
+<span class="n">bert</span> <span class="o">=</span> <span class="n">build_model</span><span class="p">(</span><span class="s2">&quot;bert&quot;</span><span class="p">,</span> <span class="n">BERTConfig</span><span class="p">(</span><span class="n">hidden_act</span><span class="o">=</span><span class="s2">&quot;gelu&quot;</span><span class="p">,</span> <span class="n">hidden_size</span><span class="o">=</span><span class="mi">840</span><span class="p">))</span>
+</pre></div>
+</div>
+</section>
+</section>
+<section id="inference-prediction">
+<h2>Inference &amp; Prediction<a class="headerlink" href="#inference-prediction" title="Link to this heading">#</a></h2>
+<p>The end-to-end prediction for any model is done by calling the <code class="docutils literal notranslate"><span class="pre">predict()</span></code> method on raw inputs.
+The <code class="docutils literal notranslate"><span class="pre">predict()</span></code> method itself, calls three main methods in order:</p>
+<ul class="simple">
+<li><p><code class="docutils literal notranslate"><span class="pre">preprocess()</span></code></p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">forward()</span></code>/<code class="docutils literal notranslate"><span class="pre">generate()</span></code>*</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">post_process()</span></code></p></li>
+</ul>
+<p>*based on model type; regular or generative</p>
+<section id="preprocessing-post-processing">
+<h3>Preprocessing/Post-processing<a class="headerlink" href="#preprocessing-post-processing" title="Link to this heading">#</a></h3>
+<p>These steps are performed by two methods:</p>
+<ul class="simple">
+<li><p><code class="docutils literal notranslate"><span class="pre">preprocess()</span></code>: takes in raw inputs and processes them to create direct model inputs and returns a dictionary of named
+inputs that is unpacked for model’s <code class="docutils literal notranslate"><span class="pre">forward</span></code>/<code class="docutils literal notranslate"><span class="pre">generate</span></code> method. Each model can handle raw inputs however necessary.
+But ready-to-use models in Hezar, all use preprocessor modules. preprocessor modules can be tokenizers, feature extractors,
+normalizers, etc. The <code class="docutils literal notranslate"><span class="pre">Model</span></code> class has a <code class="docutils literal notranslate"><span class="pre">preprocessor</span></code> property that stores a dictionary of the required preprocessors
+for the model. These preprocessors are named after their original name in config or registry like <code class="docutils literal notranslate"><span class="pre">bpe_tokenizer</span></code>, <code class="docutils literal notranslate"><span class="pre">image_processor</span></code>, etc.</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">post_process()</span></code>: responsible for converting model forward/generate outputs which are usually tensors to a human-readable
+format. You might also use the <code class="docutils literal notranslate"><span class="pre">preprocessor</span></code> property at this stage i.e, for decoding, etc.</p></li>
+</ul>
+<section id="the-preprocessor-property">
+<h4>The <code class="docutils literal notranslate"><span class="pre">preprocessor</span></code> property<a class="headerlink" href="#the-preprocessor-property" title="Link to this heading">#</a></h4>
+<p>The preprocessor property can be directly set on a model. This preprocessor must be of type <code class="docutils literal notranslate"><span class="pre">Preprocessor</span></code>. If a model
+needs multiple preprocessors you can pass in a dictionary of preprocessors by their name (preferably registry name).
+You can use the preprocessor property like below:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">class</span> <span class="nc">TextClassificationModel</span><span class="p">(</span><span class="n">Model</span><span class="p">):</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="o">...</span>
+
+    <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputs</span><span class="p">):</span>
+        <span class="o">...</span>
+
+    <span class="k">def</span> <span class="nf">preprocess</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">raw_texts</span><span class="p">):</span>
+        <span class="n">tokenizer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocessor</span><span class="p">[</span><span class="s2">&quot;bpe_tokenizer&quot;</span><span class="p">]</span>
+        <span class="n">model_inputs</span> <span class="o">=</span> <span class="n">tokenizer</span><span class="p">(</span><span class="n">raw_texts</span><span class="p">,</span> <span class="n">return_tensors</span><span class="o">=</span><span class="s2">&quot;pt&quot;</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">model_inputs</span>
+
+    <span class="k">def</span> <span class="nf">post_process</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">model_outputs</span><span class="p">):</span>
+        <span class="n">logits</span> <span class="o">=</span> <span class="n">model_outputs</span><span class="p">[</span><span class="s2">&quot;logits&quot;</span><span class="p">]</span>
+        <span class="n">label_ids</span> <span class="o">=</span> <span class="n">logits</span><span class="o">.</span><span class="n">argmax</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
+        <span class="n">labels_str</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">id2label</span><span class="p">[</span><span class="n">label_id</span><span class="p">]</span> <span class="k">for</span> <span class="n">label_id</span> <span class="ow">in</span> <span class="n">label_ids</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">labels_str</span>
+</pre></div>
+</div>
+<p>You can inspect the preprocessor for any model like below:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">hezar.models</span> <span class="kn">import</span> <span class="n">Model</span>
+
+<span class="n">whisper</span> <span class="o">=</span> <span class="n">Model</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;hezarai/whisper-small-fa&quot;</span><span class="p">)</span>
+<span class="n">whisper_preprocessors</span> <span class="o">=</span> <span class="n">whisper</span><span class="o">.</span><span class="n">preprocessor</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">whisper_preprocessors</span><span class="p">)</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">PreprocessorsContainer</span><span class="p">(</span>
+    <span class="p">[</span>
+        <span class="p">(</span><span class="s1">&#39;whisper_feature_extractor&#39;</span><span class="p">,</span>
+         <span class="o">&lt;</span> <span class="n">hezar</span><span class="o">.</span><span class="n">preprocessors</span><span class="o">.</span><span class="n">feature_extractors</span><span class="o">.</span><span class="n">audio</span><span class="o">.</span><span class="n">whisper_feature_extractor</span><span class="o">.</span><span class="n">WhisperFeatureExtractor</span> <span class="n">at</span> <span class="mh">0x7f6316fdcbb0</span> <span class="o">&gt;</span><span class="p">),</span>
+        <span class="p">(</span><span class="s1">&#39;whisper_bpe_tokenizer&#39;</span><span class="p">,</span>
+         <span class="o">&lt;</span> <span class="n">hezar</span><span class="o">.</span><span class="n">preprocessors</span><span class="o">.</span><span class="n">tokenizers</span><span class="o">.</span><span class="n">whisper_bpe</span><span class="o">.</span><span class="n">WhisperBPETokenizer</span> <span class="n">at</span> <span class="mh">0x7f643cb13f40</span> <span class="o">&gt;</span><span class="p">)</span>
+    <span class="p">]</span>
+<span class="p">)</span>
+</pre></div>
+</div>
+</section>
+</section>
+<section id="passing-kwargs-to-predict">
+<h3>Passing kwargs to <code class="docutils literal notranslate"><span class="pre">predict()</span></code><a class="headerlink" href="#passing-kwargs-to-predict" title="Link to this heading">#</a></h3>
+<p>You can also pass in additional parameters corresponding to any of the methods and the <code class="docutils literal notranslate"><span class="pre">predict()</span></code> method will figure out
+how each arg should be passed to the write method (<code class="docutils literal notranslate"><span class="pre">preprocess</span></code>, <code class="docutils literal notranslate"><span class="pre">forward</span></code> or <code class="docutils literal notranslate"><span class="pre">post_process</span></code>).</p>
+<p>Suppose you model’s methods take parameters like below:</p>
+<ul class="simple">
+<li><p><code class="docutils literal notranslate"><span class="pre">preprocess(raw_inputs,</span> <span class="pre">return_attention_mask=False)</span></code></p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">post_process(model_inputs,</span> <span class="pre">output_all_scores=False)</span></code>
+You can pass in parameters for such model like below:</p></li>
+</ul>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">raw_inputs</span><span class="p">,</span> <span class="n">return_attention_mask</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">output_all_scores</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+</pre></div>
+</div>
+<p>The predict method knows which parameter corresponds to which method. (see <a class="reference external" href="https://github.com/hezarai/hezar/issues/96">issue #96</a>)</p>
+</section>
+</section>
+<section id="saving-loading-pushing-to-hub">
+<h2>Saving, Loading &amp; Pushing to Hub<a class="headerlink" href="#saving-loading-pushing-to-hub" title="Link to this heading">#</a></h2>
+<p>All Hezar models can be easily saved, loaded and pushed to hub in the same way.</p>
+<section id="loading-models">
+<h3>Loading Models<a class="headerlink" href="#loading-models" title="Link to this heading">#</a></h3>
+<p>Loading models is done by using the <code class="docutils literal notranslate"><span class="pre">.load()</span></code> method. This method takes in the path to the desired model which can be
+a path on the Hub or a path on your local disk.</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">hezar.models</span> <span class="kn">import</span> <span class="n">Model</span>
+
+<span class="n">whisper</span> <span class="o">=</span> <span class="n">Model</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;hezarai/whisper-small-fa&quot;</span><span class="p">)</span>
+<span class="n">whisper</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s2">&quot;my-whisper&quot;</span><span class="p">)</span>
+<span class="n">whisper_2</span> <span class="o">=</span> <span class="n">Model</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;my-whisper&quot;</span><span class="p">)</span>
+<span class="n">whisper_2</span><span class="o">.</span><span class="n">push_to_hub</span><span class="p">(</span><span class="s2">&quot;arxyzan/whisper-small-fa&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+<p>Note that the preprocessors of the model will also be loaded if available when using <code class="docutils literal notranslate"><span class="pre">Model.load()</span></code>. However, you can
+disable this behavior by <code class="docutils literal notranslate"><span class="pre">Model.load(path,</span> <span class="pre">load_preprocessor=False)</span></code>.</p>
+<section id="load-parameters">
+<h4><code class="docutils literal notranslate"><span class="pre">load()</span></code> Parameters<a class="headerlink" href="#load-parameters" title="Link to this heading">#</a></h4>
+<p><code class="docutils literal notranslate"><span class="pre">Model.load()</span></code> takes these parameters:</p>
+<ul class="simple">
+<li><p><code class="docutils literal notranslate"><span class="pre">hub_or_local_path</span></code>: Path to a Hub repo or a folder on your local disk</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">load_locally</span></code>: Force this method to look for the path locally</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">load_preprocessor</span></code>: Whether to load the preprocessor(s) or not (defaults to True)</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">model_filename</span></code>: Optionally specify the model’s weights file name (defaults to <code class="docutils literal notranslate"><span class="pre">model.pt</span></code>)</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">config_filename</span></code>: Optionally specify the model’s config file name (defaults to <code class="docutils literal notranslate"><span class="pre">model_config.yaml</span></code>)</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">save_path</span></code>: Optionally save the loaded model to a custom path</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">**kwargs</span></code>: Additional config parameters to overwrite the loaded config parameters</p></li>
+</ul>
+</section>
+<section id="loading-state-dicts">
+<h4>Loading State Dicts<a class="headerlink" href="#loading-state-dicts" title="Link to this heading">#</a></h4>
+<p>Although Hezar models are regular PyTorch <code class="docutils literal notranslate"><span class="pre">nn.Module</span></code>s, but for convenience, we overrode the <code class="docutils literal notranslate"><span class="pre">load_state_dict</span></code> in a way
+that the user can load backbone models on a model for fine-tuning purposes. Also, our method can safely ignore mismatching
+keys if the values are compatible. So if you receive a warning when fine-tuning a model like below:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>Hezar (WARNING): Partially loading the weights as the model architecture and the given state dict are incompatible!
+Ignore this warning in case you plan on fine-tuning this model
+Incompatible keys: []
+Missing keys: [&#39;classifier.weight&#39;, &#39;classifier.bias&#39;]
+</pre></div>
+</div>
+<p>You are good to go with your training because only the last classifier weights are missing and new for the training.</p>
+</section>
+</section>
+<section id="saving-models">
+<h3>Saving Models<a class="headerlink" href="#saving-models" title="Link to this heading">#</a></h3>
+<p>Saving models to a path is pretty simple. Note that this method takes a <strong>folder</strong> path not a file path because it saves
+all the files for the model, config and preprocessors to this path but instead you can control the behavior of this method
+too.</p>
+<section id="save-parameters">
+<h4><code class="docutils literal notranslate"><span class="pre">save()</span></code> Parameters<a class="headerlink" href="#save-parameters" title="Link to this heading">#</a></h4>
+<p><code class="docutils literal notranslate"><span class="pre">Model.save()</span></code> takes these parameters:</p>
+<ul class="simple">
+<li><p><code class="docutils literal notranslate"><span class="pre">path</span></code>: A path to a local folder</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">filename</span></code>: Model’s file name (defaults to <code class="docutils literal notranslate"><span class="pre">model.pt</span></code>)</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">save_preprocessor</span></code>: Whether to save the preprocessor or not</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">config_filename</span></code>: Model’s config file name (defaults to <code class="docutils literal notranslate"><span class="pre">model_config.yaml</span></code>)</p></li>
+</ul>
+</section>
+</section>
+<section id="pushing-to-the-hub">
+<h3>Pushing to the Hub<a class="headerlink" href="#pushing-to-the-hub" title="Link to this heading">#</a></h3>
+<p>Pushing Hezar models to the Hub (just like other modules in Hezar) is done by using the <code class="docutils literal notranslate"><span class="pre">push_to_hub</span></code> method.</p>
+<section id="push-to-hub-parameters">
+<h4><code class="docutils literal notranslate"><span class="pre">push_to_hub()</span></code> Parameters<a class="headerlink" href="#push-to-hub-parameters" title="Link to this heading">#</a></h4>
+<p>This method is actually the save method that is followed by the upload operation so its parameters are similar to <code class="docutils literal notranslate"><span class="pre">save</span></code>.</p>
+<ul class="simple">
+<li><p><code class="docutils literal notranslate"><span class="pre">repo_id</span></code>: Path to the repo id on the Hugging Face Hub</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">filename</span></code>: Model’s file name (defaults to <code class="docutils literal notranslate"><span class="pre">model.pt</span></code>)</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">config_filename</span></code>: Optionally specify the model’s config file name (defaults to <code class="docutils literal notranslate"><span class="pre">model_config.yaml</span></code>)</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">push_preprocessor</span></code>: Whether to push the preprocessor or not</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">commit_message</span></code>: Commit message for this push</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">private</span></code>: Specify if the repo should be private or not. Only applicable if the repo does not already exist.</p></li>
+</ul>
+</section>
+</section>
+</section>
+<section id="wrap-up">
+<h2>Wrap Up<a class="headerlink" href="#wrap-up" title="Link to this heading">#</a></h2>
+<p>In this guide, we walked through the detail and internals of the models in Hezar. Hezar models are PyTorch Modules equiped
+with extra functionalities for better integration and exportability.</p>
+</section>
+</section>
+
+        </article>
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+      
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+      <div class="toc-sticky toc-scroll">
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+          <span class="toc-title">
+            On this page
+          </span>
+        </div>
+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">Advanced Guide on Models</a><ul>
+<li><a class="reference internal" href="#building-models">Building Models</a></li>
+<li><a class="reference internal" href="#models-registry-system">Models Registry System</a><ul>
+<li><a class="reference internal" href="#models-registry-and-build-model">Models Registry and <code class="docutils literal notranslate"><span class="pre">build_model</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#inference-prediction">Inference &amp; Prediction</a><ul>
+<li><a class="reference internal" href="#preprocessing-post-processing">Preprocessing/Post-processing</a><ul>
+<li><a class="reference internal" href="#the-preprocessor-property">The <code class="docutils literal notranslate"><span class="pre">preprocessor</span></code> property</a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#passing-kwargs-to-predict">Passing kwargs to <code class="docutils literal notranslate"><span class="pre">predict()</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#saving-loading-pushing-to-hub">Saving, Loading &amp; Pushing to Hub</a><ul>
+<li><a class="reference internal" href="#loading-models">Loading Models</a><ul>
+<li><a class="reference internal" href="#load-parameters"><code class="docutils literal notranslate"><span class="pre">load()</span></code> Parameters</a></li>
+<li><a class="reference internal" href="#loading-state-dicts">Loading State Dicts</a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#saving-models">Saving Models</a><ul>
+<li><a class="reference internal" href="#save-parameters"><code class="docutils literal notranslate"><span class="pre">save()</span></code> Parameters</a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#pushing-to-the-hub">Pushing to the Hub</a><ul>
+<li><a class="reference internal" href="#push-to-hub-parameters"><code class="docutils literal notranslate"><span class="pre">push_to_hub()</span></code> Parameters</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li><a class="reference internal" href="#wrap-up">Wrap Up</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
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+          <section class="tex2jax_ignore mathjax_ignore" id="trainer-in-depth-guide">
+<h1>Trainer In-depth Guide<a class="headerlink" href="#trainer-in-depth-guide" title="Link to this heading">#</a></h1>
+<p>The <code class="docutils literal notranslate"><span class="pre">Trainer</span></code> is the base class for training all the models in Hezar no matter the task, dataset, model architecture, etc.
+In this guide, we’ll demonstrate all the internals and details in this powerful class and how you can customize it based
+on your needs.</p>
+<p>We’ll do this step by step in the exact order that takes place when training a model.</p>
+<section id="initialization">
+<h2>Initialization<a class="headerlink" href="#initialization" title="Link to this heading">#</a></h2>
+<p>In order to initialize the Trainer you would need to have some objects ready.</p>
+<ul class="simple">
+<li><p><strong>Trainer Config</strong>: A Trainer config is a config dataclass (of type <code class="docutils literal notranslate"><span class="pre">TrainerConfig</span></code>) with a bunch of attributes that configures
+how the Trainer behaves. The most important ones being:</p>
+<ul>
+<li><p><code class="docutils literal notranslate"><span class="pre">output_dir</span></code> (required): Path to the directory to save trainer outputs (checkpoints, logs, etc.)</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">task</span></code> (required): Specify the task of the training e.g, <code class="docutils literal notranslate"><span class="pre">text_classification</span></code>, <code class="docutils literal notranslate"><span class="pre">speech_recognition</span></code>, etc.</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">num_epochs</span></code> (required): Number of training epochs</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">init_weights_from</span></code> (optional): If the model is randomly initialized or you want to finetune it from a different set of
+weights, you can provide a path to a pretrained model using this parameter to load the model weights from.</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">batch_size</span></code> (required): Training batch size</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">eval_batch_size</span></code> (optional): Evaluation batch size (defaults to <code class="docutils literal notranslate"><span class="pre">batch_size</span></code> if not set)</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">mixed_precision</span></code> (optional): Type of mixed precision e.g, <code class="docutils literal notranslate"><span class="pre">fp16</span></code>, <code class="docutils literal notranslate"><span class="pre">bf16</span></code>, etc. (Disabled by default)</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">metrics</span></code> (optional): A set of metrics for model evaluation. Available metrics can be obtained using <code class="docutils literal notranslate"><span class="pre">utils.list_available_metrics()</span></code></p></li>
+<li><p>and etc.</p></li>
+</ul>
+</li>
+<li><p><strong>Model</strong>: A Hezar Model instance</p></li>
+<li><p><strong>Train &amp; Eval Datasets</strong>: Train and evaluation datasets (Hezar Dataset instances)</p></li>
+<li><p><strong>Preprocessor(s)</strong>: Model’s preprocessor if it’s not already in the model (<code class="docutils literal notranslate"><span class="pre">model.preprocessor</span> <span class="pre">==</span> <span class="pre">None</span></code>)</p></li>
+</ul>
+<p>As an example, here is how you can initialize a trainer for text classification using BERT:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">hezar.models</span> <span class="kn">import</span> <span class="n">BertTextClassification</span><span class="p">,</span> <span class="n">BertTextClassificationConfig</span>
+<span class="kn">from</span> <span class="nn">hezar.data</span> <span class="kn">import</span> <span class="n">Dataset</span>
+<span class="kn">from</span> <span class="nn">hezar.preprocessors</span> <span class="kn">import</span> <span class="n">Preprocessor</span>
+<span class="kn">from</span> <span class="nn">hezar.trainer</span> <span class="kn">import</span> <span class="n">Trainer</span><span class="p">,</span> <span class="n">TrainerConfig</span>
+
+
+<span class="n">dataset_path</span> <span class="o">=</span> <span class="s2">&quot;hezarai/sentiment-dksf&quot;</span>
+<span class="n">base_model_path</span> <span class="o">=</span> <span class="s2">&quot;hezarai/bert-base-fa&quot;</span>
+
+<span class="n">train_dataset</span> <span class="o">=</span> <span class="n">Dataset</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">dataset_path</span><span class="p">,</span> <span class="n">split</span><span class="o">=</span><span class="s2">&quot;train&quot;</span><span class="p">,</span> <span class="n">tokenizer_path</span><span class="o">=</span><span class="n">base_model_path</span><span class="p">)</span>
+<span class="n">eval_dataset</span> <span class="o">=</span> <span class="n">Dataset</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">dataset_path</span><span class="p">,</span> <span class="n">split</span><span class="o">=</span><span class="s2">&quot;test&quot;</span><span class="p">,</span> <span class="n">tokenizer_path</span><span class="o">=</span><span class="n">base_model_path</span><span class="p">)</span>
+
+<span class="n">model</span> <span class="o">=</span> <span class="n">BertTextClassification</span><span class="p">(</span><span class="n">BertTextClassificationConfig</span><span class="p">(</span><span class="n">id2label</span><span class="o">=</span><span class="n">train_dataset</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">id2label</span><span class="p">))</span>
+<span class="n">preprocessor</span> <span class="o">=</span> <span class="n">Preprocessor</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">base_model_path</span><span class="p">)</span>
+
+<span class="n">train_config</span> <span class="o">=</span> <span class="n">TrainerConfig</span><span class="p">(</span>
+    <span class="n">output_dir</span><span class="o">=</span><span class="s2">&quot;bert-fa-sentiment-analysis-dksf&quot;</span><span class="p">,</span>
+    <span class="n">task</span><span class="o">=</span><span class="s2">&quot;text_classification&quot;</span><span class="p">,</span>
+    <span class="n">device</span><span class="o">=</span><span class="s2">&quot;cuda&quot;</span><span class="p">,</span>
+    <span class="n">init_weights_from</span><span class="o">=</span><span class="n">base_model_path</span><span class="p">,</span>
+    <span class="n">batch_size</span><span class="o">=</span><span class="mi">8</span><span class="p">,</span>
+    <span class="n">num_epochs</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span>
+    <span class="n">metrics</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;f1&quot;</span><span class="p">,</span> <span class="s2">&quot;precision&quot;</span><span class="p">,</span> <span class="s2">&quot;accuracy&quot;</span><span class="p">,</span> <span class="s2">&quot;recall&quot;</span><span class="p">],</span>
+<span class="p">)</span>
+
+<span class="n">trainer</span> <span class="o">=</span> <span class="n">Trainer</span><span class="p">(</span>
+    <span class="n">config</span><span class="o">=</span><span class="n">train_config</span><span class="p">,</span>
+    <span class="n">model</span><span class="o">=</span><span class="n">model</span><span class="p">,</span>
+    <span class="n">train_dataset</span><span class="o">=</span><span class="n">train_dataset</span><span class="p">,</span>
+    <span class="n">eval_dataset</span><span class="o">=</span><span class="n">eval_dataset</span><span class="p">,</span>
+    <span class="n">data_collator</span><span class="o">=</span><span class="n">train_dataset</span><span class="o">.</span><span class="n">data_collator</span><span class="p">,</span>
+    <span class="n">preprocessor</span><span class="o">=</span><span class="n">preprocessor</span><span class="p">,</span>
+<span class="p">)</span>
+</pre></div>
+</div>
+<section id="trainer-init">
+<h3><code class="docutils literal notranslate"><span class="pre">Trainer.__init__()</span></code><a class="headerlink" href="#trainer-init" title="Link to this heading">#</a></h3>
+<p>So what does exactly happen in the Trainer’s <code class="docutils literal notranslate"><span class="pre">__init__</span></code>?</p>
+<ul class="simple">
+<li><p>Config sanitization</p></li>
+<li><p>Configure determinism (controlled by <code class="docutils literal notranslate"><span class="pre">config.seed</span></code>)</p></li>
+<li><p>Configure device(s)</p></li>
+<li><p>Setup model and</p></li>
+<li><p>preprocessor (load pretrained weights if configured)</p></li>
+<li><p>Setup data loaders</p></li>
+<li><p>Setup optimizer and LR scheduler</p></li>
+<li><p>Configure precision if set</p></li>
+<li><p>Setup metrics handler (chosen based on the trainer’s task, type <code class="docutils literal notranslate"><span class="pre">MetricsHandler</span></code>)</p></li>
+<li><p>Configure paths and loggers</p></li>
+<li><p>Setup trainer state</p></li>
+</ul>
+<p>Now the trainer has all the objects ready (almost!).</p>
+</section>
+</section>
+<section id="training-process">
+<h2>Training process<a class="headerlink" href="#training-process" title="Link to this heading">#</a></h2>
+<p>The training process starts right when you call <code class="docutils literal notranslate"><span class="pre">trainer.train()</span></code>. This simple method does all the heavy lifting needed
+during a full training process. We’ll go through each of them one by one.</p>
+<p>In a nutshell, the training process is simply a repeating loop of training the model on the full train data and then
+evaluating it on the evaluation data followed by calculating the metrics and saving logs and results.</p>
+<section id="training-info">
+<h3>1. Training info<a class="headerlink" href="#training-info" title="Link to this heading">#</a></h3>
+<p>Right before the trainer starts the main training process, it simply outputs some info about the run.
+These info would be something like this:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>******************** Training Info ********************
+
+  Output Directory: `bert-fa-sentiment-analysis-dksf`
+  Task: `text_classification`
+  Model: `BertTextClassification`
+  Init Weights: `hezarai/bert-base-fa`
+  Device(s): `cuda`
+  Training Dataset: `TextClassificationDataset(path=hezarai/sentiment-dksf[&#39;train&#39;], size=28602)`
+  Evaluation Dataset: `TextClassificationDataset(path=hezarai/sentiment-dksf[&#39;test&#39;], size=2315)`
+  Optimizer: `adam`
+  Initial Learning Rate: `2e-05`
+  Learning Rate Decay: `0.0`
+  Epochs: `5`
+  Batch Size: `8`
+  Number of Parameters: `118299651`
+  Number of Trainable Parameters: `118299651`
+  Mixed Precision: `Full (fp32)`
+  Metrics: `[&#39;f1&#39;, &#39;precision&#39;, &#39;accuracy&#39;, &#39;recall&#39;]`
+  Checkpoints Path: `bert-fa-sentiment-analysis-dksf/checkpoints`
+  Logs Path: `bert-fa-sentiment-analysis-dksf/logs`
+
+*******************************************************
+</pre></div>
+</div>
+</section>
+<section id="inner-training-loop">
+<h3>2. Inner training loop<a class="headerlink" href="#inner-training-loop" title="Link to this heading">#</a></h3>
+<p>The inner training loop which is invoked by <code class="docutils literal notranslate"><span class="pre">.inner_training_loop(epoch)</span></code> trains the model on the full iteration of the
+training data. This iteration itself is a repeating loop of the below processes:</p>
+<ol class="arabic simple">
+<li><p>Preparation of the input batch using <code class="docutils literal notranslate"><span class="pre">.prepare_input_batch(input_batch)</span></code> which performs all the necessary validations and
+checks on the input batch like casting data type, device, etc.</p></li>
+<li><p>Performing one training step using <code class="docutils literal notranslate"><span class="pre">.training_step(input_batch)</span></code> which is the casual PyTorch forward pass followed by
+loss computation and backward pass and finally an optimizer step. This method outputs the loss value along the model outputs.</p></li>
+<li><p>Aggregation of loss values through the training loop and live verbose of loss average up until that point in the progress bar.</p></li>
+</ol>
+</section>
+<section id="evaluation-loop">
+<h3>3. Evaluation loop<a class="headerlink" href="#evaluation-loop" title="Link to this heading">#</a></h3>
+<p>The evaluation loop is also the same as the training loop, but it does everything in eval mode (<code class="docutils literal notranslate"><span class="pre">torch.inference_mode</span></code>).</p>
+<ol class="arabic simple">
+<li><p>Preparation of the input batch using <code class="docutils literal notranslate"><span class="pre">.prepare_input_batch(input_batch)</span></code> which performs all the necessary validations and
+checks on the input batch like casting data type, device, etc.</p></li>
+<li><p>Performing one evaluation step using <code class="docutils literal notranslate"><span class="pre">.evaluation_step(input_batch)</span></code>:</p>
+<ul class="simple">
+<li><p>Perform one forward pass on the inputs</p></li>
+<li><p>Calculate loss on the inputs</p></li>
+<li><p>Calculate generation outputs if the model is generative (<code class="docutils literal notranslate"><span class="pre">model.is_generative</span></code>)</p></li>
+</ul>
+</li>
+<li><p>Calculate metrics on the outputs which is handled by the metrics handler (<code class="docutils literal notranslate"><span class="pre">self.metrics_handler</span></code>)</p></li>
+<li><p>Aggregation of metrics values through the evaluation loop and live verbose of the averages in the progress bar. (the
+final value is the total average value)</p></li>
+</ol>
+</section>
+<section id="saving-logging">
+<h3>4. Saving &amp; logging<a class="headerlink" href="#saving-logging" title="Link to this heading">#</a></h3>
+<p>When a full training loop and evaluation is done, the trainer saves some properties:</p>
+<ul class="simple">
+<li><p>Save the trainer state in the <code class="docutils literal notranslate"><span class="pre">trainer_state.yaml</span></code> file at <code class="docutils literal notranslate"><span class="pre">config.output_dir/config.checkpoints_dir</span></code>.</p></li>
+<li><p>Save the current checkpoint (model weights, configs, etc.) at <code class="docutils literal notranslate"><span class="pre">config.checkpoints_dir/epoch</span></code>.</p></li>
+<li><p>Save all the new training and evaluation results to the CSV file and TensorBoard at <code class="docutils literal notranslate"><span class="pre">config.logs_dir</span></code></p></li>
+</ul>
+<p>All the above steps are repeated for <code class="docutils literal notranslate"><span class="pre">config.num_epochs</span></code> times.</p>
+</section>
+</section>
+<section id="save-push-to-hub">
+<h2>Save &amp; Push to Hub<a class="headerlink" href="#save-push-to-hub" title="Link to this heading">#</a></h2>
+<p>Like all other components in Hezar, you can also save or push the trainer to the Hub.</p>
+<section id="save-trainer">
+<h3>Save Trainer<a class="headerlink" href="#save-trainer" title="Link to this heading">#</a></h3>
+<p>In order to save the trainer, you can simply call <code class="docutils literal notranslate"><span class="pre">trainer.save()</span></code> which accepts the following:</p>
+<ul class="simple">
+<li><p><code class="docutils literal notranslate"><span class="pre">path</span></code>: The target directory to save the objects in the trainer</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">config_filename</span></code></p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">model_filename</span></code></p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">model_config_filename</span></code></p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">subfolder</span></code></p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">dataset_config_file</span></code></p></li>
+</ul>
+<p>Overall, the <code class="docutils literal notranslate"><span class="pre">save</span></code> method saves the model, preprocessor, dataset config and the trainer config.</p>
+</section>
+<section id="push-to-hub">
+<h3>Push to Hub<a class="headerlink" href="#push-to-hub" title="Link to this heading">#</a></h3>
+<p>You can also push the trainer to the hub. This method just calls the <code class="docutils literal notranslate"><span class="pre">push_to_hub</span></code> method on the model, preprocessor, and configs.</p>
+</section>
+</section>
+<section id="advanced-training-customization">
+<h2>Advanced Training &amp; Customization<a class="headerlink" href="#advanced-training-customization" title="Link to this heading">#</a></h2>
+<p>The Trainer is implemented in a really flexible and customizable way so that any change can be done by simply overriding
+your desired method. You can learn more about how you can do such things <a class="reference internal" href="advanced_training.html"><span class="std std-doc">here</span></a></p>
+</section>
+</section>
+
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+            On this page
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+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">Trainer In-depth Guide</a><ul>
+<li><a class="reference internal" href="#initialization">Initialization</a><ul>
+<li><a class="reference internal" href="#trainer-init"><code class="docutils literal notranslate"><span class="pre">Trainer.__init__()</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#training-process">Training process</a><ul>
+<li><a class="reference internal" href="#training-info">1. Training info</a></li>
+<li><a class="reference internal" href="#inner-training-loop">2. Inner training loop</a></li>
+<li><a class="reference internal" href="#evaluation-loop">3. Evaluation loop</a></li>
+<li><a class="reference internal" href="#saving-logging">4. Saving &amp; logging</a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#save-push-to-hub">Save &amp; Push to Hub</a><ul>
+<li><a class="reference internal" href="#save-trainer">Save Trainer</a></li>
+<li><a class="reference internal" href="#push-to-hub">Push to Hub</a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#advanced-training-customization">Advanced Training &amp; Customization</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="source/hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="source/hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="source/hezar.builders.html">hezar.builders module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="source/hezar.configs.html">hezar.configs module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="source/hezar.constants.html">hezar.constants module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="source/hezar.registry.html">hezar.registry module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l1"><a class="reference internal" href="contributing.html">Contributing to Hezar</a></li>
+</ul>
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+</div>
+</div>
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\ No newline at end of file
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+<li class="toctree-l5"><a class="reference internal" href="source/hezar.data.datasets.ocr_dataset.html">hezar.data.datasets.ocr_dataset module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="source/hezar.data.datasets.sequence_labeling_dataset.html">hezar.data.datasets.sequence_labeling_dataset module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="source/hezar.data.datasets.text_classification_dataset.html">hezar.data.datasets.text_classification_dataset module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="source/hezar.data.datasets.text_summarization_dataset.html">hezar.data.datasets.text_summarization_dataset module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.data.data_collators.html">hezar.data.data_collators module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="source/hezar.embeddings.html">hezar.embeddings package</a><input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" role="switch" type="checkbox"/><label for="toctree-checkbox-8"><div class="visually-hidden">Toggle navigation of hezar.embeddings package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.embeddings.embedding.html">hezar.embeddings.embedding module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.embeddings.fasttext.html">hezar.embeddings.fasttext module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.embeddings.word2vec.html">hezar.embeddings.word2vec module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="source/hezar.metrics.html">hezar.metrics package</a><input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" role="switch" type="checkbox"/><label for="toctree-checkbox-9"><div class="visually-hidden">Toggle navigation of hezar.metrics package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.metrics.accuracy.html">hezar.metrics.accuracy module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.metrics.bleu.html">hezar.metrics.bleu module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.metrics.cer.html">hezar.metrics.cer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.metrics.f1.html">hezar.metrics.f1 module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.metrics.metric.html">hezar.metrics.metric module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.metrics.precision.html">hezar.metrics.precision module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.metrics.recall.html">hezar.metrics.recall module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.metrics.rouge.html">hezar.metrics.rouge module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.metrics.seqeval.html">hezar.metrics.seqeval module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.metrics.wer.html">hezar.metrics.wer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="source/hezar.models.html">hezar.models package</a><input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" role="switch" type="checkbox"/><label for="toctree-checkbox-10"><div class="visually-hidden">Toggle navigation of hezar.models package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="source/hezar.models.backbone.html">hezar.models.backbone package</a><input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" role="switch" type="checkbox"/><label for="toctree-checkbox-11"><div class="visually-hidden">Toggle navigation of hezar.models.backbone package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.backbone.bert.html">hezar.models.backbone.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" role="switch" type="checkbox"/><label for="toctree-checkbox-12"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.backbone.bert.bert.html">hezar.models.backbone.bert.bert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.backbone.bert.bert_config.html">hezar.models.backbone.bert.bert_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.backbone.distilbert.html">hezar.models.backbone.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" role="switch" type="checkbox"/><label for="toctree-checkbox-13"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.backbone.distilbert.distilbert.html">hezar.models.backbone.distilbert.distilbert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="source/hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="source/hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="source/hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="source/hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="source/hezar.builders.html">hezar.builders module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="source/hezar.configs.html">hezar.configs module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="source/hezar.constants.html">hezar.constants module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="source/hezar.registry.html">hezar.registry module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="contributing.html">Contributing to Hezar</a></li>
+</ul>
+
+</div>
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+      </div>
+      
+    </div>
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+<section class="domainindex-section">
+  <h1>Python Module Index</h1>
+  <div class="domainindex-jumpbox"><a href="#cap-h"><strong>h</strong></a></div>
+</section>
+<table class="domainindex-table">
+  <tr class="pcap">
+    <td></td><td>&#160;</td><td></td>
+  </tr>
+  <tr class="cap" id="cap-h">
+    <td></td><td><strong>h</strong></td><td></td>
+  </tr>
+  <tr>
+    <td><img src="_static/minus.png" class="toggler"
+              id="toggle-1" style="display: none" alt="-" /></td>
+    <td>
+        <a href="source/hezar.html#module-hezar"><code class="xref">hezar</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.builders.html#module-hezar.builders"><code class="xref">hezar.builders</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.configs.html#module-hezar.configs"><code class="xref">hezar.configs</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.constants.html#module-hezar.constants"><code class="xref">hezar.constants</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.data.html#module-hezar.data"><code class="xref">hezar.data</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.data.data_collators.html#module-hezar.data.data_collators"><code class="xref">hezar.data.data_collators</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.data.datasets.html#module-hezar.data.datasets"><code class="xref">hezar.data.datasets</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.data.datasets.dataset.html#module-hezar.data.datasets.dataset"><code class="xref">hezar.data.datasets.dataset</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.data.datasets.image_captioning_dataset.html#module-hezar.data.datasets.image_captioning_dataset"><code class="xref">hezar.data.datasets.image_captioning_dataset</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.data.datasets.ocr_dataset.html#module-hezar.data.datasets.ocr_dataset"><code class="xref">hezar.data.datasets.ocr_dataset</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.data.datasets.sequence_labeling_dataset.html#module-hezar.data.datasets.sequence_labeling_dataset"><code class="xref">hezar.data.datasets.sequence_labeling_dataset</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.data.datasets.text_classification_dataset.html#module-hezar.data.datasets.text_classification_dataset"><code class="xref">hezar.data.datasets.text_classification_dataset</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.data.datasets.text_summarization_dataset.html#module-hezar.data.datasets.text_summarization_dataset"><code class="xref">hezar.data.datasets.text_summarization_dataset</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.embeddings.html#module-hezar.embeddings"><code class="xref">hezar.embeddings</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.embeddings.embedding.html#module-hezar.embeddings.embedding"><code class="xref">hezar.embeddings.embedding</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.embeddings.fasttext.html#module-hezar.embeddings.fasttext"><code class="xref">hezar.embeddings.fasttext</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.embeddings.word2vec.html#module-hezar.embeddings.word2vec"><code class="xref">hezar.embeddings.word2vec</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.metrics.html#module-hezar.metrics"><code class="xref">hezar.metrics</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.metrics.accuracy.html#module-hezar.metrics.accuracy"><code class="xref">hezar.metrics.accuracy</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.metrics.bleu.html#module-hezar.metrics.bleu"><code class="xref">hezar.metrics.bleu</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.metrics.cer.html#module-hezar.metrics.cer"><code class="xref">hezar.metrics.cer</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.metrics.f1.html#module-hezar.metrics.f1"><code class="xref">hezar.metrics.f1</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.metrics.metric.html#module-hezar.metrics.metric"><code class="xref">hezar.metrics.metric</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.metrics.precision.html#module-hezar.metrics.precision"><code class="xref">hezar.metrics.precision</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.metrics.recall.html#module-hezar.metrics.recall"><code class="xref">hezar.metrics.recall</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.metrics.rouge.html#module-hezar.metrics.rouge"><code class="xref">hezar.metrics.rouge</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.metrics.seqeval.html#module-hezar.metrics.seqeval"><code class="xref">hezar.metrics.seqeval</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.metrics.wer.html#module-hezar.metrics.wer"><code class="xref">hezar.metrics.wer</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.html#module-hezar.models"><code class="xref">hezar.models</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.backbone.html#module-hezar.models.backbone"><code class="xref">hezar.models.backbone</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.backbone.bert.html#module-hezar.models.backbone.bert"><code class="xref">hezar.models.backbone.bert</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.backbone.bert.bert.html#module-hezar.models.backbone.bert.bert"><code class="xref">hezar.models.backbone.bert.bert</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.backbone.bert.bert_config.html#module-hezar.models.backbone.bert.bert_config"><code class="xref">hezar.models.backbone.bert.bert_config</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.backbone.distilbert.html#module-hezar.models.backbone.distilbert"><code class="xref">hezar.models.backbone.distilbert</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.backbone.distilbert.distilbert.html#module-hezar.models.backbone.distilbert.distilbert"><code class="xref">hezar.models.backbone.distilbert.distilbert</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.backbone.distilbert.distilbert_config.html#module-hezar.models.backbone.distilbert.distilbert_config"><code class="xref">hezar.models.backbone.distilbert.distilbert_config</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
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+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
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+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
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+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
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+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
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+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.backbone.vit.vit_config.html#module-hezar.models.backbone.vit.vit_config"><code class="xref">hezar.models.backbone.vit.vit_config</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
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+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.image2text.beit_roberta.html#module-hezar.models.image2text.beit_roberta"><code class="xref">hezar.models.image2text.beit_roberta</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text.html#module-hezar.models.image2text.beit_roberta.beit_roberta_image2text"><code class="xref">hezar.models.image2text.beit_roberta.beit_roberta_image2text</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
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+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
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+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.image2text.crnn.crnn_decode_utils.html#module-hezar.models.image2text.crnn.crnn_decode_utils"><code class="xref">hezar.models.image2text.crnn.crnn_decode_utils</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.image2text.crnn.crnn_image2text.html#module-hezar.models.image2text.crnn.crnn_image2text"><code class="xref">hezar.models.image2text.crnn.crnn_image2text</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.image2text.crnn.crnn_image2text_config.html#module-hezar.models.image2text.crnn.crnn_image2text_config"><code class="xref">hezar.models.image2text.crnn.crnn_image2text_config</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
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+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.image2text.trocr.trocr_image2text.html#module-hezar.models.image2text.trocr.trocr_image2text"><code class="xref">hezar.models.image2text.trocr.trocr_image2text</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.image2text.trocr.trocr_image2text_config.html#module-hezar.models.image2text.trocr.trocr_image2text_config"><code class="xref">hezar.models.image2text.trocr.trocr_image2text_config</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.image2text.vit_gpt2.html#module-hezar.models.image2text.vit_gpt2"><code class="xref">hezar.models.image2text.vit_gpt2</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html#module-hezar.models.image2text.vit_gpt2.vit_gpt2_image2text"><code class="xref">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#module-hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config"><code class="xref">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
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+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text.html#module-hezar.models.image2text.vit_roberta.vit_roberta_image2text"><code class="xref">hezar.models.image2text.vit_roberta.vit_roberta_image2text</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#module-hezar.models.image2text.vit_roberta.vit_roberta_image2text_config"><code class="xref">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.model.html#module-hezar.models.model"><code class="xref">hezar.models.model</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.model_outputs.html#module-hezar.models.model_outputs"><code class="xref">hezar.models.model_outputs</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.sequence_labeling.html#module-hezar.models.sequence_labeling"><code class="xref">hezar.models.sequence_labeling</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.sequence_labeling.bert.html#module-hezar.models.sequence_labeling.bert"><code class="xref">hezar.models.sequence_labeling.bert</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html#module-hezar.models.sequence_labeling.bert.bert_sequence_labeling"><code class="xref">hezar.models.sequence_labeling.bert.bert_sequence_labeling</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#module-hezar.models.sequence_labeling.bert.bert_sequence_labeling_config"><code class="xref">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.sequence_labeling.distilbert.html#module-hezar.models.sequence_labeling.distilbert"><code class="xref">hezar.models.sequence_labeling.distilbert</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html#module-hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling"><code class="xref">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#module-hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config"><code class="xref">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.sequence_labeling.roberta.html#module-hezar.models.sequence_labeling.roberta"><code class="xref">hezar.models.sequence_labeling.roberta</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html#module-hezar.models.sequence_labeling.roberta.roberta_sequence_labeling"><code class="xref">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#module-hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config"><code class="xref">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.speech_recognition.html#module-hezar.models.speech_recognition"><code class="xref">hezar.models.speech_recognition</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.speech_recognition.whisper.html#module-hezar.models.speech_recognition.whisper"><code class="xref">hezar.models.speech_recognition.whisper</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html#module-hezar.models.speech_recognition.whisper.whisper_feature_extractor"><code class="xref">hezar.models.speech_recognition.whisper.whisper_feature_extractor</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#module-hezar.models.speech_recognition.whisper.whisper_speech_recognition"><code class="xref">hezar.models.speech_recognition.whisper.whisper_speech_recognition</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#module-hezar.models.speech_recognition.whisper.whisper_speech_recognition_config"><code class="xref">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html#module-hezar.models.speech_recognition.whisper.whisper_tokenizer"><code class="xref">hezar.models.speech_recognition.whisper.whisper_tokenizer</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.text_classification.html#module-hezar.models.text_classification"><code class="xref">hezar.models.text_classification</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.text_classification.bert.html#module-hezar.models.text_classification.bert"><code class="xref">hezar.models.text_classification.bert</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.text_classification.bert.bert_text_classification.html#module-hezar.models.text_classification.bert.bert_text_classification"><code class="xref">hezar.models.text_classification.bert.bert_text_classification</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.text_classification.bert.bert_text_classification_config.html#module-hezar.models.text_classification.bert.bert_text_classification_config"><code class="xref">hezar.models.text_classification.bert.bert_text_classification_config</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.text_classification.distilbert.html#module-hezar.models.text_classification.distilbert"><code class="xref">hezar.models.text_classification.distilbert</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.text_classification.distilbert.distilbert_text_classification.html#module-hezar.models.text_classification.distilbert.distilbert_text_classification"><code class="xref">hezar.models.text_classification.distilbert.distilbert_text_classification</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#module-hezar.models.text_classification.distilbert.distilbert_text_classification_config"><code class="xref">hezar.models.text_classification.distilbert.distilbert_text_classification_config</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.text_classification.roberta.html#module-hezar.models.text_classification.roberta"><code class="xref">hezar.models.text_classification.roberta</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.text_classification.roberta.roberta_text_classification.html#module-hezar.models.text_classification.roberta.roberta_text_classification"><code class="xref">hezar.models.text_classification.roberta.roberta_text_classification</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.text_classification.roberta.roberta_text_classification_config.html#module-hezar.models.text_classification.roberta.roberta_text_classification_config"><code class="xref">hezar.models.text_classification.roberta.roberta_text_classification_config</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.text_embedding.html#module-hezar.models.text_embedding"><code class="xref">hezar.models.text_embedding</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.text_generation.html#module-hezar.models.text_generation"><code class="xref">hezar.models.text_generation</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.text_generation.gpt2.html#module-hezar.models.text_generation.gpt2"><code class="xref">hezar.models.text_generation.gpt2</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation.html#module-hezar.models.text_generation.gpt2.gpt2_text_generation"><code class="xref">hezar.models.text_generation.gpt2.gpt2_text_generation</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#module-hezar.models.text_generation.gpt2.gpt2_text_generation_config"><code class="xref">hezar.models.text_generation.gpt2.gpt2_text_generation_config</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.text_generation.t5.html#module-hezar.models.text_generation.t5"><code class="xref">hezar.models.text_generation.t5</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.text_generation.t5.t5_text_generation.html#module-hezar.models.text_generation.t5.t5_text_generation"><code class="xref">hezar.models.text_generation.t5.t5_text_generation</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.models.text_generation.t5.t5_text_generation_config.html#module-hezar.models.text_generation.t5.t5_text_generation_config"><code class="xref">hezar.models.text_generation.t5.t5_text_generation_config</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.preprocessors.html#module-hezar.preprocessors"><code class="xref">hezar.preprocessors</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
+        <a href="source/hezar.preprocessors.audio_feature_extractor.html#module-hezar.preprocessors.audio_feature_extractor"><code class="xref">hezar.preprocessors.audio_feature_extractor</code></a></td><td>
+    <em></em></td>
+  </tr>
+  <tr class="cg-1">
+    <td></td>
+    <td>&#160;&#160;&#160;
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+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
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+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="source/hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
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\ No newline at end of file
diff --git a/source/hezar.builders.html b/source/hezar.builders.html
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+<li class="toctree-l4"><a class="reference internal" href="hezar.embeddings.fasttext.html">hezar.embeddings.fasttext module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.embeddings.word2vec.html">hezar.embeddings.word2vec module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.metrics.html">hezar.metrics package</a><input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" role="switch" type="checkbox"/><label for="toctree-checkbox-9"><div class="visually-hidden">Toggle navigation of hezar.metrics package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.accuracy.html">hezar.metrics.accuracy module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.bleu.html">hezar.metrics.bleu module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.cer.html">hezar.metrics.cer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.f1.html">hezar.metrics.f1 module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.metric.html">hezar.metrics.metric module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.precision.html">hezar.metrics.precision module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.recall.html">hezar.metrics.recall module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.rouge.html">hezar.metrics.rouge module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.seqeval.html">hezar.metrics.seqeval module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.wer.html">hezar.metrics.wer module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.models.html">hezar.models package</a><input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" role="switch" type="checkbox"/><label for="toctree-checkbox-10"><div class="visually-hidden">Toggle navigation of hezar.models package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.backbone.html">hezar.models.backbone package</a><input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" role="switch" type="checkbox"/><label for="toctree-checkbox-11"><div class="visually-hidden">Toggle navigation of hezar.models.backbone package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.bert.html">hezar.models.backbone.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" role="switch" type="checkbox"/><label for="toctree-checkbox-12"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.bert.bert.html">hezar.models.backbone.bert.bert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.bert.bert_config.html">hezar.models.backbone.bert.bert_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.distilbert.html">hezar.models.backbone.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" role="switch" type="checkbox"/><label for="toctree-checkbox-13"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert.html">hezar.models.backbone.distilbert.distilbert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 current current-page"><a class="current reference internal" href="#">hezar.builders module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html">hezar.configs module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html">hezar.constants module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.registry.html">hezar.registry module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../contributing.html">Contributing to Hezar</a></li>
+</ul>
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+</div>
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+        <article role="main">
+          <section id="module-hezar.builders">
+<span id="hezar-builders-module"></span><h1>hezar.builders module<a class="headerlink" href="#module-hezar.builders" title="Link to this heading">#</a></h1>
+<p>Builder functions are used to create an instance of a module e.g, models, preprocessors, etc. without having to import
+their corresponding classes manually. These builders use modules’ registries to do so. Every builder gets a name and
+optional config or config kwargs to build the object.</p>
+<p class="rubric">Examples</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">hezar.builders</span> <span class="kn">import</span> <span class="n">build_model</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">model</span> <span class="o">=</span> <span class="n">build_model</span><span class="p">(</span><span class="s1">&#39;distilbert_text_classification&#39;</span><span class="p">,</span> <span class="n">id2label</span><span class="o">=</span><span class="p">{</span><span class="mi">0</span><span class="p">:</span> <span class="s1">&#39;negative&#39;</span><span class="p">,</span> <span class="mi">1</span><span class="p">:</span> <span class="s1">&#39;positive&#39;</span><span class="p">})</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="nb">print</span><span class="p">(</span><span class="n">model</span><span class="p">)</span>
+</pre></div>
+</div>
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.builders.build_dataset">
+<span class="sig-prename descclassname"><span class="pre">hezar.builders.</span></span><span class="sig-name descname"><span class="pre">build_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.configs.html#hezar.configs.DatasetConfig" title="hezar.configs.DatasetConfig"><span class="pre">DatasetConfig</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">split</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.constants.html#hezar.constants.SplitType" title="hezar.constants.SplitType"><span class="pre">SplitType</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/builders.html#build_dataset"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.builders.build_dataset" title="Link to this definition">#</a></dt>
+<dd><p>Build the dataset using its registry name. If config is None then the dataset is built using the
+default config.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>name</strong> (<em>str</em>) – name of the dataset in the datasets’ registry</p></li>
+<li><p><strong>config</strong> (<a class="reference internal" href="hezar.configs.html#hezar.configs.DatasetConfig" title="hezar.configs.DatasetConfig"><em>DatasetConfig</em></a>) – a DatasetConfig instance</p></li>
+<li><p><strong>split</strong> (<em>str</em>) – Dataset split to load</p></li>
+<li><p><strong>**kwargs</strong> – extra config parameters that are loaded to the dataset</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A Dataset instance</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.builders.build_embedding">
+<span class="sig-prename descclassname"><span class="pre">hezar.builders.</span></span><span class="sig-name descname"><span class="pre">build_embedding</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.configs.html#hezar.configs.EmbeddingConfig" title="hezar.configs.EmbeddingConfig"><span class="pre">EmbeddingConfig</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/builders.html#build_embedding"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.builders.build_embedding" title="Link to this definition">#</a></dt>
+<dd><p>Build the embedding using its registry name. If config is None then the embedding is built using the
+default config.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>name</strong> (<em>str</em>) – Name of the embedding in the embeddings’ registry</p></li>
+<li><p><strong>config</strong> (<a class="reference internal" href="hezar.configs.html#hezar.configs.EmbeddingConfig" title="hezar.configs.EmbeddingConfig"><em>EmbeddingConfig</em></a>) – An EmbeddingConfig instance</p></li>
+<li><p><strong>**kwargs</strong> – Extra config parameters that are loaded to the embedding</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A Embedding instance</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.builders.build_metric">
+<span class="sig-prename descclassname"><span class="pre">hezar.builders.</span></span><span class="sig-name descname"><span class="pre">build_metric</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.configs.html#hezar.configs.MetricConfig" title="hezar.configs.MetricConfig"><span class="pre">MetricConfig</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/builders.html#build_metric"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.builders.build_metric" title="Link to this definition">#</a></dt>
+<dd><p>Build the metric using its registry name. If config is None then the metric is built using the
+default config.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>name</strong> (<em>str</em>) – Name of the metric in the metrics’ registry</p></li>
+<li><p><strong>config</strong> (<a class="reference internal" href="hezar.configs.html#hezar.configs.MetricConfig" title="hezar.configs.MetricConfig"><em>MetricConfig</em></a>) – A MetricConfig instance</p></li>
+<li><p><strong>**kwargs</strong> – Extra config parameters that are loaded to the metric</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A Metric instance</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.builders.build_model">
+<span class="sig-prename descclassname"><span class="pre">hezar.builders.</span></span><span class="sig-name descname"><span class="pre">build_model</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.configs.html#hezar.configs.ModelConfig" title="hezar.configs.ModelConfig"><span class="pre">ModelConfig</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/builders.html#build_model"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.builders.build_model" title="Link to this definition">#</a></dt>
+<dd><p>Build the model using its registry name. If config is None then the model is built using the default config. Notice
+that this function only builds the model and does not perform any weights loading/initialization unless these
+actions are done in the model’s <code class="xref py py-func docutils literal notranslate"><span class="pre">__init__()</span></code> .</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>name</strong> (<em>str</em>) – name of the model in the models’ registry</p></li>
+<li><p><strong>config</strong> (<a class="reference internal" href="hezar.configs.html#hezar.configs.ModelConfig" title="hezar.configs.ModelConfig"><em>ModelConfig</em></a>) – a ModelConfig instance</p></li>
+<li><p><strong>**kwargs</strong> – extra config parameters that are loaded to the model</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A Model instance</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.builders.build_preprocessor">
+<span class="sig-prename descclassname"><span class="pre">hezar.builders.</span></span><span class="sig-name descname"><span class="pre">build_preprocessor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.configs.html#hezar.configs.PreprocessorConfig" title="hezar.configs.PreprocessorConfig"><span class="pre">PreprocessorConfig</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/builders.html#build_preprocessor"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.builders.build_preprocessor" title="Link to this definition">#</a></dt>
+<dd><p>Build the preprocessor using its registry name. If config is None then the preprocessor is built using the
+default config.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>name</strong> (<em>str</em>) – name of the preprocessor in the preprocessors’ registry</p></li>
+<li><p><strong>config</strong> (<a class="reference internal" href="hezar.configs.html#hezar.configs.PreprocessorConfig" title="hezar.configs.PreprocessorConfig"><em>PreprocessorConfig</em></a>) – a PreprocessorConfig instance</p></li>
+<li><p><strong>**kwargs</strong> – extra config parameters that are loaded to the preprocessor</p></li>
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+</dd>
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+<dd class="field-even"><p>A Preprocessor instance</p>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.models.html">hezar.models package</a><input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" role="switch" type="checkbox"/><label for="toctree-checkbox-10"><div class="visually-hidden">Toggle navigation of hezar.models package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.backbone.html">hezar.models.backbone package</a><input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" role="switch" type="checkbox"/><label for="toctree-checkbox-11"><div class="visually-hidden">Toggle navigation of hezar.models.backbone package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.bert.html">hezar.models.backbone.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" role="switch" type="checkbox"/><label for="toctree-checkbox-12"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.bert.bert.html">hezar.models.backbone.bert.bert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.bert.bert_config.html">hezar.models.backbone.bert.bert_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.distilbert.html">hezar.models.backbone.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" role="switch" type="checkbox"/><label for="toctree-checkbox-13"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert.html">hezar.models.backbone.distilbert.distilbert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
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+          <section id="module-hezar.configs">
+<span id="hezar-configs-module"></span><h1>hezar.configs module<a class="headerlink" href="#module-hezar.configs" title="Link to this heading">#</a></h1>
+<p>Configs are at the core of Hezar. All core modules like <cite>Model</cite>, <cite>Preprocessor</cite>, <cite>Trainer</cite>, etc. take their parameters
+as a config container which is an instance of <cite>Config</cite> or its derivatives. A <cite>Config</cite> is a Python dataclass with
+auxiliary methods for loading, saving, uploading to the hub and etc.</p>
+<p class="rubric">Examples</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">hezar.configs</span> <span class="kn">import</span> <span class="n">ModelConfig</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">config</span> <span class="o">=</span> <span class="n">ModelConfig</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;hezarai/bert-base-fa&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">hezar.models</span> <span class="kn">import</span> <span class="n">BertLMConfig</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">bert_config</span> <span class="o">=</span> <span class="n">BertLMConfig</span><span class="p">(</span><span class="n">vocab_size</span><span class="o">=</span><span class="mi">50000</span><span class="p">,</span> <span class="n">hidden_size</span><span class="o">=</span><span class="mi">768</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">bert_config</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s2">&quot;saved/bert&quot;</span><span class="p">,</span> <span class="n">filename</span><span class="o">=</span><span class="s2">&quot;model_config.yaml&quot;</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">bert_config</span><span class="o">.</span><span class="n">push_to_hub</span><span class="p">(</span><span class="s2">&quot;hezarai/bert-custom&quot;</span><span class="p">,</span> <span class="n">filename</span><span class="o">=</span><span class="s2">&quot;model_config.yaml&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.configs.Config">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.configs.</span></span><span class="sig-name descname"><span class="pre">Config</span></span><a class="reference internal" href="../_modules/hezar/configs.html#Config"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.configs.Config" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>Base class for all configs in Hezar.</p>
+<p>All configs are simple dataclasses that have some customized functionalities to manage their attributes. There are
+also some Hezar specific methods: <cite>load</cite>, <cite>save</cite> and <cite>push_to_hub</cite>.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.configs.Config.config_type">
+<span class="sig-name descname"><span class="pre">config_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'base'</span></em><a class="headerlink" href="#hezar.configs.Config.config_type" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.configs.Config.dict">
+<span class="sig-name descname"><span class="pre">dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/configs.html#Config.dict"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.configs.Config.dict" title="Link to this definition">#</a></dt>
+<dd><p>Returns the config object as a dictionary (works on nested dataclasses too)</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>The config object as a dictionary</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.configs.Config.from_dict">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dict_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">DictConfig</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/configs.html#Config.from_dict"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.configs.Config.from_dict" title="Link to this definition">#</a></dt>
+<dd><p>Load config from a dict-like object. Nested configs are also properly converted to their classes if possible.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.configs.Config.get">
+<span class="sig-name descname"><span class="pre">get</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">key</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/configs.html#Config.get"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.configs.Config.get" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.configs.Config.keys">
+<span class="sig-name descname"><span class="pre">keys</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/configs.html#Config.keys"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.configs.Config.keys" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.configs.Config.load">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">load</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">hub_or_local_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">os.PathLike</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">subfolder</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">repo_type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cache_dir</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#hezar.configs.Config" title="hezar.configs.Config"><span class="pre">Config</span></a></span></span><a class="reference internal" href="../_modules/hezar/configs.html#Config.load"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.configs.Config.load" title="Link to this definition">#</a></dt>
+<dd><p>Load config from Hub or locally if it already exists on disk (handled by HfApi)</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>hub_or_local_path</strong> – Local or Hub path for the config</p></li>
+<li><p><strong>filename</strong> – Configuration filename</p></li>
+<li><p><strong>subfolder</strong> – Optional subfolder path where the config is in</p></li>
+<li><p><strong>repo_type</strong> – Repo type e.g, model, dataset, etc</p></li>
+<li><p><strong>cache_dir</strong> – Path to cache directory</p></li>
+<li><p><strong>**kwargs</strong> – Manual config parameters to override</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A Config instance</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.configs.Config.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.configs.Config.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.configs.Config.push_to_hub">
+<span class="sig-name descname"><span class="pre">push_to_hub</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">repo_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">subfolder</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">repo_type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'model'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skip_none_fields</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">private</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">commit_message</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/configs.html#Config.push_to_hub"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.configs.Config.push_to_hub" title="Link to this definition">#</a></dt>
+<dd><p>Push the config file to the hub</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>repo_id</strong> (<em>str</em>) – Repo name or id on the Hub</p></li>
+<li><p><strong>filename</strong> (<em>str</em>) – config file name</p></li>
+<li><p><strong>subfolder</strong> (<em>str</em>) – subfolder to save the config</p></li>
+<li><p><strong>repo_type</strong> (<em>str</em>) – Type of the repo e.g, model, dataset, space</p></li>
+<li><p><strong>skip_none_fields</strong> (<em>bool</em>) – Whether to skip saving None values or not</p></li>
+<li><p><strong>private</strong> (<em>bool</em>) – Whether the repo type should be private or not (ignored if the repo exists)</p></li>
+<li><p><strong>commit_message</strong> (<em>str</em>) – Push commit message</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.configs.Config.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">save_dir</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">os.PathLike</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">subfolder</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skip_none_fields</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/configs.html#Config.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.configs.Config.save" title="Link to this definition">#</a></dt>
+<dd><p>Save the <cite>*config.yaml</cite> file to a local path</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>save_dir</strong> – Save directory path</p></li>
+<li><p><strong>filename</strong> – Config file name</p></li>
+<li><p><strong>subfolder</strong> – Subfolder to save the config file</p></li>
+<li><p><strong>skip_none_fields</strong> (<em>bool</em>) – Whether to skip saving None values or not</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.configs.Config.update">
+<span class="sig-name descname"><span class="pre">update</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">d</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/configs.html#Config.update"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.configs.Config.update" title="Link to this definition">#</a></dt>
+<dd><p>Update config with a given dictionary or keyword arguments. If a key does not exist in the attributes, prints a
+warning but sets it anyway.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>d</strong> – A dictionary</p></li>
+<li><p><strong>**kwargs</strong> – Key/value pairs in the form of keyword arguments</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>The config object itself but the operation happens in-place anyway</p>
+</dd>
+</dl>
+</dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.configs.DatasetConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.configs.</span></span><span class="sig-name descname"><span class="pre">DatasetConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">task</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.constants.html#hezar.constants.TaskType" title="hezar.constants.TaskType"><span class="pre">TaskType</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="hezar.constants.html#hezar.constants.TaskType" title="hezar.constants.TaskType"><span class="pre">TaskType</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/configs.html#DatasetConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.configs.DatasetConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="#hezar.configs.Config" title="hezar.configs.Config"><code class="xref py py-class docutils literal notranslate"><span class="pre">Config</span></code></a></p>
+<p>Base dataclass for all dataset configs</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.configs.DatasetConfig.config_type">
+<span class="sig-name descname"><span class="pre">config_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'dataset'</span></em><a class="headerlink" href="#hezar.configs.DatasetConfig.config_type" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.configs.DatasetConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.configs.DatasetConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.configs.DatasetConfig.path">
+<span class="sig-name descname"><span class="pre">path</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.configs.DatasetConfig.path" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.configs.DatasetConfig.task">
+<span class="sig-name descname"><span class="pre">task</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.TaskType" title="hezar.constants.TaskType"><span class="pre">TaskType</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="hezar.constants.html#hezar.constants.TaskType" title="hezar.constants.TaskType"><span class="pre">TaskType</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.configs.DatasetConfig.task" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.configs.EmbeddingConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.configs.</span></span><span class="sig-name descname"><span class="pre">EmbeddingConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">bypass_version_check</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/configs.html#EmbeddingConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.configs.EmbeddingConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="#hezar.configs.Config" title="hezar.configs.Config"><code class="xref py py-class docutils literal notranslate"><span class="pre">Config</span></code></a></p>
+<p>Base dataclass for all embedding configs</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.configs.EmbeddingConfig.bypass_version_check">
+<span class="sig-name descname"><span class="pre">bypass_version_check</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#hezar.configs.EmbeddingConfig.bypass_version_check" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.configs.EmbeddingConfig.config_type">
+<span class="sig-name descname"><span class="pre">config_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'embedding'</span></em><a class="headerlink" href="#hezar.configs.EmbeddingConfig.config_type" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.configs.EmbeddingConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.configs.EmbeddingConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.configs.MetricConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.configs.</span></span><span class="sig-name descname"><span class="pre">MetricConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">objective</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'maximize'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'minimize'</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_keys</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">Tuple</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_decimals</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/configs.html#MetricConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.configs.MetricConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="#hezar.configs.Config" title="hezar.configs.Config"><code class="xref py py-class docutils literal notranslate"><span class="pre">Config</span></code></a></p>
+<p>Base dataclass config for all metric configs</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.configs.MetricConfig.config_type">
+<span class="sig-name descname"><span class="pre">config_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'metric'</span></em><a class="headerlink" href="#hezar.configs.MetricConfig.config_type" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.configs.MetricConfig.n_decimals">
+<span class="sig-name descname"><span class="pre">n_decimals</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">4</span></em><a class="headerlink" href="#hezar.configs.MetricConfig.n_decimals" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.configs.MetricConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.configs.MetricConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.configs.MetricConfig.objective">
+<span class="sig-name descname"><span class="pre">objective</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'maximize'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'minimize'</span></span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.configs.MetricConfig.objective" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.configs.MetricConfig.output_keys">
+<span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">Tuple</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.configs.MetricConfig.output_keys" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.configs.ModelConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.configs.</span></span><span class="sig-name descname"><span class="pre">ModelConfig</span></span><a class="reference internal" href="../_modules/hezar/configs.html#ModelConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.configs.ModelConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="#hezar.configs.Config" title="hezar.configs.Config"><code class="xref py py-class docutils literal notranslate"><span class="pre">Config</span></code></a></p>
+<p>Base dataclass for all model configs</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.configs.ModelConfig.config_type">
+<span class="sig-name descname"><span class="pre">config_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'model'</span></em><a class="headerlink" href="#hezar.configs.ModelConfig.config_type" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.configs.ModelConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.configs.ModelConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.configs.PreprocessorConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.configs.</span></span><span class="sig-name descname"><span class="pre">PreprocessorConfig</span></span><a class="reference internal" href="../_modules/hezar/configs.html#PreprocessorConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.configs.PreprocessorConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="#hezar.configs.Config" title="hezar.configs.Config"><code class="xref py py-class docutils literal notranslate"><span class="pre">Config</span></code></a></p>
+<p>Base dataclass for all preprocessor configs</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.configs.PreprocessorConfig.config_type">
+<span class="sig-name descname"><span class="pre">config_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'preprocessor'</span></em><a class="headerlink" href="#hezar.configs.PreprocessorConfig.config_type" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.configs.PreprocessorConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.configs.PreprocessorConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.configs.TrainerConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.configs.</span></span><span class="sig-name descname"><span class="pre">TrainerConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">output_dir</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">task</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.TaskType" title="hezar.constants.TaskType"><span class="pre">TaskType</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">device</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'cuda'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_epochs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">init_weights_from</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_dataloader_workers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">seed</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">42</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">optimizer</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.OptimizerType" title="hezar.constants.OptimizerType"><span class="pre">OptimizerType</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">learning_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2e-05</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">weight_decay</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lr_scheduler</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.LRSchedulerType" title="hezar.constants.LRSchedulerType"><span class="pre">LRSchedulerType</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">eval_batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mixed_precision</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.constants.html#hezar.constants.PrecisionType" title="hezar.constants.PrecisionType"><span class="pre">PrecisionType</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_cpu</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">evaluate_with_generate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metrics</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="#hezar.configs.MetricConfig" title="hezar.configs.MetricConfig"><span class="pre">MetricConfig</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metric_for_best_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'evaluation.loss'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_freq</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">checkpoints_dir</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'checkpoints'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">logs_dir</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'logs'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/configs.html#TrainerConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.configs.TrainerConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="#hezar.configs.Config" title="hezar.configs.Config"><code class="xref py py-class docutils literal notranslate"><span class="pre">Config</span></code></a></p>
+<p>Base dataclass for all trainer configs</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>task</strong> (<em>str</em><em>, </em><a class="reference internal" href="hezar.constants.html#hezar.constants.TaskType" title="hezar.constants.TaskType"><em>TaskType</em></a>) – The training task. Must be a valid name from <cite>TaskType</cite>.</p></li>
+<li><p><strong>output_dir</strong> (<em>str</em>) – Path to the directory to save trainer properties.</p></li>
+<li><p><strong>device</strong> (<em>str</em>) – Hardware device e.g, <cite>cuda:0</cite>, <cite>cpu</cite>, etc.</p></li>
+<li><p><strong>init_weights_from</strong> (<em>str</em>) – Path to a model from disk or Hub to load the initial weights from.</p></li>
+<li><p><strong>num_dataloader_workers</strong> (<em>int</em>) – Number of dataloader workers, defaults to 4 .</p></li>
+<li><p><strong>seed</strong> (<em>int</em>) – Control determinism of the run by setting a seed value. defaults to 42.</p></li>
+<li><p><strong>optimizer</strong> (<a class="reference internal" href="hezar.constants.html#hezar.constants.OptimizerType" title="hezar.constants.OptimizerType"><em>OptimizerType</em></a>) – Name of the optimizer, available values include properties in <cite>OptimizerType</cite> enum.</p></li>
+<li><p><strong>learning_rate</strong> (<em>float</em>) – Initial learning rate for the optimizer.</p></li>
+<li><p><strong>weight_decay</strong> (<em>float</em>) – Optimizer weight decay value.</p></li>
+<li><p><strong>lr_scheduler</strong> (<a class="reference internal" href="hezar.constants.html#hezar.constants.LRSchedulerType" title="hezar.constants.LRSchedulerType"><em>LRSchedulerType</em></a>) – Optional learning rate scheduler among <cite>LRSchedulerType</cite> enum.</p></li>
+<li><p><strong>batch_size</strong> (<em>int</em>) – Training batch size.</p></li>
+<li><p><strong>eval_batch_size</strong> (<em>int</em>) – Evaluation batch size, defaults to <cite>batch_size</cite> if None.</p></li>
+<li><p><strong>distributed</strong> (<em>bool</em>) – Whether to use distributed training or not (via the <cite>accelerate</cite> package)</p></li>
+<li><p><strong>mixed_precision</strong> (<a class="reference internal" href="hezar.constants.html#hezar.constants.PrecisionType" title="hezar.constants.PrecisionType"><em>PrecisionType</em></a><em> | </em><em>str</em>) – Mixed precision type e.g, fp16, bf16, etc. (disabled by default)</p></li>
+<li><p><strong>evaluate_with_generate</strong> (<em>bool</em>) – Whether to use <cite>generate()</cite> in the evaluation step or not. (only applicable for generative models).</p></li>
+<li><p><strong>metrics</strong> (<em>List</em><em>[</em><em>str</em><em> | </em><a class="reference internal" href="#hezar.configs.MetricConfig" title="hezar.configs.MetricConfig"><em>MetricConfig</em></a><em>]</em>) – A list of metrics. Depending on the <cite>valid_metrics</cite> in the specific MetricsHandler of the Trainer.</p></li>
+<li><p><strong>num_epochs</strong> (<em>int</em>) – Number of total epochs to train the model.</p></li>
+<li><p><strong>save_freq</strong> (<em>int</em>) – Save the trainer stats and everything every <cite>save_freq</cite> epochs.</p></li>
+<li><p><strong>checkpoints_dir</strong> (<em>str</em>) – Path to the checkpoints’ folder. The actual files will be saved under <cite>{output_dir}/{checkpoints_dir}</cite>.</p></li>
+<li><p><strong>logs_dir</strong> (<em>str</em>) – Path to the logs’ folder. The actual log files will be saved under <cite>{output_dir}/{logs_dir}</cite>.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.configs.TrainerConfig.batch_size">
+<span class="sig-name descname"><span class="pre">batch_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.configs.TrainerConfig.batch_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.configs.TrainerConfig.checkpoints_dir">
+<span class="sig-name descname"><span class="pre">checkpoints_dir</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'checkpoints'</span></em><a class="headerlink" href="#hezar.configs.TrainerConfig.checkpoints_dir" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.configs.TrainerConfig.config_type">
+<span class="sig-name descname"><span class="pre">config_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'trainer'</span></em><a class="headerlink" href="#hezar.configs.TrainerConfig.config_type" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.configs.TrainerConfig.device">
+<span class="sig-name descname"><span class="pre">device</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'cuda'</span></em><a class="headerlink" href="#hezar.configs.TrainerConfig.device" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.configs.TrainerConfig.distributed">
+<span class="sig-name descname"><span class="pre">distributed</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#hezar.configs.TrainerConfig.distributed" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.configs.TrainerConfig.eval_batch_size">
+<span class="sig-name descname"><span class="pre">eval_batch_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.configs.TrainerConfig.eval_batch_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.configs.TrainerConfig.evaluate_with_generate">
+<span class="sig-name descname"><span class="pre">evaluate_with_generate</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.configs.TrainerConfig.evaluate_with_generate" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.configs.TrainerConfig.init_weights_from">
+<span class="sig-name descname"><span class="pre">init_weights_from</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.configs.TrainerConfig.init_weights_from" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.configs.TrainerConfig.learning_rate">
+<span class="sig-name descname"><span class="pre">learning_rate</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">2e-05</span></em><a class="headerlink" href="#hezar.configs.TrainerConfig.learning_rate" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.configs.TrainerConfig.logs_dir">
+<span class="sig-name descname"><span class="pre">logs_dir</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'logs'</span></em><a class="headerlink" href="#hezar.configs.TrainerConfig.logs_dir" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.configs.TrainerConfig.lr_scheduler">
+<span class="sig-name descname"><span class="pre">lr_scheduler</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.LRSchedulerType" title="hezar.constants.LRSchedulerType"><span class="pre">LRSchedulerType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.configs.TrainerConfig.lr_scheduler" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.configs.TrainerConfig.metric_for_best_model">
+<span class="sig-name descname"><span class="pre">metric_for_best_model</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'evaluation.loss'</span></em><a class="headerlink" href="#hezar.configs.TrainerConfig.metric_for_best_model" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.configs.TrainerConfig.metrics">
+<span class="sig-name descname"><span class="pre">metrics</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="#hezar.configs.MetricConfig" title="hezar.configs.MetricConfig"><span class="pre">MetricConfig</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.configs.TrainerConfig.metrics" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.configs.TrainerConfig.mixed_precision">
+<span class="sig-name descname"><span class="pre">mixed_precision</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.PrecisionType" title="hezar.constants.PrecisionType"><span class="pre">PrecisionType</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.configs.TrainerConfig.mixed_precision" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.configs.TrainerConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'trainer'</span></em><a class="headerlink" href="#hezar.configs.TrainerConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.configs.TrainerConfig.num_dataloader_workers">
+<span class="sig-name descname"><span class="pre">num_dataloader_workers</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#hezar.configs.TrainerConfig.num_dataloader_workers" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.configs.TrainerConfig.num_epochs">
+<span class="sig-name descname"><span class="pre">num_epochs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.configs.TrainerConfig.num_epochs" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.configs.TrainerConfig.optimizer">
+<span class="sig-name descname"><span class="pre">optimizer</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.OptimizerType" title="hezar.constants.OptimizerType"><span class="pre">OptimizerType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.configs.TrainerConfig.optimizer" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.configs.TrainerConfig.output_dir">
+<span class="sig-name descname"><span class="pre">output_dir</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><a class="headerlink" href="#hezar.configs.TrainerConfig.output_dir" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.configs.TrainerConfig.save_freq">
+<span class="sig-name descname"><span class="pre">save_freq</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1</span></em><a class="headerlink" href="#hezar.configs.TrainerConfig.save_freq" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.configs.TrainerConfig.seed">
+<span class="sig-name descname"><span class="pre">seed</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">42</span></em><a class="headerlink" href="#hezar.configs.TrainerConfig.seed" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.configs.TrainerConfig.task">
+<span class="sig-name descname"><span class="pre">task</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.TaskType" title="hezar.constants.TaskType"><span class="pre">TaskType</span></a></em><a class="headerlink" href="#hezar.configs.TrainerConfig.task" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.configs.TrainerConfig.use_cpu">
+<span class="sig-name descname"><span class="pre">use_cpu</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#hezar.configs.TrainerConfig.use_cpu" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.configs.TrainerConfig.weight_decay">
+<span class="sig-name descname"><span class="pre">weight_decay</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.0</span></em><a class="headerlink" href="#hezar.configs.TrainerConfig.weight_decay" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
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+            On this page
+          </span>
+        </div>
+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.configs module</a><ul>
+<li><a class="reference internal" href="#hezar.configs.Config"><code class="docutils literal notranslate"><span class="pre">Config</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.configs.Config.config_type"><code class="docutils literal notranslate"><span class="pre">Config.config_type</span></code></a></li>
+<li><a class="reference internal" href="#hezar.configs.Config.dict"><code class="docutils literal notranslate"><span class="pre">Config.dict()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.configs.Config.from_dict"><code class="docutils literal notranslate"><span class="pre">Config.from_dict()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.configs.Config.get"><code class="docutils literal notranslate"><span class="pre">Config.get()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.configs.Config.keys"><code class="docutils literal notranslate"><span class="pre">Config.keys()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.configs.Config.load"><code class="docutils literal notranslate"><span class="pre">Config.load()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.configs.Config.name"><code class="docutils literal notranslate"><span class="pre">Config.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.configs.Config.push_to_hub"><code class="docutils literal notranslate"><span class="pre">Config.push_to_hub()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.configs.Config.save"><code class="docutils literal notranslate"><span class="pre">Config.save()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.configs.Config.update"><code class="docutils literal notranslate"><span class="pre">Config.update()</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.configs.DatasetConfig"><code class="docutils literal notranslate"><span class="pre">DatasetConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.configs.DatasetConfig.config_type"><code class="docutils literal notranslate"><span class="pre">DatasetConfig.config_type</span></code></a></li>
+<li><a class="reference internal" href="#hezar.configs.DatasetConfig.name"><code class="docutils literal notranslate"><span class="pre">DatasetConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.configs.DatasetConfig.path"><code class="docutils literal notranslate"><span class="pre">DatasetConfig.path</span></code></a></li>
+<li><a class="reference internal" href="#hezar.configs.DatasetConfig.task"><code class="docutils literal notranslate"><span class="pre">DatasetConfig.task</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.configs.EmbeddingConfig"><code class="docutils literal notranslate"><span class="pre">EmbeddingConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.configs.EmbeddingConfig.bypass_version_check"><code class="docutils literal notranslate"><span class="pre">EmbeddingConfig.bypass_version_check</span></code></a></li>
+<li><a class="reference internal" href="#hezar.configs.EmbeddingConfig.config_type"><code class="docutils literal notranslate"><span class="pre">EmbeddingConfig.config_type</span></code></a></li>
+<li><a class="reference internal" href="#hezar.configs.EmbeddingConfig.name"><code class="docutils literal notranslate"><span class="pre">EmbeddingConfig.name</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.configs.MetricConfig"><code class="docutils literal notranslate"><span class="pre">MetricConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.configs.MetricConfig.config_type"><code class="docutils literal notranslate"><span class="pre">MetricConfig.config_type</span></code></a></li>
+<li><a class="reference internal" href="#hezar.configs.MetricConfig.n_decimals"><code class="docutils literal notranslate"><span class="pre">MetricConfig.n_decimals</span></code></a></li>
+<li><a class="reference internal" href="#hezar.configs.MetricConfig.name"><code class="docutils literal notranslate"><span class="pre">MetricConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.configs.MetricConfig.objective"><code class="docutils literal notranslate"><span class="pre">MetricConfig.objective</span></code></a></li>
+<li><a class="reference internal" href="#hezar.configs.MetricConfig.output_keys"><code class="docutils literal notranslate"><span class="pre">MetricConfig.output_keys</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.configs.ModelConfig"><code class="docutils literal notranslate"><span class="pre">ModelConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.configs.ModelConfig.config_type"><code class="docutils literal notranslate"><span class="pre">ModelConfig.config_type</span></code></a></li>
+<li><a class="reference internal" href="#hezar.configs.ModelConfig.name"><code class="docutils literal notranslate"><span class="pre">ModelConfig.name</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.configs.PreprocessorConfig"><code class="docutils literal notranslate"><span class="pre">PreprocessorConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.configs.PreprocessorConfig.config_type"><code class="docutils literal notranslate"><span class="pre">PreprocessorConfig.config_type</span></code></a></li>
+<li><a class="reference internal" href="#hezar.configs.PreprocessorConfig.name"><code class="docutils literal notranslate"><span class="pre">PreprocessorConfig.name</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.configs.TrainerConfig"><code class="docutils literal notranslate"><span class="pre">TrainerConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.configs.TrainerConfig.batch_size"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.batch_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.configs.TrainerConfig.checkpoints_dir"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.checkpoints_dir</span></code></a></li>
+<li><a class="reference internal" href="#hezar.configs.TrainerConfig.config_type"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.config_type</span></code></a></li>
+<li><a class="reference internal" href="#hezar.configs.TrainerConfig.device"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.device</span></code></a></li>
+<li><a class="reference internal" href="#hezar.configs.TrainerConfig.distributed"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.distributed</span></code></a></li>
+<li><a class="reference internal" href="#hezar.configs.TrainerConfig.eval_batch_size"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.eval_batch_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.configs.TrainerConfig.evaluate_with_generate"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.evaluate_with_generate</span></code></a></li>
+<li><a class="reference internal" href="#hezar.configs.TrainerConfig.init_weights_from"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.init_weights_from</span></code></a></li>
+<li><a class="reference internal" href="#hezar.configs.TrainerConfig.learning_rate"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.learning_rate</span></code></a></li>
+<li><a class="reference internal" href="#hezar.configs.TrainerConfig.logs_dir"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.logs_dir</span></code></a></li>
+<li><a class="reference internal" href="#hezar.configs.TrainerConfig.lr_scheduler"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.lr_scheduler</span></code></a></li>
+<li><a class="reference internal" href="#hezar.configs.TrainerConfig.metric_for_best_model"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.metric_for_best_model</span></code></a></li>
+<li><a class="reference internal" href="#hezar.configs.TrainerConfig.metrics"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.metrics</span></code></a></li>
+<li><a class="reference internal" href="#hezar.configs.TrainerConfig.mixed_precision"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.mixed_precision</span></code></a></li>
+<li><a class="reference internal" href="#hezar.configs.TrainerConfig.name"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.configs.TrainerConfig.num_dataloader_workers"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.num_dataloader_workers</span></code></a></li>
+<li><a class="reference internal" href="#hezar.configs.TrainerConfig.num_epochs"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.num_epochs</span></code></a></li>
+<li><a class="reference internal" href="#hezar.configs.TrainerConfig.optimizer"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.optimizer</span></code></a></li>
+<li><a class="reference internal" href="#hezar.configs.TrainerConfig.output_dir"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.output_dir</span></code></a></li>
+<li><a class="reference internal" href="#hezar.configs.TrainerConfig.save_freq"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.save_freq</span></code></a></li>
+<li><a class="reference internal" href="#hezar.configs.TrainerConfig.seed"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.seed</span></code></a></li>
+<li><a class="reference internal" href="#hezar.configs.TrainerConfig.task"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.task</span></code></a></li>
+<li><a class="reference internal" href="#hezar.configs.TrainerConfig.use_cpu"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.use_cpu</span></code></a></li>
+<li><a class="reference internal" href="#hezar.configs.TrainerConfig.weight_decay"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.weight_decay</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
+          </div>
+        </div>
+      </div>
+      
+      
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+</ul>
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+</li>
+<li class="toctree-l1"><a class="reference internal" href="../contributing.html">Contributing to Hezar</a></li>
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+        <article role="main">
+          <section id="module-hezar.constants">
+<span id="hezar-constants-module"></span><h1>hezar.constants module<a class="headerlink" href="#module-hezar.constants" title="Link to this heading">#</a></h1>
+<p>Home to all constant variables in Hezar</p>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.constants.Backends">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.constants.</span></span><span class="sig-name descname"><span class="pre">Backends</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/constants.html#Backends"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.constants.Backends" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="#hezar.constants.ExplicitEnum" title="hezar.constants.ExplicitEnum"><code class="xref py py-class docutils literal notranslate"><span class="pre">ExplicitEnum</span></code></a></p>
+<p>All required dependency packages and libraries. Note that the values here must be the exact module names used
+for importing, for example if you set PILLOW the value must be <cite>PIL</cite> not <cite>pillow</cite>, <cite>pil</cite>, etc.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.Backends.ACCELERATE">
+<span class="sig-name descname"><span class="pre">ACCELERATE</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'accelerate'</span></em><a class="headerlink" href="#hezar.constants.Backends.ACCELERATE" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.Backends.DATASETS">
+<span class="sig-name descname"><span class="pre">DATASETS</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'datasets'</span></em><a class="headerlink" href="#hezar.constants.Backends.DATASETS" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.Backends.EVALUATE">
+<span class="sig-name descname"><span class="pre">EVALUATE</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'evaluate'</span></em><a class="headerlink" href="#hezar.constants.Backends.EVALUATE" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.Backends.GENSIM">
+<span class="sig-name descname"><span class="pre">GENSIM</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'gensim'</span></em><a class="headerlink" href="#hezar.constants.Backends.GENSIM" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.Backends.JIWER">
+<span class="sig-name descname"><span class="pre">JIWER</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'jiwer'</span></em><a class="headerlink" href="#hezar.constants.Backends.JIWER" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.Backends.LIBROSA">
+<span class="sig-name descname"><span class="pre">LIBROSA</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'librosa'</span></em><a class="headerlink" href="#hezar.constants.Backends.LIBROSA" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.Backends.NLTK">
+<span class="sig-name descname"><span class="pre">NLTK</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'nltk'</span></em><a class="headerlink" href="#hezar.constants.Backends.NLTK" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.Backends.PILLOW">
+<span class="sig-name descname"><span class="pre">PILLOW</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'PIL'</span></em><a class="headerlink" href="#hezar.constants.Backends.PILLOW" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.Backends.PYTORCH">
+<span class="sig-name descname"><span class="pre">PYTORCH</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'torch'</span></em><a class="headerlink" href="#hezar.constants.Backends.PYTORCH" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.Backends.ROUGE">
+<span class="sig-name descname"><span class="pre">ROUGE</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'rouge_score'</span></em><a class="headerlink" href="#hezar.constants.Backends.ROUGE" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.Backends.SCIKIT">
+<span class="sig-name descname"><span class="pre">SCIKIT</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'sklearn'</span></em><a class="headerlink" href="#hezar.constants.Backends.SCIKIT" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.Backends.SEQEVAL">
+<span class="sig-name descname"><span class="pre">SEQEVAL</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'seqeval'</span></em><a class="headerlink" href="#hezar.constants.Backends.SEQEVAL" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.Backends.SOUNDFILE">
+<span class="sig-name descname"><span class="pre">SOUNDFILE</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'soundfile'</span></em><a class="headerlink" href="#hezar.constants.Backends.SOUNDFILE" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.Backends.TOKENIZERS">
+<span class="sig-name descname"><span class="pre">TOKENIZERS</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'tokenizers'</span></em><a class="headerlink" href="#hezar.constants.Backends.TOKENIZERS" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.Backends.TRANSFORMERS">
+<span class="sig-name descname"><span class="pre">TRANSFORMERS</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'transformers'</span></em><a class="headerlink" href="#hezar.constants.Backends.TRANSFORMERS" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.Backends.WANDB">
+<span class="sig-name descname"><span class="pre">WANDB</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'wandb'</span></em><a class="headerlink" href="#hezar.constants.Backends.WANDB" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.constants.ChannelsAxisSide">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.constants.</span></span><span class="sig-name descname"><span class="pre">ChannelsAxisSide</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/constants.html#ChannelsAxisSide"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.constants.ChannelsAxisSide" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="#hezar.constants.ExplicitEnum" title="hezar.constants.ExplicitEnum"><code class="xref py py-class docutils literal notranslate"><span class="pre">ExplicitEnum</span></code></a></p>
+<p>An enumeration.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.ChannelsAxisSide.FIRST">
+<span class="sig-name descname"><span class="pre">FIRST</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'first'</span></em><a class="headerlink" href="#hezar.constants.ChannelsAxisSide.FIRST" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.ChannelsAxisSide.LAST">
+<span class="sig-name descname"><span class="pre">LAST</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'last'</span></em><a class="headerlink" href="#hezar.constants.ChannelsAxisSide.LAST" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.constants.Color">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.constants.</span></span><span class="sig-name descname"><span class="pre">Color</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/constants.html#Color"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.constants.Color" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="#hezar.constants.ExplicitEnum" title="hezar.constants.ExplicitEnum"><code class="xref py py-class docutils literal notranslate"><span class="pre">ExplicitEnum</span></code></a></p>
+<p>An enumeration.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.Color.BLUE">
+<span class="sig-name descname"><span class="pre">BLUE</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'\x1b[94m'</span></em><a class="headerlink" href="#hezar.constants.Color.BLUE" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.Color.BOLD">
+<span class="sig-name descname"><span class="pre">BOLD</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'\x1b[1m'</span></em><a class="headerlink" href="#hezar.constants.Color.BOLD" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.Color.CYAN">
+<span class="sig-name descname"><span class="pre">CYAN</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'\x1b[96m'</span></em><a class="headerlink" href="#hezar.constants.Color.CYAN" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.Color.GREEN">
+<span class="sig-name descname"><span class="pre">GREEN</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'\x1b[92m'</span></em><a class="headerlink" href="#hezar.constants.Color.GREEN" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.Color.GREY">
+<span class="sig-name descname"><span class="pre">GREY</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'\x1b[90m'</span></em><a class="headerlink" href="#hezar.constants.Color.GREY" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.Color.HEADER">
+<span class="sig-name descname"><span class="pre">HEADER</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'\x1b[95m'</span></em><a class="headerlink" href="#hezar.constants.Color.HEADER" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.Color.ITALIC">
+<span class="sig-name descname"><span class="pre">ITALIC</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'\x1b[3m'</span></em><a class="headerlink" href="#hezar.constants.Color.ITALIC" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.Color.NORMAL">
+<span class="sig-name descname"><span class="pre">NORMAL</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'\x1b[0m'</span></em><a class="headerlink" href="#hezar.constants.Color.NORMAL" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.Color.RED">
+<span class="sig-name descname"><span class="pre">RED</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'\x1b[91m'</span></em><a class="headerlink" href="#hezar.constants.Color.RED" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.Color.UNDERLINE">
+<span class="sig-name descname"><span class="pre">UNDERLINE</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'\x1b[4m'</span></em><a class="headerlink" href="#hezar.constants.Color.UNDERLINE" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.Color.YELLOW">
+<span class="sig-name descname"><span class="pre">YELLOW</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'\x1b[93m'</span></em><a class="headerlink" href="#hezar.constants.Color.YELLOW" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.constants.ConfigType">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.constants.</span></span><span class="sig-name descname"><span class="pre">ConfigType</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/constants.html#ConfigType"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.constants.ConfigType" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="#hezar.constants.ExplicitEnum" title="hezar.constants.ExplicitEnum"><code class="xref py py-class docutils literal notranslate"><span class="pre">ExplicitEnum</span></code></a></p>
+<p>An enumeration.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.ConfigType.BASE">
+<span class="sig-name descname"><span class="pre">BASE</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'base'</span></em><a class="headerlink" href="#hezar.constants.ConfigType.BASE" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.ConfigType.CRITERION">
+<span class="sig-name descname"><span class="pre">CRITERION</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'criterion'</span></em><a class="headerlink" href="#hezar.constants.ConfigType.CRITERION" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.ConfigType.DATASET">
+<span class="sig-name descname"><span class="pre">DATASET</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'dataset'</span></em><a class="headerlink" href="#hezar.constants.ConfigType.DATASET" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.ConfigType.EMBEDDING">
+<span class="sig-name descname"><span class="pre">EMBEDDING</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'embedding'</span></em><a class="headerlink" href="#hezar.constants.ConfigType.EMBEDDING" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.ConfigType.LR_SCHEDULER">
+<span class="sig-name descname"><span class="pre">LR_SCHEDULER</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'lr_scheduler'</span></em><a class="headerlink" href="#hezar.constants.ConfigType.LR_SCHEDULER" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.ConfigType.METRIC">
+<span class="sig-name descname"><span class="pre">METRIC</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'metric'</span></em><a class="headerlink" href="#hezar.constants.ConfigType.METRIC" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.ConfigType.MODEL">
+<span class="sig-name descname"><span class="pre">MODEL</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'model'</span></em><a class="headerlink" href="#hezar.constants.ConfigType.MODEL" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.ConfigType.OPTIMIZER">
+<span class="sig-name descname"><span class="pre">OPTIMIZER</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'optimizer'</span></em><a class="headerlink" href="#hezar.constants.ConfigType.OPTIMIZER" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.ConfigType.PREPROCESSOR">
+<span class="sig-name descname"><span class="pre">PREPROCESSOR</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'preprocessor'</span></em><a class="headerlink" href="#hezar.constants.ConfigType.PREPROCESSOR" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.ConfigType.TRAINER">
+<span class="sig-name descname"><span class="pre">TRAINER</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'trainer'</span></em><a class="headerlink" href="#hezar.constants.ConfigType.TRAINER" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.constants.ExplicitEnum">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.constants.</span></span><span class="sig-name descname"><span class="pre">ExplicitEnum</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/constants.html#ExplicitEnum"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.constants.ExplicitEnum" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">str</span></code>, <code class="xref py py-class docutils literal notranslate"><span class="pre">Enum</span></code></p>
+<p>An enumeration.</p>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.constants.ExplicitEnum.list">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">list</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/constants.html#ExplicitEnum.list"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.constants.ExplicitEnum.list" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.constants.ImageType">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.constants.</span></span><span class="sig-name descname"><span class="pre">ImageType</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/constants.html#ImageType"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.constants.ImageType" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="#hezar.constants.ExplicitEnum" title="hezar.constants.ExplicitEnum"><code class="xref py py-class docutils literal notranslate"><span class="pre">ExplicitEnum</span></code></a></p>
+<p>An enumeration.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.ImageType.NUMPY">
+<span class="sig-name descname"><span class="pre">NUMPY</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'numpy'</span></em><a class="headerlink" href="#hezar.constants.ImageType.NUMPY" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.ImageType.PILLOW">
+<span class="sig-name descname"><span class="pre">PILLOW</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'pillow'</span></em><a class="headerlink" href="#hezar.constants.ImageType.PILLOW" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.ImageType.TORCH">
+<span class="sig-name descname"><span class="pre">TORCH</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'torch'</span></em><a class="headerlink" href="#hezar.constants.ImageType.TORCH" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.constants.LRSchedulerType">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.constants.</span></span><span class="sig-name descname"><span class="pre">LRSchedulerType</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/constants.html#LRSchedulerType"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.constants.LRSchedulerType" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="#hezar.constants.ExplicitEnum" title="hezar.constants.ExplicitEnum"><code class="xref py py-class docutils literal notranslate"><span class="pre">ExplicitEnum</span></code></a></p>
+<p>An enumeration.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.LRSchedulerType.COSINE_LR">
+<span class="sig-name descname"><span class="pre">COSINE_LR</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'cosine_lr'</span></em><a class="headerlink" href="#hezar.constants.LRSchedulerType.COSINE_LR" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.LRSchedulerType.REDUCE_LR_ON_PLATEAU">
+<span class="sig-name descname"><span class="pre">REDUCE_LR_ON_PLATEAU</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'reduce_lr_on_plateau'</span></em><a class="headerlink" href="#hezar.constants.LRSchedulerType.REDUCE_LR_ON_PLATEAU" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.constants.LossType">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.constants.</span></span><span class="sig-name descname"><span class="pre">LossType</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/constants.html#LossType"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.constants.LossType" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="#hezar.constants.ExplicitEnum" title="hezar.constants.ExplicitEnum"><code class="xref py py-class docutils literal notranslate"><span class="pre">ExplicitEnum</span></code></a></p>
+<p>An enumeration.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.LossType.BCE">
+<span class="sig-name descname"><span class="pre">BCE</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'bce'</span></em><a class="headerlink" href="#hezar.constants.LossType.BCE" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.LossType.BCE_WITH_LOGITS">
+<span class="sig-name descname"><span class="pre">BCE_WITH_LOGITS</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'bce_with_logits'</span></em><a class="headerlink" href="#hezar.constants.LossType.BCE_WITH_LOGITS" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.LossType.CROSS_ENTROPY">
+<span class="sig-name descname"><span class="pre">CROSS_ENTROPY</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'cross_entropy'</span></em><a class="headerlink" href="#hezar.constants.LossType.CROSS_ENTROPY" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.LossType.CTC">
+<span class="sig-name descname"><span class="pre">CTC</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'ctc'</span></em><a class="headerlink" href="#hezar.constants.LossType.CTC" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.LossType.GAUSSIAN_NLL">
+<span class="sig-name descname"><span class="pre">GAUSSIAN_NLL</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'gaussian_nll'</span></em><a class="headerlink" href="#hezar.constants.LossType.GAUSSIAN_NLL" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.LossType.L1">
+<span class="sig-name descname"><span class="pre">L1</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'l1'</span></em><a class="headerlink" href="#hezar.constants.LossType.L1" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.LossType.MSE">
+<span class="sig-name descname"><span class="pre">MSE</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'mse'</span></em><a class="headerlink" href="#hezar.constants.LossType.MSE" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.LossType.NLL">
+<span class="sig-name descname"><span class="pre">NLL</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'nll'</span></em><a class="headerlink" href="#hezar.constants.LossType.NLL" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.LossType.NLL_2D">
+<span class="sig-name descname"><span class="pre">NLL_2D</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'nll_2d'</span></em><a class="headerlink" href="#hezar.constants.LossType.NLL_2D" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.LossType.POISSON_NLL">
+<span class="sig-name descname"><span class="pre">POISSON_NLL</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'poisson_nll'</span></em><a class="headerlink" href="#hezar.constants.LossType.POISSON_NLL" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.LossType.TRIPLE_MARGIN">
+<span class="sig-name descname"><span class="pre">TRIPLE_MARGIN</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'triple_margin'</span></em><a class="headerlink" href="#hezar.constants.LossType.TRIPLE_MARGIN" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.constants.MetricType">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.constants.</span></span><span class="sig-name descname"><span class="pre">MetricType</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/constants.html#MetricType"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.constants.MetricType" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="#hezar.constants.ExplicitEnum" title="hezar.constants.ExplicitEnum"><code class="xref py py-class docutils literal notranslate"><span class="pre">ExplicitEnum</span></code></a></p>
+<p>An enumeration.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.MetricType.ACCURACY">
+<span class="sig-name descname"><span class="pre">ACCURACY</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'accuracy'</span></em><a class="headerlink" href="#hezar.constants.MetricType.ACCURACY" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.MetricType.BLEU">
+<span class="sig-name descname"><span class="pre">BLEU</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'bleu'</span></em><a class="headerlink" href="#hezar.constants.MetricType.BLEU" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.MetricType.CER">
+<span class="sig-name descname"><span class="pre">CER</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'cer'</span></em><a class="headerlink" href="#hezar.constants.MetricType.CER" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.MetricType.F1">
+<span class="sig-name descname"><span class="pre">F1</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'f1'</span></em><a class="headerlink" href="#hezar.constants.MetricType.F1" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.MetricType.PRECISION">
+<span class="sig-name descname"><span class="pre">PRECISION</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'precision'</span></em><a class="headerlink" href="#hezar.constants.MetricType.PRECISION" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.MetricType.RECALL">
+<span class="sig-name descname"><span class="pre">RECALL</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'recall'</span></em><a class="headerlink" href="#hezar.constants.MetricType.RECALL" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.MetricType.ROUGE">
+<span class="sig-name descname"><span class="pre">ROUGE</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'rouge'</span></em><a class="headerlink" href="#hezar.constants.MetricType.ROUGE" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.MetricType.SEQEVAL">
+<span class="sig-name descname"><span class="pre">SEQEVAL</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'seqeval'</span></em><a class="headerlink" href="#hezar.constants.MetricType.SEQEVAL" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.MetricType.WER">
+<span class="sig-name descname"><span class="pre">WER</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'wer'</span></em><a class="headerlink" href="#hezar.constants.MetricType.WER" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.constants.OptimizerType">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.constants.</span></span><span class="sig-name descname"><span class="pre">OptimizerType</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/constants.html#OptimizerType"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.constants.OptimizerType" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="#hezar.constants.ExplicitEnum" title="hezar.constants.ExplicitEnum"><code class="xref py py-class docutils literal notranslate"><span class="pre">ExplicitEnum</span></code></a></p>
+<p>An enumeration.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.OptimizerType.ADAM">
+<span class="sig-name descname"><span class="pre">ADAM</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'adam'</span></em><a class="headerlink" href="#hezar.constants.OptimizerType.ADAM" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.OptimizerType.ADAMW">
+<span class="sig-name descname"><span class="pre">ADAMW</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'adamw'</span></em><a class="headerlink" href="#hezar.constants.OptimizerType.ADAMW" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.OptimizerType.SDG">
+<span class="sig-name descname"><span class="pre">SDG</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'sdg'</span></em><a class="headerlink" href="#hezar.constants.OptimizerType.SDG" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.constants.PaddingType">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.constants.</span></span><span class="sig-name descname"><span class="pre">PaddingType</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/constants.html#PaddingType"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.constants.PaddingType" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="#hezar.constants.ExplicitEnum" title="hezar.constants.ExplicitEnum"><code class="xref py py-class docutils literal notranslate"><span class="pre">ExplicitEnum</span></code></a></p>
+<p>An enumeration.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.PaddingType.LONGEST">
+<span class="sig-name descname"><span class="pre">LONGEST</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'longest'</span></em><a class="headerlink" href="#hezar.constants.PaddingType.LONGEST" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.PaddingType.MAX_LENGTH">
+<span class="sig-name descname"><span class="pre">MAX_LENGTH</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'max_length'</span></em><a class="headerlink" href="#hezar.constants.PaddingType.MAX_LENGTH" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.constants.PrecisionType">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.constants.</span></span><span class="sig-name descname"><span class="pre">PrecisionType</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/constants.html#PrecisionType"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.constants.PrecisionType" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="#hezar.constants.ExplicitEnum" title="hezar.constants.ExplicitEnum"><code class="xref py py-class docutils literal notranslate"><span class="pre">ExplicitEnum</span></code></a></p>
+<p>An enumeration.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.PrecisionType.BF16">
+<span class="sig-name descname"><span class="pre">BF16</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'bf16'</span></em><a class="headerlink" href="#hezar.constants.PrecisionType.BF16" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.PrecisionType.FP16">
+<span class="sig-name descname"><span class="pre">FP16</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'fp16'</span></em><a class="headerlink" href="#hezar.constants.PrecisionType.FP16" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.PrecisionType.FP8">
+<span class="sig-name descname"><span class="pre">FP8</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'fp8'</span></em><a class="headerlink" href="#hezar.constants.PrecisionType.FP8" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.PrecisionType.NO">
+<span class="sig-name descname"><span class="pre">NO</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'no'</span></em><a class="headerlink" href="#hezar.constants.PrecisionType.NO" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.constants.RegistryType">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.constants.</span></span><span class="sig-name descname"><span class="pre">RegistryType</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/constants.html#RegistryType"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.constants.RegistryType" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="#hezar.constants.ExplicitEnum" title="hezar.constants.ExplicitEnum"><code class="xref py py-class docutils literal notranslate"><span class="pre">ExplicitEnum</span></code></a></p>
+<p>An enumeration.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.RegistryType.CRITERION">
+<span class="sig-name descname"><span class="pre">CRITERION</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'criterion'</span></em><a class="headerlink" href="#hezar.constants.RegistryType.CRITERION" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.RegistryType.DATASET">
+<span class="sig-name descname"><span class="pre">DATASET</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'dataset'</span></em><a class="headerlink" href="#hezar.constants.RegistryType.DATASET" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.RegistryType.EMBEDDING">
+<span class="sig-name descname"><span class="pre">EMBEDDING</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'embedding'</span></em><a class="headerlink" href="#hezar.constants.RegistryType.EMBEDDING" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.RegistryType.LR_SCHEDULER">
+<span class="sig-name descname"><span class="pre">LR_SCHEDULER</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'lr_scheduler'</span></em><a class="headerlink" href="#hezar.constants.RegistryType.LR_SCHEDULER" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.RegistryType.METRIC">
+<span class="sig-name descname"><span class="pre">METRIC</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'metric'</span></em><a class="headerlink" href="#hezar.constants.RegistryType.METRIC" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.RegistryType.MODEL">
+<span class="sig-name descname"><span class="pre">MODEL</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'model'</span></em><a class="headerlink" href="#hezar.constants.RegistryType.MODEL" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.RegistryType.OPTIMIZER">
+<span class="sig-name descname"><span class="pre">OPTIMIZER</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'optimizer'</span></em><a class="headerlink" href="#hezar.constants.RegistryType.OPTIMIZER" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.RegistryType.PREPROCESSOR">
+<span class="sig-name descname"><span class="pre">PREPROCESSOR</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'preprocessor'</span></em><a class="headerlink" href="#hezar.constants.RegistryType.PREPROCESSOR" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.RegistryType.TRAINER">
+<span class="sig-name descname"><span class="pre">TRAINER</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'trainer'</span></em><a class="headerlink" href="#hezar.constants.RegistryType.TRAINER" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.constants.RepoType">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.constants.</span></span><span class="sig-name descname"><span class="pre">RepoType</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/constants.html#RepoType"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.constants.RepoType" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="#hezar.constants.ExplicitEnum" title="hezar.constants.ExplicitEnum"><code class="xref py py-class docutils literal notranslate"><span class="pre">ExplicitEnum</span></code></a></p>
+<p>An enumeration.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.RepoType.DATASET">
+<span class="sig-name descname"><span class="pre">DATASET</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'dataset'</span></em><a class="headerlink" href="#hezar.constants.RepoType.DATASET" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.RepoType.MODEL">
+<span class="sig-name descname"><span class="pre">MODEL</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'model'</span></em><a class="headerlink" href="#hezar.constants.RepoType.MODEL" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.constants.SplitType">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.constants.</span></span><span class="sig-name descname"><span class="pre">SplitType</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/constants.html#SplitType"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.constants.SplitType" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="#hezar.constants.ExplicitEnum" title="hezar.constants.ExplicitEnum"><code class="xref py py-class docutils literal notranslate"><span class="pre">ExplicitEnum</span></code></a></p>
+<p>An enumeration.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.SplitType.EVAL">
+<span class="sig-name descname"><span class="pre">EVAL</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'eval'</span></em><a class="headerlink" href="#hezar.constants.SplitType.EVAL" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.SplitType.TEST">
+<span class="sig-name descname"><span class="pre">TEST</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'test'</span></em><a class="headerlink" href="#hezar.constants.SplitType.TEST" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.SplitType.TRAIN">
+<span class="sig-name descname"><span class="pre">TRAIN</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'train'</span></em><a class="headerlink" href="#hezar.constants.SplitType.TRAIN" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.SplitType.VALID">
+<span class="sig-name descname"><span class="pre">VALID</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'validation'</span></em><a class="headerlink" href="#hezar.constants.SplitType.VALID" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.constants.TaskType">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.constants.</span></span><span class="sig-name descname"><span class="pre">TaskType</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/constants.html#TaskType"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.constants.TaskType" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="#hezar.constants.ExplicitEnum" title="hezar.constants.ExplicitEnum"><code class="xref py py-class docutils literal notranslate"><span class="pre">ExplicitEnum</span></code></a></p>
+<p>An enumeration.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.TaskType.AUDIO_CLASSIFICATION">
+<span class="sig-name descname"><span class="pre">AUDIO_CLASSIFICATION</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'audio_classification'</span></em><a class="headerlink" href="#hezar.constants.TaskType.AUDIO_CLASSIFICATION" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.TaskType.BACKBONE">
+<span class="sig-name descname"><span class="pre">BACKBONE</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'backbone'</span></em><a class="headerlink" href="#hezar.constants.TaskType.BACKBONE" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.TaskType.IMAGE2TEXT">
+<span class="sig-name descname"><span class="pre">IMAGE2TEXT</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'image2text'</span></em><a class="headerlink" href="#hezar.constants.TaskType.IMAGE2TEXT" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.TaskType.LANGUAGE_MODELING">
+<span class="sig-name descname"><span class="pre">LANGUAGE_MODELING</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'language_modeling'</span></em><a class="headerlink" href="#hezar.constants.TaskType.LANGUAGE_MODELING" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.TaskType.SEQUENCE_LABELING">
+<span class="sig-name descname"><span class="pre">SEQUENCE_LABELING</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'sequence_labeling'</span></em><a class="headerlink" href="#hezar.constants.TaskType.SEQUENCE_LABELING" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.TaskType.SPEECH_RECOGNITION">
+<span class="sig-name descname"><span class="pre">SPEECH_RECOGNITION</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'speech_recognition'</span></em><a class="headerlink" href="#hezar.constants.TaskType.SPEECH_RECOGNITION" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.TaskType.TEXT_CLASSIFICATION">
+<span class="sig-name descname"><span class="pre">TEXT_CLASSIFICATION</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'text_classification'</span></em><a class="headerlink" href="#hezar.constants.TaskType.TEXT_CLASSIFICATION" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.TaskType.TEXT_DETECTION">
+<span class="sig-name descname"><span class="pre">TEXT_DETECTION</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'text_detection'</span></em><a class="headerlink" href="#hezar.constants.TaskType.TEXT_DETECTION" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.constants.TaskType.TEXT_GENERATION">
+<span class="sig-name descname"><span class="pre">TEXT_GENERATION</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'text_generation'</span></em><a class="headerlink" href="#hezar.constants.TaskType.TEXT_GENERATION" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          <a class="next-page" href="hezar.registry.html">
+              <div class="page-info">
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+                <div class="title">hezar.registry module</div>
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+    </div>
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+      
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+      <div class="toc-sticky toc-scroll">
+        <div class="toc-title-container">
+          <span class="toc-title">
+            On this page
+          </span>
+        </div>
+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.constants module</a><ul>
+<li><a class="reference internal" href="#hezar.constants.Backends"><code class="docutils literal notranslate"><span class="pre">Backends</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.constants.Backends.ACCELERATE"><code class="docutils literal notranslate"><span class="pre">Backends.ACCELERATE</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.Backends.DATASETS"><code class="docutils literal notranslate"><span class="pre">Backends.DATASETS</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.Backends.EVALUATE"><code class="docutils literal notranslate"><span class="pre">Backends.EVALUATE</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.Backends.GENSIM"><code class="docutils literal notranslate"><span class="pre">Backends.GENSIM</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.Backends.JIWER"><code class="docutils literal notranslate"><span class="pre">Backends.JIWER</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.Backends.LIBROSA"><code class="docutils literal notranslate"><span class="pre">Backends.LIBROSA</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.Backends.NLTK"><code class="docutils literal notranslate"><span class="pre">Backends.NLTK</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.Backends.PILLOW"><code class="docutils literal notranslate"><span class="pre">Backends.PILLOW</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.Backends.PYTORCH"><code class="docutils literal notranslate"><span class="pre">Backends.PYTORCH</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.Backends.ROUGE"><code class="docutils literal notranslate"><span class="pre">Backends.ROUGE</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.Backends.SCIKIT"><code class="docutils literal notranslate"><span class="pre">Backends.SCIKIT</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.Backends.SEQEVAL"><code class="docutils literal notranslate"><span class="pre">Backends.SEQEVAL</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.Backends.SOUNDFILE"><code class="docutils literal notranslate"><span class="pre">Backends.SOUNDFILE</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.Backends.TOKENIZERS"><code class="docutils literal notranslate"><span class="pre">Backends.TOKENIZERS</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.Backends.TRANSFORMERS"><code class="docutils literal notranslate"><span class="pre">Backends.TRANSFORMERS</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.Backends.WANDB"><code class="docutils literal notranslate"><span class="pre">Backends.WANDB</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.constants.ChannelsAxisSide"><code class="docutils literal notranslate"><span class="pre">ChannelsAxisSide</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.constants.ChannelsAxisSide.FIRST"><code class="docutils literal notranslate"><span class="pre">ChannelsAxisSide.FIRST</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.ChannelsAxisSide.LAST"><code class="docutils literal notranslate"><span class="pre">ChannelsAxisSide.LAST</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.constants.Color"><code class="docutils literal notranslate"><span class="pre">Color</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.constants.Color.BLUE"><code class="docutils literal notranslate"><span class="pre">Color.BLUE</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.Color.BOLD"><code class="docutils literal notranslate"><span class="pre">Color.BOLD</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.Color.CYAN"><code class="docutils literal notranslate"><span class="pre">Color.CYAN</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.Color.GREEN"><code class="docutils literal notranslate"><span class="pre">Color.GREEN</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.Color.GREY"><code class="docutils literal notranslate"><span class="pre">Color.GREY</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.Color.HEADER"><code class="docutils literal notranslate"><span class="pre">Color.HEADER</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.Color.ITALIC"><code class="docutils literal notranslate"><span class="pre">Color.ITALIC</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.Color.NORMAL"><code class="docutils literal notranslate"><span class="pre">Color.NORMAL</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.Color.RED"><code class="docutils literal notranslate"><span class="pre">Color.RED</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.Color.UNDERLINE"><code class="docutils literal notranslate"><span class="pre">Color.UNDERLINE</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.Color.YELLOW"><code class="docutils literal notranslate"><span class="pre">Color.YELLOW</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.constants.ConfigType"><code class="docutils literal notranslate"><span class="pre">ConfigType</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.constants.ConfigType.BASE"><code class="docutils literal notranslate"><span class="pre">ConfigType.BASE</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.ConfigType.CRITERION"><code class="docutils literal notranslate"><span class="pre">ConfigType.CRITERION</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.ConfigType.DATASET"><code class="docutils literal notranslate"><span class="pre">ConfigType.DATASET</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.ConfigType.EMBEDDING"><code class="docutils literal notranslate"><span class="pre">ConfigType.EMBEDDING</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.ConfigType.LR_SCHEDULER"><code class="docutils literal notranslate"><span class="pre">ConfigType.LR_SCHEDULER</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.ConfigType.METRIC"><code class="docutils literal notranslate"><span class="pre">ConfigType.METRIC</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.ConfigType.MODEL"><code class="docutils literal notranslate"><span class="pre">ConfigType.MODEL</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.ConfigType.OPTIMIZER"><code class="docutils literal notranslate"><span class="pre">ConfigType.OPTIMIZER</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.ConfigType.PREPROCESSOR"><code class="docutils literal notranslate"><span class="pre">ConfigType.PREPROCESSOR</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.ConfigType.TRAINER"><code class="docutils literal notranslate"><span class="pre">ConfigType.TRAINER</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.constants.ExplicitEnum"><code class="docutils literal notranslate"><span class="pre">ExplicitEnum</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.constants.ExplicitEnum.list"><code class="docutils literal notranslate"><span class="pre">ExplicitEnum.list()</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.constants.ImageType"><code class="docutils literal notranslate"><span class="pre">ImageType</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.constants.ImageType.NUMPY"><code class="docutils literal notranslate"><span class="pre">ImageType.NUMPY</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.ImageType.PILLOW"><code class="docutils literal notranslate"><span class="pre">ImageType.PILLOW</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.ImageType.TORCH"><code class="docutils literal notranslate"><span class="pre">ImageType.TORCH</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.constants.LRSchedulerType"><code class="docutils literal notranslate"><span class="pre">LRSchedulerType</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.constants.LRSchedulerType.COSINE_LR"><code class="docutils literal notranslate"><span class="pre">LRSchedulerType.COSINE_LR</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.LRSchedulerType.REDUCE_LR_ON_PLATEAU"><code class="docutils literal notranslate"><span class="pre">LRSchedulerType.REDUCE_LR_ON_PLATEAU</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.constants.LossType"><code class="docutils literal notranslate"><span class="pre">LossType</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.constants.LossType.BCE"><code class="docutils literal notranslate"><span class="pre">LossType.BCE</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.LossType.BCE_WITH_LOGITS"><code class="docutils literal notranslate"><span class="pre">LossType.BCE_WITH_LOGITS</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.LossType.CROSS_ENTROPY"><code class="docutils literal notranslate"><span class="pre">LossType.CROSS_ENTROPY</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.LossType.CTC"><code class="docutils literal notranslate"><span class="pre">LossType.CTC</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.LossType.GAUSSIAN_NLL"><code class="docutils literal notranslate"><span class="pre">LossType.GAUSSIAN_NLL</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.LossType.L1"><code class="docutils literal notranslate"><span class="pre">LossType.L1</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.LossType.MSE"><code class="docutils literal notranslate"><span class="pre">LossType.MSE</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.LossType.NLL"><code class="docutils literal notranslate"><span class="pre">LossType.NLL</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.LossType.NLL_2D"><code class="docutils literal notranslate"><span class="pre">LossType.NLL_2D</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.LossType.POISSON_NLL"><code class="docutils literal notranslate"><span class="pre">LossType.POISSON_NLL</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.LossType.TRIPLE_MARGIN"><code class="docutils literal notranslate"><span class="pre">LossType.TRIPLE_MARGIN</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.constants.MetricType"><code class="docutils literal notranslate"><span class="pre">MetricType</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.constants.MetricType.ACCURACY"><code class="docutils literal notranslate"><span class="pre">MetricType.ACCURACY</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.MetricType.BLEU"><code class="docutils literal notranslate"><span class="pre">MetricType.BLEU</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.MetricType.CER"><code class="docutils literal notranslate"><span class="pre">MetricType.CER</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.MetricType.F1"><code class="docutils literal notranslate"><span class="pre">MetricType.F1</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.MetricType.PRECISION"><code class="docutils literal notranslate"><span class="pre">MetricType.PRECISION</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.MetricType.RECALL"><code class="docutils literal notranslate"><span class="pre">MetricType.RECALL</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.MetricType.ROUGE"><code class="docutils literal notranslate"><span class="pre">MetricType.ROUGE</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.MetricType.SEQEVAL"><code class="docutils literal notranslate"><span class="pre">MetricType.SEQEVAL</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.MetricType.WER"><code class="docutils literal notranslate"><span class="pre">MetricType.WER</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.constants.OptimizerType"><code class="docutils literal notranslate"><span class="pre">OptimizerType</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.constants.OptimizerType.ADAM"><code class="docutils literal notranslate"><span class="pre">OptimizerType.ADAM</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.OptimizerType.ADAMW"><code class="docutils literal notranslate"><span class="pre">OptimizerType.ADAMW</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.OptimizerType.SDG"><code class="docutils literal notranslate"><span class="pre">OptimizerType.SDG</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.constants.PaddingType"><code class="docutils literal notranslate"><span class="pre">PaddingType</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.constants.PaddingType.LONGEST"><code class="docutils literal notranslate"><span class="pre">PaddingType.LONGEST</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.PaddingType.MAX_LENGTH"><code class="docutils literal notranslate"><span class="pre">PaddingType.MAX_LENGTH</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.constants.PrecisionType"><code class="docutils literal notranslate"><span class="pre">PrecisionType</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.constants.PrecisionType.BF16"><code class="docutils literal notranslate"><span class="pre">PrecisionType.BF16</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.PrecisionType.FP16"><code class="docutils literal notranslate"><span class="pre">PrecisionType.FP16</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.PrecisionType.FP8"><code class="docutils literal notranslate"><span class="pre">PrecisionType.FP8</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.PrecisionType.NO"><code class="docutils literal notranslate"><span class="pre">PrecisionType.NO</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.constants.RegistryType"><code class="docutils literal notranslate"><span class="pre">RegistryType</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.constants.RegistryType.CRITERION"><code class="docutils literal notranslate"><span class="pre">RegistryType.CRITERION</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.RegistryType.DATASET"><code class="docutils literal notranslate"><span class="pre">RegistryType.DATASET</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.RegistryType.EMBEDDING"><code class="docutils literal notranslate"><span class="pre">RegistryType.EMBEDDING</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.RegistryType.LR_SCHEDULER"><code class="docutils literal notranslate"><span class="pre">RegistryType.LR_SCHEDULER</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.RegistryType.METRIC"><code class="docutils literal notranslate"><span class="pre">RegistryType.METRIC</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.RegistryType.MODEL"><code class="docutils literal notranslate"><span class="pre">RegistryType.MODEL</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.RegistryType.OPTIMIZER"><code class="docutils literal notranslate"><span class="pre">RegistryType.OPTIMIZER</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.RegistryType.PREPROCESSOR"><code class="docutils literal notranslate"><span class="pre">RegistryType.PREPROCESSOR</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.RegistryType.TRAINER"><code class="docutils literal notranslate"><span class="pre">RegistryType.TRAINER</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.constants.RepoType"><code class="docutils literal notranslate"><span class="pre">RepoType</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.constants.RepoType.DATASET"><code class="docutils literal notranslate"><span class="pre">RepoType.DATASET</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.RepoType.MODEL"><code class="docutils literal notranslate"><span class="pre">RepoType.MODEL</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.constants.SplitType"><code class="docutils literal notranslate"><span class="pre">SplitType</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.constants.SplitType.EVAL"><code class="docutils literal notranslate"><span class="pre">SplitType.EVAL</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.SplitType.TEST"><code class="docutils literal notranslate"><span class="pre">SplitType.TEST</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.SplitType.TRAIN"><code class="docutils literal notranslate"><span class="pre">SplitType.TRAIN</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.SplitType.VALID"><code class="docutils literal notranslate"><span class="pre">SplitType.VALID</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.constants.TaskType"><code class="docutils literal notranslate"><span class="pre">TaskType</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.constants.TaskType.AUDIO_CLASSIFICATION"><code class="docutils literal notranslate"><span class="pre">TaskType.AUDIO_CLASSIFICATION</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.TaskType.BACKBONE"><code class="docutils literal notranslate"><span class="pre">TaskType.BACKBONE</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.TaskType.IMAGE2TEXT"><code class="docutils literal notranslate"><span class="pre">TaskType.IMAGE2TEXT</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.TaskType.LANGUAGE_MODELING"><code class="docutils literal notranslate"><span class="pre">TaskType.LANGUAGE_MODELING</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.TaskType.SEQUENCE_LABELING"><code class="docutils literal notranslate"><span class="pre">TaskType.SEQUENCE_LABELING</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.TaskType.SPEECH_RECOGNITION"><code class="docutils literal notranslate"><span class="pre">TaskType.SPEECH_RECOGNITION</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.TaskType.TEXT_CLASSIFICATION"><code class="docutils literal notranslate"><span class="pre">TaskType.TEXT_CLASSIFICATION</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.TaskType.TEXT_DETECTION"><code class="docutils literal notranslate"><span class="pre">TaskType.TEXT_DETECTION</span></code></a></li>
+<li><a class="reference internal" href="#hezar.constants.TaskType.TEXT_GENERATION"><code class="docutils literal notranslate"><span class="pre">TaskType.TEXT_GENERATION</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
+          </div>
+        </div>
+      </div>
+      
+      
+    </aside>
+  </div>
+</div><script src="../_static/documentation_options.js?v=5929fcd5"></script>
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\ No newline at end of file
diff --git a/source/hezar.data.data_collators.html b/source/hezar.data.data_collators.html
new file mode 100644
index 00000000..dc1a1f51
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+
+    <link rel="shortcut icon" href="../_static/hezar_logo.svg"/><!-- Generated with Sphinx 7.2.6 and Furo 2023.09.10 -->
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
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+          <section id="module-hezar.data.data_collators">
+<span id="hezar-data-data-collators-module"></span><h1>hezar.data.data_collators module<a class="headerlink" href="#module-hezar.data.data_collators" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.data.data_collators.CharLevelOCRDataCollator">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.data.data_collators.</span></span><span class="sig-name descname"><span class="pre">CharLevelOCRDataCollator</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pad_token_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/data/data_collators.html#CharLevelOCRDataCollator"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.data.data_collators.CharLevelOCRDataCollator" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>A data collator for character-level OCR.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>pad_token_id</strong> (<em>int</em>) – Token ID for padding characters.</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.data.data_collators.ImageCaptioningDataCollator">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.data.data_collators.</span></span><span class="sig-name descname"><span class="pre">ImageCaptioningDataCollator</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">tokenizer</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer" title="hezar.preprocessors.tokenizers.tokenizer.Tokenizer"><span class="pre">Tokenizer</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">padding_type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'longest'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">padding_side</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'right'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_length</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_tensors</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'pt'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/data/data_collators.html#ImageCaptioningDataCollator"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.data.data_collators.ImageCaptioningDataCollator" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.data.data_collators.SequenceLabelingDataCollator">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.data.data_collators.</span></span><span class="sig-name descname"><span class="pre">SequenceLabelingDataCollator</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">tokenizer</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer" title="hezar.preprocessors.tokenizers.tokenizer.Tokenizer"><span class="pre">Tokenizer</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">padding_type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'longest'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">padding_side</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'right'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">label_pad_token_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">-100</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_length</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_tensors</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'pt'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/data/data_collators.html#SequenceLabelingDataCollator"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.data.data_collators.SequenceLabelingDataCollator" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>A data collator for sequence labeling.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>tokenizer</strong> (<a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer" title="hezar.preprocessors.tokenizers.tokenizer.Tokenizer"><em>Tokenizer</em></a>) – A Hezar tokenizer instance. (only its config is going to be used)</p></li>
+<li><p><strong>padding_type</strong> (<em>str</em>) – Specifies padding strategy. Defaults to <cite>longest</cite>, but can also be <cite>max_length</cite> (in this case
+<cite>max_length</cite> cannot be None)</p></li>
+<li><p><strong>padding_side</strong> (<em>str</em>) – Specifies from which side of each tensor to add paddings. Defaults to <cite>right</cite>, but can also be
+<cite>left</cite>.</p></li>
+<li><p><strong>label_pad_token_id</strong> (<em>int</em>) – Token ID for padding labels.</p></li>
+<li><p><strong>max_length</strong> (<em>int</em>) – If <cite>padding_type</cite> is set to <cite>max_length</cite> this parameter must be specified. Forces all tensors to
+have this value as length.</p></li>
+<li><p><strong>return_tensors</strong> (<em>str</em>) – Specifies the dtype of the returning tensors in the batch. Defaults to <cite>pt(torch.Tensor)</cite>, but
+can also be <cite>np</cite> or <cite>list</cite>.</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.data.data_collators.TextGenerationDataCollator">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.data.data_collators.</span></span><span class="sig-name descname"><span class="pre">TextGenerationDataCollator</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">tokenizer</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer" title="hezar.preprocessors.tokenizers.tokenizer.Tokenizer"><span class="pre">Tokenizer</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">padding_type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'longest'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">padding_side</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'right'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_length</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_target_length</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_tensors</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'pt'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/data/data_collators.html#TextGenerationDataCollator"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.data.data_collators.TextGenerationDataCollator" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>A data collator for text to text generation</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>tokenizer</strong> (<a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer" title="hezar.preprocessors.tokenizers.tokenizer.Tokenizer"><em>Tokenizer</em></a>) – A Hezar tokenizer instance. (only its config is going to be used)</p></li>
+<li><p><strong>padding_type</strong> (<em>str</em>) – Specifies padding strategy. Defaults to <cite>longest</cite>, but can also be <cite>max_length</cite> (in this case
+<cite>max_length</cite> cannot be None)</p></li>
+<li><p><strong>padding_side</strong> (<em>str</em>) – Specifies from which side of each tensor to add paddings. Defaults to <cite>right</cite>, but can also be
+<cite>left</cite>.</p></li>
+<li><p><strong>max_length</strong> (<em>int</em>) – If <cite>padding_type</cite> is set to <cite>max_length</cite> this parameter must be specified. Forces all tensors to
+have this value as length.</p></li>
+<li><p><strong>max_target_length</strong> (<em>int</em>) – Maximum target length for text generation.</p></li>
+<li><p><strong>return_tensors</strong> (<em>str</em>) – Specifies the dtype of the returning tensors in the batch. Defaults to <cite>pt(torch.Tensor)</cite>, but
+can also be <cite>np</cite> or <cite>list</cite>.</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.data.data_collators.TextPaddingDataCollator">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.data.data_collators.</span></span><span class="sig-name descname"><span class="pre">TextPaddingDataCollator</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">tokenizer</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer" title="hezar.preprocessors.tokenizers.tokenizer.Tokenizer"><span class="pre">Tokenizer</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">padding_type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'longest'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">padding_side</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'right'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_length</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_tensors</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'pt'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/data/data_collators.html#TextPaddingDataCollator"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.data.data_collators.TextPaddingDataCollator" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>A data collator that pads a batch of tokenized inputs.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>tokenizer</strong> (<a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer" title="hezar.preprocessors.tokenizers.tokenizer.Tokenizer"><em>Tokenizer</em></a>) – A Hezar tokenizer instance. (only its config is going to be used)</p></li>
+<li><p><strong>padding_type</strong> (<em>str</em>) – Specifies padding strategy. Defaults to <cite>longest</cite>, but can also be <cite>max_length</cite> (in this case
+<cite>max_length</cite> cannot be None)</p></li>
+<li><p><strong>padding_side</strong> (<em>str</em>) – Specifies from which side of each tensor to add paddings. Defaults to <cite>right</cite>, but can also be
+<cite>left</cite>.</p></li>
+<li><p><strong>max_length</strong> (<em>int</em>) – If <cite>padding_type</cite> is set to <cite>max_length</cite> this parameter must be specified. Forces all tensors to
+have this value as length.</p></li>
+<li><p><strong>return_tensors</strong> (<em>str</em>) – Specifies the dtype of the returning tensors in the batch. Defaults to <cite>pt(torch.Tensor)</cite>, but
+can also be <cite>np</cite> or <cite>list</cite>.</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+</section>
+
+        </article>
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+            On this page
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+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.data.data_collators module</a><ul>
+<li><a class="reference internal" href="#hezar.data.data_collators.CharLevelOCRDataCollator"><code class="docutils literal notranslate"><span class="pre">CharLevelOCRDataCollator</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.data_collators.ImageCaptioningDataCollator"><code class="docutils literal notranslate"><span class="pre">ImageCaptioningDataCollator</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.data_collators.SequenceLabelingDataCollator"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingDataCollator</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.data_collators.TextGenerationDataCollator"><code class="docutils literal notranslate"><span class="pre">TextGenerationDataCollator</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.data_collators.TextPaddingDataCollator"><code class="docutils literal notranslate"><span class="pre">TextPaddingDataCollator</span></code></a></li>
+</ul>
+</li>
+</ul>
+
+          </div>
+        </div>
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+      
+      
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html">hezar.configs module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html">hezar.constants module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.registry.html">hezar.registry module</a></li>
+</ul>
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+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../contributing.html">Contributing to Hezar</a></li>
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+        <article role="main">
+          <section id="module-hezar.data.datasets.dataset">
+<span id="hezar-data-datasets-dataset-module"></span><h1>hezar.data.datasets.dataset module<a class="headerlink" href="#module-hezar.data.datasets.dataset" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.data.datasets.dataset.Dataset">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.data.datasets.dataset.</span></span><span class="sig-name descname"><span class="pre">Dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.configs.html#hezar.configs.DatasetConfig" title="hezar.configs.DatasetConfig"><span class="pre">DatasetConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">split</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/data/datasets/dataset.html#Dataset"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.data.datasets.dataset.Dataset" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">Dataset</span></code></p>
+<p>Base class for all datasets in Hezar.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>config</strong> – The configuration object for the dataset.</p></li>
+<li><p><strong>**kwargs</strong> – Additional keyword arguments.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.dataset.Dataset.required_backends">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><a class="headerlink" href="#hezar.data.datasets.dataset.Dataset.required_backends" title="Link to this definition">#</a></dt>
+<dd><p>List of required backends for the dataset.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>List[str | <a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends">Backends</a>]</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.dataset.Dataset.config_filename">
+<span class="sig-name descname"><span class="pre">config_filename</span></span><a class="headerlink" href="#hezar.data.datasets.dataset.Dataset.config_filename" title="Link to this definition">#</a></dt>
+<dd><p>Default dataset config file name.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>str</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.dataset.Dataset.cache_dir">
+<span class="sig-name descname"><span class="pre">cache_dir</span></span><a class="headerlink" href="#hezar.data.datasets.dataset.Dataset.cache_dir" title="Link to this definition">#</a></dt>
+<dd><p>Default cache directory for the dataset.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>str</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="id0">
+<span class="sig-name descname"><span class="pre">cache_dir</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'/home/runner/.cache/hezar/datasets'</span></em><a class="headerlink" href="#id0" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="id1">
+<span class="sig-name descname"><span class="pre">config_filename</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'dataset_config.yaml'</span></em><a class="headerlink" href="#id1" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.data.datasets.dataset.Dataset.load">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">load</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">hub_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">os.PathLike</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config_filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">split</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.SplitType" title="hezar.constants.SplitType"><span class="pre">SplitType</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cache_dir</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#hezar.data.datasets.dataset.Dataset" title="hezar.data.datasets.dataset.Dataset"><span class="pre">Dataset</span></a></span></span><a class="reference internal" href="../_modules/hezar/data/datasets/dataset.html#Dataset.load"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.data.datasets.dataset.Dataset.load" title="Link to this definition">#</a></dt>
+<dd><p>Load the dataset from a hub path.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>hub_path</strong> (<em>str</em><em> | </em><em>os.PathLike</em>) – Path to dataset from hub or locally.</p></li>
+<li><p><strong>config_filename</strong> (<em>Optional</em><em>[</em><em>str</em><em>]</em>) – Dataset config file name.</p></li>
+<li><p><strong>split</strong> (<em>Optional</em><em>[</em><em>str</em><em> | </em><a class="reference internal" href="hezar.constants.html#hezar.constants.SplitType" title="hezar.constants.SplitType"><em>SplitType</em></a><em>]</em>) – Dataset split, defaults to “train”.</p></li>
+<li><p><strong>cache_dir</strong> (<em>str</em>) – Path to cache directory</p></li>
+<li><p><strong>**kwargs</strong> – Config parameters as keyword arguments.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>An instance of the loaded dataset.</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p><a class="reference internal" href="#hezar.data.datasets.dataset.Dataset" title="hezar.data.datasets.dataset.Dataset">Dataset</a></p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="id2">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#id2" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
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+                <div class="title">hezar.data.datasets.image_captioning_dataset module</div>
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+                <div class="title">hezar.data.datasets package</div>
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+            <ul>
+<li><a class="reference internal" href="#">hezar.data.datasets.dataset module</a><ul>
+<li><a class="reference internal" href="#hezar.data.datasets.dataset.Dataset"><code class="docutils literal notranslate"><span class="pre">Dataset</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.data.datasets.dataset.Dataset.required_backends"><code class="docutils literal notranslate"><span class="pre">Dataset.required_backends</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.dataset.Dataset.config_filename"><code class="docutils literal notranslate"><span class="pre">Dataset.config_filename</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.dataset.Dataset.cache_dir"><code class="docutils literal notranslate"><span class="pre">Dataset.cache_dir</span></code></a></li>
+<li><a class="reference internal" href="#id0"><code class="docutils literal notranslate"><span class="pre">Dataset.cache_dir</span></code></a></li>
+<li><a class="reference internal" href="#id1"><code class="docutils literal notranslate"><span class="pre">Dataset.config_filename</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.dataset.Dataset.load"><code class="docutils literal notranslate"><span class="pre">Dataset.load()</span></code></a></li>
+<li><a class="reference internal" href="#id2"><code class="docutils literal notranslate"><span class="pre">Dataset.required_backends</span></code></a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.builders.html">hezar.builders module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html">hezar.configs module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html">hezar.constants module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.registry.html">hezar.registry module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../contributing.html">Contributing to Hezar</a></li>
+</ul>
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+          <section id="hezar-data-datasets-package">
+<h1>hezar.data.datasets package<a class="headerlink" href="#hezar-data-datasets-package" title="Link to this heading">#</a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">#</a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="hezar.data.datasets.dataset.html">hezar.data.datasets.dataset module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.data.datasets.dataset.html#hezar.data.datasets.dataset.Dataset"><code class="docutils literal notranslate"><span class="pre">Dataset</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.dataset.html#hezar.data.datasets.dataset.Dataset.required_backends"><code class="docutils literal notranslate"><span class="pre">Dataset.required_backends</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.dataset.html#hezar.data.datasets.dataset.Dataset.config_filename"><code class="docutils literal notranslate"><span class="pre">Dataset.config_filename</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.dataset.html#hezar.data.datasets.dataset.Dataset.cache_dir"><code class="docutils literal notranslate"><span class="pre">Dataset.cache_dir</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.dataset.html#id0"><code class="docutils literal notranslate"><span class="pre">Dataset.cache_dir</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.dataset.html#id1"><code class="docutils literal notranslate"><span class="pre">Dataset.config_filename</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.dataset.html#hezar.data.datasets.dataset.Dataset.load"><code class="docutils literal notranslate"><span class="pre">Dataset.load()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.dataset.html#id2"><code class="docutils literal notranslate"><span class="pre">Dataset.required_backends</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.data.datasets.image_captioning_dataset.html">hezar.data.datasets.image_captioning_dataset module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.data.datasets.image_captioning_dataset.html#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDataset"><code class="docutils literal notranslate"><span class="pre">ImageCaptioningDataset</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.image_captioning_dataset.html#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDataset.required_backends"><code class="docutils literal notranslate"><span class="pre">ImageCaptioningDataset.required_backends</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.data.datasets.image_captioning_dataset.html#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig"><code class="docutils literal notranslate"><span class="pre">ImageCaptioningDatasetConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.image_captioning_dataset.html#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.image_processor_config"><code class="docutils literal notranslate"><span class="pre">ImageCaptioningDatasetConfig.image_processor_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.image_captioning_dataset.html#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.images_paths_column"><code class="docutils literal notranslate"><span class="pre">ImageCaptioningDatasetConfig.images_paths_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.image_captioning_dataset.html#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.max_length"><code class="docutils literal notranslate"><span class="pre">ImageCaptioningDatasetConfig.max_length</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.image_captioning_dataset.html#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.name"><code class="docutils literal notranslate"><span class="pre">ImageCaptioningDatasetConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.image_captioning_dataset.html#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.path"><code class="docutils literal notranslate"><span class="pre">ImageCaptioningDatasetConfig.path</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.image_captioning_dataset.html#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.task"><code class="docutils literal notranslate"><span class="pre">ImageCaptioningDatasetConfig.task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.image_captioning_dataset.html#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.test_split_size"><code class="docutils literal notranslate"><span class="pre">ImageCaptioningDatasetConfig.test_split_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.image_captioning_dataset.html#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.text_column"><code class="docutils literal notranslate"><span class="pre">ImageCaptioningDatasetConfig.text_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.image_captioning_dataset.html#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.tokenizer_path"><code class="docutils literal notranslate"><span class="pre">ImageCaptioningDatasetConfig.tokenizer_path</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.data.datasets.ocr_dataset.html">hezar.data.datasets.ocr_dataset module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.OCRDataset"><code class="docutils literal notranslate"><span class="pre">OCRDataset</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.OCRDataset.required_backends"><code class="docutils literal notranslate"><span class="pre">OCRDataset.required_backends</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.OCRDatasetConfig"><code class="docutils literal notranslate"><span class="pre">OCRDatasetConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.id2label"><code class="docutils literal notranslate"><span class="pre">OCRDatasetConfig.id2label</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.image_processor_config"><code class="docutils literal notranslate"><span class="pre">OCRDatasetConfig.image_processor_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.images_paths_column"><code class="docutils literal notranslate"><span class="pre">OCRDatasetConfig.images_paths_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.invalid_characters"><code class="docutils literal notranslate"><span class="pre">OCRDatasetConfig.invalid_characters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.max_length"><code class="docutils literal notranslate"><span class="pre">OCRDatasetConfig.max_length</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.name"><code class="docutils literal notranslate"><span class="pre">OCRDatasetConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.path"><code class="docutils literal notranslate"><span class="pre">OCRDatasetConfig.path</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.reverse_digits"><code class="docutils literal notranslate"><span class="pre">OCRDatasetConfig.reverse_digits</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.reverse_text"><code class="docutils literal notranslate"><span class="pre">OCRDatasetConfig.reverse_text</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.task"><code class="docutils literal notranslate"><span class="pre">OCRDatasetConfig.task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.text_column"><code class="docutils literal notranslate"><span class="pre">OCRDatasetConfig.text_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.text_split_type"><code class="docutils literal notranslate"><span class="pre">OCRDatasetConfig.text_split_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.tokenizer_path"><code class="docutils literal notranslate"><span class="pre">OCRDatasetConfig.tokenizer_path</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.TextSplitType"><code class="docutils literal notranslate"><span class="pre">TextSplitType</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.TextSplitType.CHAR_SPLIT"><code class="docutils literal notranslate"><span class="pre">TextSplitType.CHAR_SPLIT</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.TextSplitType.TOKENIZE"><code class="docutils literal notranslate"><span class="pre">TextSplitType.TOKENIZE</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.data.datasets.sequence_labeling_dataset.html">hezar.data.datasets.sequence_labeling_dataset module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.data.datasets.sequence_labeling_dataset.html#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDataset"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingDataset</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.data.datasets.sequence_labeling_dataset.html#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingDatasetConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.sequence_labeling_dataset.html#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.ignore_index"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingDatasetConfig.ignore_index</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.sequence_labeling_dataset.html#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.is_iob_schema"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingDatasetConfig.is_iob_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.sequence_labeling_dataset.html#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.label_all_tokens"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingDatasetConfig.label_all_tokens</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.sequence_labeling_dataset.html#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.max_length"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingDatasetConfig.max_length</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.sequence_labeling_dataset.html#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.name"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingDatasetConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.sequence_labeling_dataset.html#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.path"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingDatasetConfig.path</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.sequence_labeling_dataset.html#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.tags_field"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingDatasetConfig.tags_field</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.sequence_labeling_dataset.html#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.task"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingDatasetConfig.task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.sequence_labeling_dataset.html#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.tokenizer_path"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingDatasetConfig.tokenizer_path</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.sequence_labeling_dataset.html#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.tokens_field"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingDatasetConfig.tokens_field</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.data.datasets.text_classification_dataset.html">hezar.data.datasets.text_classification_dataset module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.data.datasets.text_classification_dataset.html#hezar.data.datasets.text_classification_dataset.TextClassificationDataset"><code class="docutils literal notranslate"><span class="pre">TextClassificationDataset</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.data.datasets.text_classification_dataset.html#hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig"><code class="docutils literal notranslate"><span class="pre">TextClassificationDatasetConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.text_classification_dataset.html#hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig.label_field"><code class="docutils literal notranslate"><span class="pre">TextClassificationDatasetConfig.label_field</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.text_classification_dataset.html#hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig.max_length"><code class="docutils literal notranslate"><span class="pre">TextClassificationDatasetConfig.max_length</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.text_classification_dataset.html#hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig.name"><code class="docutils literal notranslate"><span class="pre">TextClassificationDatasetConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.text_classification_dataset.html#hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig.path"><code class="docutils literal notranslate"><span class="pre">TextClassificationDatasetConfig.path</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.text_classification_dataset.html#hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig.task"><code class="docutils literal notranslate"><span class="pre">TextClassificationDatasetConfig.task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.text_classification_dataset.html#hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig.text_field"><code class="docutils literal notranslate"><span class="pre">TextClassificationDatasetConfig.text_field</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.text_classification_dataset.html#hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig.tokenizer_path"><code class="docutils literal notranslate"><span class="pre">TextClassificationDatasetConfig.tokenizer_path</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.data.datasets.text_summarization_dataset.html">hezar.data.datasets.text_summarization_dataset module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.data.datasets.text_summarization_dataset.html#hezar.data.datasets.text_summarization_dataset.TextSummarizationDataset"><code class="docutils literal notranslate"><span class="pre">TextSummarizationDataset</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.data.datasets.text_summarization_dataset.html#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig"><code class="docutils literal notranslate"><span class="pre">TextSummarizationDatasetConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.text_summarization_dataset.html#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.max_length"><code class="docutils literal notranslate"><span class="pre">TextSummarizationDatasetConfig.max_length</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.text_summarization_dataset.html#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.max_target_length"><code class="docutils literal notranslate"><span class="pre">TextSummarizationDatasetConfig.max_target_length</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.text_summarization_dataset.html#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.name"><code class="docutils literal notranslate"><span class="pre">TextSummarizationDatasetConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.text_summarization_dataset.html#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.path"><code class="docutils literal notranslate"><span class="pre">TextSummarizationDatasetConfig.path</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.text_summarization_dataset.html#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.prefix"><code class="docutils literal notranslate"><span class="pre">TextSummarizationDatasetConfig.prefix</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.text_summarization_dataset.html#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.summary_field"><code class="docutils literal notranslate"><span class="pre">TextSummarizationDatasetConfig.summary_field</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.text_summarization_dataset.html#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.task"><code class="docutils literal notranslate"><span class="pre">TextSummarizationDatasetConfig.task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.text_summarization_dataset.html#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.text_field"><code class="docutils literal notranslate"><span class="pre">TextSummarizationDatasetConfig.text_field</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.text_summarization_dataset.html#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.title_field"><code class="docutils literal notranslate"><span class="pre">TextSummarizationDatasetConfig.title_field</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.text_summarization_dataset.html#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.tokenizer_path"><code class="docutils literal notranslate"><span class="pre">TextSummarizationDatasetConfig.tokenizer_path</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-hezar.data.datasets">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-hezar.data.datasets" title="Link to this heading">#</a></h2>
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diff --git a/source/hezar.data.datasets.image_captioning_dataset.html b/source/hezar.data.datasets.image_captioning_dataset.html
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
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+          <section id="module-hezar.data.datasets.image_captioning_dataset">
+<span id="hezar-data-datasets-image-captioning-dataset-module"></span><h1>hezar.data.datasets.image_captioning_dataset module<a class="headerlink" href="#module-hezar.data.datasets.image_captioning_dataset" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.data.datasets.image_captioning_dataset.ImageCaptioningDataset">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.data.datasets.image_captioning_dataset.</span></span><span class="sig-name descname"><span class="pre">ImageCaptioningDataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig" title="hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig"><span class="pre">ImageCaptioningDatasetConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">split</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/data/datasets/image_captioning_dataset.html#ImageCaptioningDataset"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDataset" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.data.datasets.dataset.html#hezar.data.datasets.dataset.Dataset" title="hezar.data.datasets.dataset.Dataset"><code class="xref py py-class docutils literal notranslate"><span class="pre">Dataset</span></code></a></p>
+<p>General image captioning dataset class.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>config</strong> (<a class="reference internal" href="#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig" title="hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig"><em>ImageCaptioningDatasetConfig</em></a>) – The configuration object for the dataset.</p></li>
+<li><p><strong>split</strong> – Dataset split, defaults to None.</p></li>
+<li><p><strong>**kwargs</strong> – Additional keyword arguments.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.image_captioning_dataset.ImageCaptioningDataset.required_backends">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[Backends.SCIKIT]</span></em><a class="headerlink" href="#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDataset.required_backends" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.data.datasets.image_captioning_dataset.</span></span><span class="sig-name descname"><span class="pre">ImageCaptioningDatasetConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">task</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.constants.html#hezar.constants.TaskType" title="hezar.constants.TaskType"><span class="pre">TaskType</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">TaskType.IMAGE2TEXT</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tokenizer_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">text_column</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'label'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_length</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">test_split_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">image_processor_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessorConfig" title="hezar.preprocessors.image_processor.ImageProcessorConfig"><span class="pre">ImageProcessorConfig</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/data/datasets/image_captioning_dataset.html#ImageCaptioningDatasetConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.DatasetConfig" title="hezar.configs.DatasetConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">DatasetConfig</span></code></a></p>
+<p>Configuration class for image captioning datasets.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>path</strong> (<em>str</em>) – Path to the dataset.</p></li>
+<li><p><strong>tokenizer_path</strong> (<em>str</em>) – Path to the tokenizer file.</p></li>
+<li><p><strong>text_column</strong> (<em>str</em>) – Column name for text in the dataset.</p></li>
+<li><p><strong>images_paths_column</strong> (<em>str</em>) – Column name for image paths in the dataset.</p></li>
+<li><p><strong>max_length</strong> (<em>int</em>) – Maximum length of text.</p></li>
+<li><p><strong>test_split_size</strong> (<em>float</em>) – Size of the test split.</p></li>
+<li><p><strong>image_processor_config</strong> (<a class="reference internal" href="hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessorConfig" title="hezar.preprocessors.image_processor.ImageProcessorConfig"><em>ImageProcessorConfig</em></a>) – Configuration for image processing.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.image_processor_config">
+<span class="sig-name descname"><span class="pre">image_processor_config</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessorConfig" title="hezar.preprocessors.image_processor.ImageProcessorConfig"><span class="pre">ImageProcessorConfig</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.image_processor_config" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.images_paths_column">
+<span class="sig-name descname"><span class="pre">images_paths_column</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'image_path'</span></em><a class="headerlink" href="#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.images_paths_column" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.max_length">
+<span class="sig-name descname"><span class="pre">max_length</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.max_length" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'image_captioning'</span></em><a class="headerlink" href="#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.path">
+<span class="sig-name descname"><span class="pre">path</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.path" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.task">
+<span class="sig-name descname"><span class="pre">task</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.TaskType" title="hezar.constants.TaskType"><span class="pre">TaskType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'image2text'</span></em><a class="headerlink" href="#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.task" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.test_split_size">
+<span class="sig-name descname"><span class="pre">test_split_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.2</span></em><a class="headerlink" href="#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.test_split_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.text_column">
+<span class="sig-name descname"><span class="pre">text_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'label'</span></em><a class="headerlink" href="#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.text_column" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.tokenizer_path">
+<span class="sig-name descname"><span class="pre">tokenizer_path</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.tokenizer_path" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
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+                <div class="title">hezar.data.datasets.ocr_dataset module</div>
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+            <ul>
+<li><a class="reference internal" href="#">hezar.data.datasets.image_captioning_dataset module</a><ul>
+<li><a class="reference internal" href="#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDataset"><code class="docutils literal notranslate"><span class="pre">ImageCaptioningDataset</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDataset.required_backends"><code class="docutils literal notranslate"><span class="pre">ImageCaptioningDataset.required_backends</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig"><code class="docutils literal notranslate"><span class="pre">ImageCaptioningDatasetConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.image_processor_config"><code class="docutils literal notranslate"><span class="pre">ImageCaptioningDatasetConfig.image_processor_config</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.images_paths_column"><code class="docutils literal notranslate"><span class="pre">ImageCaptioningDatasetConfig.images_paths_column</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.max_length"><code class="docutils literal notranslate"><span class="pre">ImageCaptioningDatasetConfig.max_length</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.name"><code class="docutils literal notranslate"><span class="pre">ImageCaptioningDatasetConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.path"><code class="docutils literal notranslate"><span class="pre">ImageCaptioningDatasetConfig.path</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.task"><code class="docutils literal notranslate"><span class="pre">ImageCaptioningDatasetConfig.task</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.test_split_size"><code class="docutils literal notranslate"><span class="pre">ImageCaptioningDatasetConfig.test_split_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.text_column"><code class="docutils literal notranslate"><span class="pre">ImageCaptioningDatasetConfig.text_column</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig.tokenizer_path"><code class="docutils literal notranslate"><span class="pre">ImageCaptioningDatasetConfig.tokenizer_path</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+</ul>
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+<li class="toctree-l1"><a class="reference internal" href="../contributing.html">Contributing to Hezar</a></li>
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+          <section id="module-hezar.data.datasets.ocr_dataset">
+<span id="hezar-data-datasets-ocr-dataset-module"></span><h1>hezar.data.datasets.ocr_dataset module<a class="headerlink" href="#module-hezar.data.datasets.ocr_dataset" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.data.datasets.ocr_dataset.OCRDataset">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.data.datasets.ocr_dataset.</span></span><span class="sig-name descname"><span class="pre">OCRDataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#hezar.data.datasets.ocr_dataset.OCRDatasetConfig" title="hezar.data.datasets.ocr_dataset.OCRDatasetConfig"><span class="pre">OCRDatasetConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">split</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/data/datasets/ocr_dataset.html#OCRDataset"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.data.datasets.ocr_dataset.OCRDataset" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.data.datasets.dataset.html#hezar.data.datasets.dataset.Dataset" title="hezar.data.datasets.dataset.Dataset"><code class="xref py py-class docutils literal notranslate"><span class="pre">Dataset</span></code></a></p>
+<p>General OCR dataset class.</p>
+<p>OCR dataset supports two types of image to text dataset. One is for tokenizer-based models in which the labels are
+tokens and the other is char-level models in which the labels are separated by character and the converted to ids.
+This behavior is specified by the <cite>text_split_type</cite> in config which can be either <cite>tokenize</cite> or <cite>char_split</cite>.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.ocr_dataset.OCRDataset.required_backends">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[Backends.SCIKIT]</span></em><a class="headerlink" href="#hezar.data.datasets.ocr_dataset.OCRDataset.required_backends" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.data.datasets.ocr_dataset.OCRDatasetConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.data.datasets.ocr_dataset.</span></span><span class="sig-name descname"><span class="pre">OCRDatasetConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">task:</span> <span class="pre">TaskType</span> <span class="pre">=</span> <span class="pre">TaskType.IMAGE2TEXT</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">path:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">text_split_type:</span> <span class="pre">str</span> <span class="pre">|</span> <span class="pre">TextSplitType</span> <span class="pre">=</span> <span class="pre">TextSplitType.TOKENIZE</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tokenizer_path:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id2label:</span> <span class="pre">Dict[int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">str]</span> <span class="pre">=</span> <span class="pre">&lt;factory&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">text_column:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'label'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_length:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">invalid_characters:</span> <span class="pre">list</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">reverse_text:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">reverse_digits:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">image_processor_config:</span> <span class="pre">ImageProcessorConfig</span> <span class="pre">=</span> <span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/data/datasets/ocr_dataset.html#OCRDatasetConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.data.datasets.ocr_dataset.OCRDatasetConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.DatasetConfig" title="hezar.configs.DatasetConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">DatasetConfig</span></code></a></p>
+<p>Configuration class for OCR datasets.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>path</strong> (<em>str</em>) – Path to the dataset.</p></li>
+<li><p><strong>text_split_type</strong> (<a class="reference internal" href="#hezar.data.datasets.ocr_dataset.TextSplitType" title="hezar.data.datasets.ocr_dataset.TextSplitType"><em>TextSplitType</em></a>) – Type of text splitting (CHAR_SPLIT or TOKENIZE).</p></li>
+<li><p><strong>tokenizer_path</strong> (<em>str</em>) – Path to the tokenizer file.</p></li>
+<li><p><strong>id2label</strong> (<em>Dict</em><em>[</em><em>int</em><em>, </em><em>str</em><em>]</em>) – Mapping of label IDs to characters.</p></li>
+<li><p><strong>text_column</strong> (<em>str</em>) – Column name for text in the dataset.</p></li>
+<li><p><strong>images_paths_column</strong> (<em>str</em>) – Column name for image paths in the dataset.</p></li>
+<li><p><strong>max_length</strong> (<em>int</em>) – Maximum length of text.</p></li>
+<li><p><strong>invalid_characters</strong> (<em>list</em>) – List of invalid characters.</p></li>
+<li><p><strong>reverse_digits</strong> (<em>bool</em>) – Whether to reverse the digits in text.</p></li>
+<li><p><strong>image_processor_config</strong> (<a class="reference internal" href="hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessorConfig" title="hezar.preprocessors.image_processor.ImageProcessorConfig"><em>ImageProcessorConfig</em></a>) – Configuration for image processing.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.ocr_dataset.OCRDatasetConfig.id2label">
+<span class="sig-name descname"><span class="pre">id2label</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.id2label" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.ocr_dataset.OCRDatasetConfig.image_processor_config">
+<span class="sig-name descname"><span class="pre">image_processor_config</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessorConfig" title="hezar.preprocessors.image_processor.ImageProcessorConfig"><span class="pre">ImageProcessorConfig</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.image_processor_config" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.ocr_dataset.OCRDatasetConfig.images_paths_column">
+<span class="sig-name descname"><span class="pre">images_paths_column</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'image_path'</span></em><a class="headerlink" href="#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.images_paths_column" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.ocr_dataset.OCRDatasetConfig.invalid_characters">
+<span class="sig-name descname"><span class="pre">invalid_characters</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">list</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.invalid_characters" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.ocr_dataset.OCRDatasetConfig.max_length">
+<span class="sig-name descname"><span class="pre">max_length</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.max_length" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.ocr_dataset.OCRDatasetConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'ocr'</span></em><a class="headerlink" href="#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.ocr_dataset.OCRDatasetConfig.path">
+<span class="sig-name descname"><span class="pre">path</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.path" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.ocr_dataset.OCRDatasetConfig.reverse_digits">
+<span class="sig-name descname"><span class="pre">reverse_digits</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.reverse_digits" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.ocr_dataset.OCRDatasetConfig.reverse_text">
+<span class="sig-name descname"><span class="pre">reverse_text</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.reverse_text" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.ocr_dataset.OCRDatasetConfig.task">
+<span class="sig-name descname"><span class="pre">task</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.TaskType" title="hezar.constants.TaskType"><span class="pre">TaskType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'image2text'</span></em><a class="headerlink" href="#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.task" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.ocr_dataset.OCRDatasetConfig.text_column">
+<span class="sig-name descname"><span class="pre">text_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'label'</span></em><a class="headerlink" href="#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.text_column" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.ocr_dataset.OCRDatasetConfig.text_split_type">
+<span class="sig-name descname"><span class="pre">text_split_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="#hezar.data.datasets.ocr_dataset.TextSplitType" title="hezar.data.datasets.ocr_dataset.TextSplitType"><span class="pre">TextSplitType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'tokenize'</span></em><a class="headerlink" href="#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.text_split_type" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.ocr_dataset.OCRDatasetConfig.tokenizer_path">
+<span class="sig-name descname"><span class="pre">tokenizer_path</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.tokenizer_path" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.data.datasets.ocr_dataset.TextSplitType">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.data.datasets.ocr_dataset.</span></span><span class="sig-name descname"><span class="pre">TextSplitType</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/data/datasets/ocr_dataset.html#TextSplitType"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.data.datasets.ocr_dataset.TextSplitType" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">str</span></code>, <code class="xref py py-class docutils literal notranslate"><span class="pre">Enum</span></code></p>
+<p>An enumeration.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.ocr_dataset.TextSplitType.CHAR_SPLIT">
+<span class="sig-name descname"><span class="pre">CHAR_SPLIT</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'char_split'</span></em><a class="headerlink" href="#hezar.data.datasets.ocr_dataset.TextSplitType.CHAR_SPLIT" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.ocr_dataset.TextSplitType.TOKENIZE">
+<span class="sig-name descname"><span class="pre">TOKENIZE</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'tokenize'</span></em><a class="headerlink" href="#hezar.data.datasets.ocr_dataset.TextSplitType.TOKENIZE" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
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+            On this page
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+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.data.datasets.ocr_dataset module</a><ul>
+<li><a class="reference internal" href="#hezar.data.datasets.ocr_dataset.OCRDataset"><code class="docutils literal notranslate"><span class="pre">OCRDataset</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.data.datasets.ocr_dataset.OCRDataset.required_backends"><code class="docutils literal notranslate"><span class="pre">OCRDataset.required_backends</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.data.datasets.ocr_dataset.OCRDatasetConfig"><code class="docutils literal notranslate"><span class="pre">OCRDatasetConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.id2label"><code class="docutils literal notranslate"><span class="pre">OCRDatasetConfig.id2label</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.image_processor_config"><code class="docutils literal notranslate"><span class="pre">OCRDatasetConfig.image_processor_config</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.images_paths_column"><code class="docutils literal notranslate"><span class="pre">OCRDatasetConfig.images_paths_column</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.invalid_characters"><code class="docutils literal notranslate"><span class="pre">OCRDatasetConfig.invalid_characters</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.max_length"><code class="docutils literal notranslate"><span class="pre">OCRDatasetConfig.max_length</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.name"><code class="docutils literal notranslate"><span class="pre">OCRDatasetConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.path"><code class="docutils literal notranslate"><span class="pre">OCRDatasetConfig.path</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.reverse_digits"><code class="docutils literal notranslate"><span class="pre">OCRDatasetConfig.reverse_digits</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.reverse_text"><code class="docutils literal notranslate"><span class="pre">OCRDatasetConfig.reverse_text</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.task"><code class="docutils literal notranslate"><span class="pre">OCRDatasetConfig.task</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.text_column"><code class="docutils literal notranslate"><span class="pre">OCRDatasetConfig.text_column</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.text_split_type"><code class="docutils literal notranslate"><span class="pre">OCRDatasetConfig.text_split_type</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.ocr_dataset.OCRDatasetConfig.tokenizer_path"><code class="docutils literal notranslate"><span class="pre">OCRDatasetConfig.tokenizer_path</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.data.datasets.ocr_dataset.TextSplitType"><code class="docutils literal notranslate"><span class="pre">TextSplitType</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.data.datasets.ocr_dataset.TextSplitType.CHAR_SPLIT"><code class="docutils literal notranslate"><span class="pre">TextSplitType.CHAR_SPLIT</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.ocr_dataset.TextSplitType.TOKENIZE"><code class="docutils literal notranslate"><span class="pre">TextSplitType.TOKENIZE</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
+          </div>
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diff --git a/source/hezar.data.datasets.sequence_labeling_dataset.html b/source/hezar.data.datasets.sequence_labeling_dataset.html
new file mode 100644
index 00000000..d2a1a78e
--- /dev/null
+++ b/source/hezar.data.datasets.sequence_labeling_dataset.html
@@ -0,0 +1,641 @@
+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../">
+  <head><meta charset="utf-8"/>
+    <meta name="viewport" content="width=device-width,initial-scale=1"/>
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+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.builders.html">hezar.builders module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html">hezar.configs module</a></li>
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+          <section id="module-hezar.data.datasets.sequence_labeling_dataset">
+<span id="hezar-data-datasets-sequence-labeling-dataset-module"></span><h1>hezar.data.datasets.sequence_labeling_dataset module<a class="headerlink" href="#module-hezar.data.datasets.sequence_labeling_dataset" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDataset">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.data.datasets.sequence_labeling_dataset.</span></span><span class="sig-name descname"><span class="pre">SequenceLabelingDataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig" title="hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig"><span class="pre">SequenceLabelingDatasetConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">split</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/data/datasets/sequence_labeling_dataset.html#SequenceLabelingDataset"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDataset" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.data.datasets.dataset.html#hezar.data.datasets.dataset.Dataset" title="hezar.data.datasets.dataset.Dataset"><code class="xref py py-class docutils literal notranslate"><span class="pre">Dataset</span></code></a></p>
+<p>A sequence labeling dataset class.
+As of now this class is intended for datasets existing on the Hub!</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>config</strong> (<a class="reference internal" href="#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig" title="hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig"><em>SequenceLabelingDatasetConfig</em></a>) – Dataset config object.</p></li>
+<li><p><strong>split</strong> – Which split to use.</p></li>
+<li><p><strong>**kwargs</strong> – Extra config parameters to assign to the original config.</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.data.datasets.sequence_labeling_dataset.</span></span><span class="sig-name descname"><span class="pre">SequenceLabelingDatasetConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">task</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.constants.html#hezar.constants.TaskType" title="hezar.constants.TaskType"><span class="pre">TaskType</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">TaskType.SEQUENCE_LABELING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tokenizer_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tags_field</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tokens_field</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_length</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ignore_index</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">-100</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">label_all_tokens</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">is_iob_schema</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/data/datasets/sequence_labeling_dataset.html#SequenceLabelingDatasetConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.DatasetConfig" title="hezar.configs.DatasetConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">DatasetConfig</span></code></a></p>
+<p>Configuration class for sequence labeling datasets.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>path</strong> (<em>str</em>) – Path to the dataset.</p></li>
+<li><p><strong>tokenizer_path</strong> (<em>str</em>) – Path to the tokenizer file.</p></li>
+<li><p><strong>tags_field</strong> (<em>str</em>) – Field name for tags in the dataset.</p></li>
+<li><p><strong>tokens_field</strong> (<em>str</em>) – Field name for tokens in the dataset.</p></li>
+<li><p><strong>max_length</strong> (<em>int</em>) – Maximum length of tokens.</p></li>
+<li><p><strong>ignore_index</strong> (<em>int</em>) – Index to ignore in the loss function.</p></li>
+<li><p><strong>label_all_tokens</strong> (<em>bool</em>) – Whether to label all tokens or just the first token in a word.</p></li>
+<li><p><strong>is_iob_schema</strong> (<em>bool</em>) – Whether the dataset follows the IOB schema.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.ignore_index">
+<span class="sig-name descname"><span class="pre">ignore_index</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">-100</span></em><a class="headerlink" href="#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.ignore_index" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.is_iob_schema">
+<span class="sig-name descname"><span class="pre">is_iob_schema</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.is_iob_schema" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.label_all_tokens">
+<span class="sig-name descname"><span class="pre">label_all_tokens</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.label_all_tokens" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.max_length">
+<span class="sig-name descname"><span class="pre">max_length</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.max_length" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'sequence_labeling'</span></em><a class="headerlink" href="#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.path">
+<span class="sig-name descname"><span class="pre">path</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.path" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.tags_field">
+<span class="sig-name descname"><span class="pre">tags_field</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.tags_field" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.task">
+<span class="sig-name descname"><span class="pre">task</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.TaskType" title="hezar.constants.TaskType"><span class="pre">TaskType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'sequence_labeling'</span></em><a class="headerlink" href="#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.task" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.tokenizer_path">
+<span class="sig-name descname"><span class="pre">tokenizer_path</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.tokenizer_path" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.tokens_field">
+<span class="sig-name descname"><span class="pre">tokens_field</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.tokens_field" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
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+<li><a class="reference internal" href="#">hezar.data.datasets.sequence_labeling_dataset module</a><ul>
+<li><a class="reference internal" href="#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDataset"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingDataset</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingDatasetConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.ignore_index"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingDatasetConfig.ignore_index</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.is_iob_schema"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingDatasetConfig.is_iob_schema</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.label_all_tokens"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingDatasetConfig.label_all_tokens</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.max_length"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingDatasetConfig.max_length</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.name"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingDatasetConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.path"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingDatasetConfig.path</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.tags_field"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingDatasetConfig.tags_field</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.task"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingDatasetConfig.task</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.tokenizer_path"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingDatasetConfig.tokenizer_path</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig.tokens_field"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingDatasetConfig.tokens_field</span></code></a></li>
+</ul>
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+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
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+          <section id="module-hezar.data.datasets.text_classification_dataset">
+<span id="hezar-data-datasets-text-classification-dataset-module"></span><h1>hezar.data.datasets.text_classification_dataset module<a class="headerlink" href="#module-hezar.data.datasets.text_classification_dataset" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.data.datasets.text_classification_dataset.TextClassificationDataset">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.data.datasets.text_classification_dataset.</span></span><span class="sig-name descname"><span class="pre">TextClassificationDataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig" title="hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig"><span class="pre">TextClassificationDatasetConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">split</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/data/datasets/text_classification_dataset.html#TextClassificationDataset"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.data.datasets.text_classification_dataset.TextClassificationDataset" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.data.datasets.dataset.html#hezar.data.datasets.dataset.Dataset" title="hezar.data.datasets.dataset.Dataset"><code class="xref py py-class docutils literal notranslate"><span class="pre">Dataset</span></code></a></p>
+<p>A text classification dataset class.
+As of now this class is intended for datasets existing on the Hub!</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>config</strong> (<a class="reference internal" href="#hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig" title="hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig"><em>TextClassificationDatasetConfig</em></a>) – Dataset config object.</p></li>
+<li><p><strong>split</strong> – Which split to use.</p></li>
+<li><p><strong>**kwargs</strong> – Extra config parameters to assign to the original config.</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.data.datasets.text_classification_dataset.</span></span><span class="sig-name descname"><span class="pre">TextClassificationDatasetConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">task</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.constants.html#hezar.constants.TaskType" title="hezar.constants.TaskType"><span class="pre">TaskType</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">TaskType.TEXT_CLASSIFICATION</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tokenizer_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">label_field</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">text_field</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_length</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/data/datasets/text_classification_dataset.html#TextClassificationDatasetConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.DatasetConfig" title="hezar.configs.DatasetConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">DatasetConfig</span></code></a></p>
+<p>Configuration class for text classification datasets.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>path</strong> (<em>str</em>) – Path to the dataset.</p></li>
+<li><p><strong>tokenizer_path</strong> (<em>str</em>) – Path to the tokenizer file.</p></li>
+<li><p><strong>label_field</strong> (<em>str</em>) – Field name for labels in the dataset.</p></li>
+<li><p><strong>text_field</strong> (<em>str</em>) – Field name for text in the dataset.</p></li>
+<li><p><strong>max_length</strong> (<em>int</em>) – Maximum length of text.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig.label_field">
+<span class="sig-name descname"><span class="pre">label_field</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig.label_field" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig.max_length">
+<span class="sig-name descname"><span class="pre">max_length</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig.max_length" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'text_classification'</span></em><a class="headerlink" href="#hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig.path">
+<span class="sig-name descname"><span class="pre">path</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig.path" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig.task">
+<span class="sig-name descname"><span class="pre">task</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.TaskType" title="hezar.constants.TaskType"><span class="pre">TaskType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'text_classification'</span></em><a class="headerlink" href="#hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig.task" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig.text_field">
+<span class="sig-name descname"><span class="pre">text_field</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig.text_field" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig.tokenizer_path">
+<span class="sig-name descname"><span class="pre">tokenizer_path</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig.tokenizer_path" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
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+<li><a class="reference internal" href="#">hezar.data.datasets.text_classification_dataset module</a><ul>
+<li><a class="reference internal" href="#hezar.data.datasets.text_classification_dataset.TextClassificationDataset"><code class="docutils literal notranslate"><span class="pre">TextClassificationDataset</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig"><code class="docutils literal notranslate"><span class="pre">TextClassificationDatasetConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig.label_field"><code class="docutils literal notranslate"><span class="pre">TextClassificationDatasetConfig.label_field</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig.max_length"><code class="docutils literal notranslate"><span class="pre">TextClassificationDatasetConfig.max_length</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig.name"><code class="docutils literal notranslate"><span class="pre">TextClassificationDatasetConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig.path"><code class="docutils literal notranslate"><span class="pre">TextClassificationDatasetConfig.path</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig.task"><code class="docutils literal notranslate"><span class="pre">TextClassificationDatasetConfig.task</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig.text_field"><code class="docutils literal notranslate"><span class="pre">TextClassificationDatasetConfig.text_field</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig.tokenizer_path"><code class="docutils literal notranslate"><span class="pre">TextClassificationDatasetConfig.tokenizer_path</span></code></a></li>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
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+</ul>
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+</ul>
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+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
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+</ul>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
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+        <article role="main">
+          <section id="module-hezar.data.datasets.text_summarization_dataset">
+<span id="hezar-data-datasets-text-summarization-dataset-module"></span><h1>hezar.data.datasets.text_summarization_dataset module<a class="headerlink" href="#module-hezar.data.datasets.text_summarization_dataset" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.data.datasets.text_summarization_dataset.TextSummarizationDataset">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.data.datasets.text_summarization_dataset.</span></span><span class="sig-name descname"><span class="pre">TextSummarizationDataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig" title="hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig"><span class="pre">TextSummarizationDatasetConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">split</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/data/datasets/text_summarization_dataset.html#TextSummarizationDataset"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.data.datasets.text_summarization_dataset.TextSummarizationDataset" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.data.datasets.dataset.html#hezar.data.datasets.dataset.Dataset" title="hezar.data.datasets.dataset.Dataset"><code class="xref py py-class docutils literal notranslate"><span class="pre">Dataset</span></code></a></p>
+<p>A text summarization dataset class.
+As of now this class is intended for datasets existing on the Hub!</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>config</strong> (<a class="reference internal" href="#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig" title="hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig"><em>TextSummarizationDatasetConfig</em></a>) – Dataset config object.</p></li>
+<li><p><strong>split</strong> – Which split to use.</p></li>
+<li><p><strong>**kwargs</strong> – Extra config parameters to assign to the original config.</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.data.datasets.text_summarization_dataset.</span></span><span class="sig-name descname"><span class="pre">TextSummarizationDatasetConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">task</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.constants.html#hezar.constants.TaskType" title="hezar.constants.TaskType"><span class="pre">TaskType</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">TaskType.TEXT_GENERATION</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tokenizer_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prefix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">text_field</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">summary_field</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">title_field</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_length</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_target_length</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/data/datasets/text_summarization_dataset.html#TextSummarizationDatasetConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.DatasetConfig" title="hezar.configs.DatasetConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">DatasetConfig</span></code></a></p>
+<p>Configuration class for text summarization datasets.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>path</strong> (<em>str</em>) – Path to the dataset.</p></li>
+<li><p><strong>tokenizer_path</strong> (<em>str</em>) – Path to the tokenizer file.</p></li>
+<li><p><strong>prefix</strong> (<em>str</em>) – Prefix for conditional generation.</p></li>
+<li><p><strong>text_field</strong> (<em>str</em>) – Field name for text in the dataset.</p></li>
+<li><p><strong>summary_field</strong> (<em>str</em>) – Field name for summary in the dataset.</p></li>
+<li><p><strong>title_field</strong> (<em>str</em>) – Field name for title in the dataset.</p></li>
+<li><p><strong>max_length</strong> (<em>int</em>) – Maximum length of text.</p></li>
+<li><p><strong>max_target_length</strong> (<em>int</em>) – Maximum length of the target summary.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.max_length">
+<span class="sig-name descname"><span class="pre">max_length</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.max_length" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.max_target_length">
+<span class="sig-name descname"><span class="pre">max_target_length</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.max_target_length" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'text_summarization'</span></em><a class="headerlink" href="#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.path">
+<span class="sig-name descname"><span class="pre">path</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.path" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.prefix">
+<span class="sig-name descname"><span class="pre">prefix</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.prefix" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.summary_field">
+<span class="sig-name descname"><span class="pre">summary_field</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.summary_field" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.task">
+<span class="sig-name descname"><span class="pre">task</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.TaskType" title="hezar.constants.TaskType"><span class="pre">TaskType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'text_generation'</span></em><a class="headerlink" href="#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.task" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.text_field">
+<span class="sig-name descname"><span class="pre">text_field</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.text_field" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.title_field">
+<span class="sig-name descname"><span class="pre">title_field</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.title_field" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.tokenizer_path">
+<span class="sig-name descname"><span class="pre">tokenizer_path</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.tokenizer_path" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
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+            <ul>
+<li><a class="reference internal" href="#">hezar.data.datasets.text_summarization_dataset module</a><ul>
+<li><a class="reference internal" href="#hezar.data.datasets.text_summarization_dataset.TextSummarizationDataset"><code class="docutils literal notranslate"><span class="pre">TextSummarizationDataset</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig"><code class="docutils literal notranslate"><span class="pre">TextSummarizationDatasetConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.max_length"><code class="docutils literal notranslate"><span class="pre">TextSummarizationDatasetConfig.max_length</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.max_target_length"><code class="docutils literal notranslate"><span class="pre">TextSummarizationDatasetConfig.max_target_length</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.name"><code class="docutils literal notranslate"><span class="pre">TextSummarizationDatasetConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.path"><code class="docutils literal notranslate"><span class="pre">TextSummarizationDatasetConfig.path</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.prefix"><code class="docutils literal notranslate"><span class="pre">TextSummarizationDatasetConfig.prefix</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.summary_field"><code class="docutils literal notranslate"><span class="pre">TextSummarizationDatasetConfig.summary_field</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.task"><code class="docutils literal notranslate"><span class="pre">TextSummarizationDatasetConfig.task</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.text_field"><code class="docutils literal notranslate"><span class="pre">TextSummarizationDatasetConfig.text_field</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.title_field"><code class="docutils literal notranslate"><span class="pre">TextSummarizationDatasetConfig.title_field</span></code></a></li>
+<li><a class="reference internal" href="#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig.tokenizer_path"><code class="docutils literal notranslate"><span class="pre">TextSummarizationDatasetConfig.tokenizer_path</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
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+          <section id="hezar-data-package">
+<h1>hezar.data package<a class="headerlink" href="#hezar-data-package" title="Link to this heading">#</a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading">#</a></h2>
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+<ul>
+<li class="toctree-l1"><a class="reference internal" href="hezar.data.datasets.html">hezar.data.datasets package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.data.datasets.html#submodules">Submodules</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.dataset.html">hezar.data.datasets.dataset module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.data.datasets.dataset.html#hezar.data.datasets.dataset.Dataset"><code class="docutils literal notranslate"><span class="pre">Dataset</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.image_captioning_dataset.html">hezar.data.datasets.image_captioning_dataset module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.data.datasets.image_captioning_dataset.html#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDataset"><code class="docutils literal notranslate"><span class="pre">ImageCaptioningDataset</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.data.datasets.image_captioning_dataset.html#hezar.data.datasets.image_captioning_dataset.ImageCaptioningDatasetConfig"><code class="docutils literal notranslate"><span class="pre">ImageCaptioningDatasetConfig</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.ocr_dataset.html">hezar.data.datasets.ocr_dataset module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.OCRDataset"><code class="docutils literal notranslate"><span class="pre">OCRDataset</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.OCRDatasetConfig"><code class="docutils literal notranslate"><span class="pre">OCRDatasetConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.data.datasets.ocr_dataset.html#hezar.data.datasets.ocr_dataset.TextSplitType"><code class="docutils literal notranslate"><span class="pre">TextSplitType</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.sequence_labeling_dataset.html">hezar.data.datasets.sequence_labeling_dataset module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.data.datasets.sequence_labeling_dataset.html#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDataset"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingDataset</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.data.datasets.sequence_labeling_dataset.html#hezar.data.datasets.sequence_labeling_dataset.SequenceLabelingDatasetConfig"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingDatasetConfig</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.text_classification_dataset.html">hezar.data.datasets.text_classification_dataset module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.data.datasets.text_classification_dataset.html#hezar.data.datasets.text_classification_dataset.TextClassificationDataset"><code class="docutils literal notranslate"><span class="pre">TextClassificationDataset</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.data.datasets.text_classification_dataset.html#hezar.data.datasets.text_classification_dataset.TextClassificationDatasetConfig"><code class="docutils literal notranslate"><span class="pre">TextClassificationDatasetConfig</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.datasets.text_summarization_dataset.html">hezar.data.datasets.text_summarization_dataset module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.data.datasets.text_summarization_dataset.html#hezar.data.datasets.text_summarization_dataset.TextSummarizationDataset"><code class="docutils literal notranslate"><span class="pre">TextSummarizationDataset</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.data.datasets.text_summarization_dataset.html#hezar.data.datasets.text_summarization_dataset.TextSummarizationDatasetConfig"><code class="docutils literal notranslate"><span class="pre">TextSummarizationDatasetConfig</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.data.datasets.html#module-hezar.data.datasets">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">#</a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="hezar.data.data_collators.html">hezar.data.data_collators module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.data.data_collators.html#hezar.data.data_collators.CharLevelOCRDataCollator"><code class="docutils literal notranslate"><span class="pre">CharLevelOCRDataCollator</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.data.data_collators.html#hezar.data.data_collators.ImageCaptioningDataCollator"><code class="docutils literal notranslate"><span class="pre">ImageCaptioningDataCollator</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.data.data_collators.html#hezar.data.data_collators.SequenceLabelingDataCollator"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingDataCollator</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.data.data_collators.html#hezar.data.data_collators.TextGenerationDataCollator"><code class="docutils literal notranslate"><span class="pre">TextGenerationDataCollator</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.data.data_collators.html#hezar.data.data_collators.TextPaddingDataCollator"><code class="docutils literal notranslate"><span class="pre">TextPaddingDataCollator</span></code></a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-hezar.data">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-hezar.data" title="Link to this heading">#</a></h2>
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diff --git a/source/hezar.embeddings.embedding.html b/source/hezar.embeddings.embedding.html
new file mode 100644
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+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../">
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+
+    <link rel="shortcut icon" href="../_static/hezar_logo.svg"/><!-- Generated with Sphinx 7.2.6 and Furo 2023.09.10 -->
+        <title>hezar.embeddings.embedding module - Hezar Documentation</title>
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+  body {
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
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+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
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+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
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+          <section id="module-hezar.embeddings.embedding">
+<span id="hezar-embeddings-embedding-module"></span><h1>hezar.embeddings.embedding module<a class="headerlink" href="#module-hezar.embeddings.embedding" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.embeddings.embedding.Embedding">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.embeddings.embedding.</span></span><span class="sig-name descname"><span class="pre">Embedding</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.configs.html#hezar.configs.EmbeddingConfig" title="hezar.configs.EmbeddingConfig"><span class="pre">EmbeddingConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">embedding_file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vectors_file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/embeddings/embedding.html#Embedding"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.embeddings.embedding.Embedding" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>Base class for all embeddings.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>config</strong> – An EmbeddingConfig object to construct the embedding.</p></li>
+<li><p><strong>embedding_file</strong> (<em>str</em>) – Path to the embedding file.</p></li>
+<li><p><strong>vectors_file</strong> (<em>str</em>) – Path to the vectors file.</p></li>
+<li><p><strong>**kwargs</strong> – Extra embedding config parameters passed as keyword arguments.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.embeddings.embedding.Embedding.build">
+<span class="sig-name descname"><span class="pre">build</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/embeddings/embedding.html#Embedding.build"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.embeddings.embedding.Embedding.build" title="Link to this definition">#</a></dt>
+<dd><p>Build the embedding model.</p>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.embeddings.embedding.Embedding.config_filename">
+<span class="sig-name descname"><span class="pre">config_filename</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'embedding_config.yaml'</span></em><a class="headerlink" href="#hezar.embeddings.embedding.Embedding.config_filename" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.embeddings.embedding.Embedding.doesnt_match">
+<span class="sig-name descname"><span class="pre">doesnt_match</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">words</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/embeddings/embedding.html#Embedding.doesnt_match"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.embeddings.embedding.Embedding.doesnt_match" title="Link to this definition">#</a></dt>
+<dd><p>Get the word that doesn’t match the others in a list.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>words</strong> (<em>List</em><em>[</em><em>str</em><em>]</em>) – List of words.</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.embeddings.embedding.Embedding.filename">
+<span class="sig-name descname"><span class="pre">filename</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'embedding.bin'</span></em><a class="headerlink" href="#hezar.embeddings.embedding.Embedding.filename" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.embeddings.embedding.Embedding.from_file">
+<span class="sig-name descname"><span class="pre">from_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">embedding_path</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vectors_path</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/embeddings/embedding.html#Embedding.from_file"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.embeddings.embedding.Embedding.from_file" title="Link to this definition">#</a></dt>
+<dd><p>Load the embedding model from file.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>embedding_path</strong> (<em>str</em>) – Path to the embedding file.</p></li>
+<li><p><strong>vectors_path</strong> (<em>str</em>) – Path to the vectors file.</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.embeddings.embedding.Embedding.get_normed_vectors">
+<span class="sig-name descname"><span class="pre">get_normed_vectors</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/embeddings/embedding.html#Embedding.get_normed_vectors"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.embeddings.embedding.Embedding.get_normed_vectors" title="Link to this definition">#</a></dt>
+<dd><p>Get normalized word vectors.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.embeddings.embedding.Embedding.index2word">
+<span class="sig-name descname"><span class="pre">index2word</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">index</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/embeddings/embedding.html#Embedding.index2word"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.embeddings.embedding.Embedding.index2word" title="Link to this definition">#</a></dt>
+<dd><p>Get the word corresponding to a given index.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>index</strong> (<em>int</em>) – Input index.</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Word corresponding to the index.</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>str</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.embeddings.embedding.Embedding.load">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">load</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">hub_or_local_path</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config_filename</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">embedding_file</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vectors_file</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">subfolder</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cache_dir</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#hezar.embeddings.embedding.Embedding" title="hezar.embeddings.embedding.Embedding"><span class="pre">Embedding</span></a></span></span><a class="reference internal" href="../_modules/hezar/embeddings/embedding.html#Embedding.load"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.embeddings.embedding.Embedding.load" title="Link to this definition">#</a></dt>
+<dd><p>Load an embedding model from a local or Hugging Face Hub path.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>hub_or_local_path</strong> – Path to the local directory or the Hugging Face Hub repository.</p></li>
+<li><p><strong>config_filename</strong> (<em>str</em>) – Configuration file name.</p></li>
+<li><p><strong>embedding_file</strong> (<em>str</em>) – Embedding file name.</p></li>
+<li><p><strong>vectors_file</strong> (<em>str</em>) – Vectors file name.</p></li>
+<li><p><strong>subfolder</strong> (<em>str</em>) – Subfolder within the repository.</p></li>
+<li><p><strong>cache_dir</strong> (<em>str</em>) – Path to cache directory</p></li>
+<li><p><strong>**kwargs</strong> – Additional keyword arguments.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Loaded Embedding object.</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p><a class="reference internal" href="#hezar.embeddings.embedding.Embedding" title="hezar.embeddings.embedding.Embedding">Embedding</a></p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.embeddings.embedding.Embedding.most_similar">
+<span class="sig-name descname"><span class="pre">most_similar</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">word</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">top_n</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/embeddings/embedding.html#Embedding.most_similar"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.embeddings.embedding.Embedding.most_similar" title="Link to this definition">#</a></dt>
+<dd><p>Get the most similar words to a given word.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>word</strong> (<em>str</em>) – Input word.</p></li>
+<li><p><strong>top_n</strong> (<em>int</em>) – Number of similar words to retrieve.</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.embeddings.embedding.Embedding.push_to_hub">
+<span class="sig-name descname"><span class="pre">push_to_hub</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">repo_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">commit_message</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">subfolder</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vectors_filename</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config_filename</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">private</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/embeddings/embedding.html#Embedding.push_to_hub"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.embeddings.embedding.Embedding.push_to_hub" title="Link to this definition">#</a></dt>
+<dd><p>Push the embedding model to the Hugging Face Hub.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>repo_id</strong> – ID of the Hugging Face Hub repository.</p></li>
+<li><p><strong>commit_message</strong> (<em>str</em>) – Commit message.</p></li>
+<li><p><strong>subfolder</strong> (<em>str</em>) – Subfolder within the repository.</p></li>
+<li><p><strong>filename</strong> (<em>str</em>) – Name of the embedding file.</p></li>
+<li><p><strong>vectors_filename</strong> (<em>str</em>) – Name of the vectors file.</p></li>
+<li><p><strong>config_filename</strong> (<em>str</em>) – Configuration file name.</p></li>
+<li><p><strong>private</strong> (<em>bool</em>) – Whether the repository is private.</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.embeddings.embedding.Embedding.required_backends">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[]</span></em><a class="headerlink" href="#hezar.embeddings.embedding.Embedding.required_backends" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.embeddings.embedding.Embedding.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">os.PathLike</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">subfolder</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config_filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/embeddings/embedding.html#Embedding.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.embeddings.embedding.Embedding.save" title="Link to this definition">#</a></dt>
+<dd><p>Save the embedding model to a specified path.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>path</strong> (<em>str</em><em> | </em><em>os.PathLike</em>) – Path to save the embedding model.</p></li>
+<li><p><strong>filename</strong> (<em>str</em>) – Name of the embedding file.</p></li>
+<li><p><strong>subfolder</strong> (<em>str</em>) – Subfolder within the path.</p></li>
+<li><p><strong>save_config</strong> (<em>bool</em>) – Whether to save the configuration.</p></li>
+<li><p><strong>config_filename</strong> (<em>str</em>) – Configuration file name.</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.embeddings.embedding.Embedding.similarity">
+<span class="sig-name descname"><span class="pre">similarity</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">word1</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">word2</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/embeddings/embedding.html#Embedding.similarity"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.embeddings.embedding.Embedding.similarity" title="Link to this definition">#</a></dt>
+<dd><p>Get the similarity between two words.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>word1</strong> (<em>str</em>) – First word.</p></li>
+<li><p><strong>word2</strong> (<em>str</em>) – Second word.</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.embeddings.embedding.Embedding.subfolder">
+<span class="sig-name descname"><span class="pre">subfolder</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'embedding'</span></em><a class="headerlink" href="#hezar.embeddings.embedding.Embedding.subfolder" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.embeddings.embedding.Embedding.torch_embedding">
+<span class="sig-name descname"><span class="pre">torch_embedding</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/embeddings/embedding.html#Embedding.torch_embedding"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.embeddings.embedding.Embedding.torch_embedding" title="Link to this definition">#</a></dt>
+<dd><p>Convert the embedding model to a PyTorch Embedding layer.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>PyTorch Embedding layer.</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>torch.nn.Embedding</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.embeddings.embedding.Embedding.train">
+<span class="sig-name descname"><span class="pre">train</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dataset</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">epochs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/embeddings/embedding.html#Embedding.train"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.embeddings.embedding.Embedding.train" title="Link to this definition">#</a></dt>
+<dd><p>Train the embedding model on a dataset.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>dataset</strong> – The training dataset.</p></li>
+<li><p><strong>epochs</strong> – Number of training epochs.</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="hezar.embeddings.embedding.Embedding.vectors">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">vectors</span></span><a class="headerlink" href="#hezar.embeddings.embedding.Embedding.vectors" title="Link to this definition">#</a></dt>
+<dd><p>Get the all vectors array/tensor.</p>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.embeddings.embedding.Embedding.vectors_filename">
+<span class="sig-name descname"><span class="pre">vectors_filename</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'embedding.bin.wv.vectors.npy'</span></em><a class="headerlink" href="#hezar.embeddings.embedding.Embedding.vectors_filename" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="hezar.embeddings.embedding.Embedding.vocab">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">vocab</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#hezar.embeddings.embedding.Embedding.vocab" title="Link to this definition">#</a></dt>
+<dd><p>Get the vocabulary.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.embeddings.embedding.Embedding.word2index">
+<span class="sig-name descname"><span class="pre">word2index</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">word</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/embeddings/embedding.html#Embedding.word2index"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.embeddings.embedding.Embedding.word2index" title="Link to this definition">#</a></dt>
+<dd><p>Get the index of a word in the vocabulary.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>word</strong> (<em>str</em>) – Input word.</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Index of the word.</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>int</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="hezar.embeddings.embedding.Embedding.word_vectors">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">word_vectors</span></span><a class="headerlink" href="#hezar.embeddings.embedding.Embedding.word_vectors" title="Link to this definition">#</a></dt>
+<dd><p>vector.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Get key</p>
+</dd>
+<dt class="field-even">Type<span class="colon">:</span></dt>
+<dd class="field-even"><p>value pairs of word</p>
+</dd>
+</dl>
+</dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
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+            On this page
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+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.embeddings.embedding module</a><ul>
+<li><a class="reference internal" href="#hezar.embeddings.embedding.Embedding"><code class="docutils literal notranslate"><span class="pre">Embedding</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.embeddings.embedding.Embedding.build"><code class="docutils literal notranslate"><span class="pre">Embedding.build()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.embedding.Embedding.config_filename"><code class="docutils literal notranslate"><span class="pre">Embedding.config_filename</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.embedding.Embedding.doesnt_match"><code class="docutils literal notranslate"><span class="pre">Embedding.doesnt_match()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.embedding.Embedding.filename"><code class="docutils literal notranslate"><span class="pre">Embedding.filename</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.embedding.Embedding.from_file"><code class="docutils literal notranslate"><span class="pre">Embedding.from_file()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.embedding.Embedding.get_normed_vectors"><code class="docutils literal notranslate"><span class="pre">Embedding.get_normed_vectors()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.embedding.Embedding.index2word"><code class="docutils literal notranslate"><span class="pre">Embedding.index2word()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.embedding.Embedding.load"><code class="docutils literal notranslate"><span class="pre">Embedding.load()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.embedding.Embedding.most_similar"><code class="docutils literal notranslate"><span class="pre">Embedding.most_similar()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.embedding.Embedding.push_to_hub"><code class="docutils literal notranslate"><span class="pre">Embedding.push_to_hub()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.embedding.Embedding.required_backends"><code class="docutils literal notranslate"><span class="pre">Embedding.required_backends</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.embedding.Embedding.save"><code class="docutils literal notranslate"><span class="pre">Embedding.save()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.embedding.Embedding.similarity"><code class="docutils literal notranslate"><span class="pre">Embedding.similarity()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.embedding.Embedding.subfolder"><code class="docutils literal notranslate"><span class="pre">Embedding.subfolder</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.embedding.Embedding.torch_embedding"><code class="docutils literal notranslate"><span class="pre">Embedding.torch_embedding()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.embedding.Embedding.train"><code class="docutils literal notranslate"><span class="pre">Embedding.train()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.embedding.Embedding.vectors"><code class="docutils literal notranslate"><span class="pre">Embedding.vectors</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.embedding.Embedding.vectors_filename"><code class="docutils literal notranslate"><span class="pre">Embedding.vectors_filename</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.embedding.Embedding.vocab"><code class="docutils literal notranslate"><span class="pre">Embedding.vocab</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.embedding.Embedding.word2index"><code class="docutils literal notranslate"><span class="pre">Embedding.word2index()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.embedding.Embedding.word_vectors"><code class="docutils literal notranslate"><span class="pre">Embedding.word_vectors</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
+          </div>
+        </div>
+      </div>
+      
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\ No newline at end of file
diff --git a/source/hezar.embeddings.fasttext.html b/source/hezar.embeddings.fasttext.html
new file mode 100644
index 00000000..23765720
--- /dev/null
+++ b/source/hezar.embeddings.fasttext.html
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.distilbert.html">hezar.models.backbone.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" role="switch" type="checkbox"/><label for="toctree-checkbox-13"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert.html">hezar.models.backbone.distilbert.distilbert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
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+          <section id="module-hezar.embeddings.fasttext">
+<span id="hezar-embeddings-fasttext-module"></span><h1>hezar.embeddings.fasttext module<a class="headerlink" href="#module-hezar.embeddings.fasttext" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.embeddings.fasttext.FastText">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.embeddings.fasttext.</span></span><span class="sig-name descname"><span class="pre">FastText</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#hezar.embeddings.fasttext.FastTextConfig" title="hezar.embeddings.fasttext.FastTextConfig"><span class="pre">FastTextConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">embedding_file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vectors_file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/embeddings/fasttext.html#FastText"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.embeddings.fasttext.FastText" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding" title="hezar.embeddings.embedding.Embedding"><code class="xref py py-class docutils literal notranslate"><span class="pre">Embedding</span></code></a></p>
+<p>FastText embedding class.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>config</strong> (<a class="reference internal" href="#hezar.embeddings.fasttext.FastTextConfig" title="hezar.embeddings.fasttext.FastTextConfig"><em>FastTextConfig</em></a>) – Configuration object.</p></li>
+<li><p><strong>embedding_file</strong> (<em>str</em>) – Path to the embedding file.</p></li>
+<li><p><strong>vectors_file</strong> (<em>str</em>) – Path to the vectors file.</p></li>
+<li><p><strong>**kwargs</strong> – Additional config parameters given as keyword arguments.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.embeddings.fasttext.FastText.build">
+<span class="sig-name descname"><span class="pre">build</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/embeddings/fasttext.html#FastText.build"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.embeddings.fasttext.FastText.build" title="Link to this definition">#</a></dt>
+<dd><p>Build the FastText embedding model.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>FastText embedding model.</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p><a class="reference internal" href="#hezar.embeddings.fasttext.FastText" title="hezar.embeddings.fasttext.FastText">fasttext.FastText</a></p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.embeddings.fasttext.FastText.doesnt_match">
+<span class="sig-name descname"><span class="pre">doesnt_match</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">words</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/embeddings/fasttext.html#FastText.doesnt_match"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.embeddings.fasttext.FastText.doesnt_match" title="Link to this definition">#</a></dt>
+<dd><p>Get the word that doesn’t match the others in a list.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>words</strong> (<em>List</em><em>[</em><em>str</em><em>]</em>) – List of words.</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Word that doesn’t match.</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>str</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.embeddings.fasttext.FastText.from_file">
+<span class="sig-name descname"><span class="pre">from_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">embedding_path</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vectors_path</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/embeddings/fasttext.html#FastText.from_file"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.embeddings.fasttext.FastText.from_file" title="Link to this definition">#</a></dt>
+<dd><p>Load the FastText embedding model from file.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>embedding_path</strong> (<em>str</em>) – Path to the embedding file.</p></li>
+<li><p><strong>vectors_path</strong> (<em>str</em>) – Path to the vectors file.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Loaded FastText embedding model.</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p><a class="reference internal" href="#hezar.embeddings.fasttext.FastText" title="hezar.embeddings.fasttext.FastText">fasttext.FastText</a></p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.embeddings.fasttext.FastText.get_normed_vectors">
+<span class="sig-name descname"><span class="pre">get_normed_vectors</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/embeddings/fasttext.html#FastText.get_normed_vectors"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.embeddings.fasttext.FastText.get_normed_vectors" title="Link to this definition">#</a></dt>
+<dd><p>Get normalized word vectors.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.embeddings.fasttext.FastText.most_similar">
+<span class="sig-name descname"><span class="pre">most_similar</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">word</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">top_n</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/embeddings/fasttext.html#FastText.most_similar"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.embeddings.fasttext.FastText.most_similar" title="Link to this definition">#</a></dt>
+<dd><p>Get the most similar words to a given word.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>word</strong> (<em>str</em>) – Input word.</p></li>
+<li><p><strong>top_n</strong> (<em>int</em>) – Number of similar words to retrieve.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>List of dictionaries containing ‘word’ and ‘score’.</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>List[Dict[str, str | float]]</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.embeddings.fasttext.FastText.required_backends">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[Backends.GENSIM]</span></em><a class="headerlink" href="#hezar.embeddings.fasttext.FastText.required_backends" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.embeddings.fasttext.FastText.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">os.PathLike</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">subfolder</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config_filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/embeddings/fasttext.html#FastText.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.embeddings.fasttext.FastText.save" title="Link to this definition">#</a></dt>
+<dd><p>Save the FastText embedding model to a specified path.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>path</strong> (<em>str</em><em> | </em><em>os.PathLike</em>) – Path to save the embedding model.</p></li>
+<li><p><strong>filename</strong> (<em>str</em>) – Name of the embedding file.</p></li>
+<li><p><strong>subfolder</strong> (<em>str</em>) – Subfolder within the path.</p></li>
+<li><p><strong>save_config</strong> (<em>bool</em>) – Whether to save the configuration.</p></li>
+<li><p><strong>config_filename</strong> (<em>str</em>) – Configuration file name.</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.embeddings.fasttext.FastText.similarity">
+<span class="sig-name descname"><span class="pre">similarity</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">word1</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">word2</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/embeddings/fasttext.html#FastText.similarity"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.embeddings.fasttext.FastText.similarity" title="Link to this definition">#</a></dt>
+<dd><p>Get the similarity between two words.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>word1</strong> (<em>str</em>) – First word.</p></li>
+<li><p><strong>word2</strong> (<em>str</em>) – Second word.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Similarity score.</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.embeddings.fasttext.FastText.train">
+<span class="sig-name descname"><span class="pre">train</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dataset</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">epochs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/embeddings/fasttext.html#FastText.train"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.embeddings.fasttext.FastText.train" title="Link to this definition">#</a></dt>
+<dd><p>Train the FastText embedding model.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>dataset</strong> (<em>List</em><em>[</em><em>str</em><em>]</em>) – List of sentences for training.</p></li>
+<li><p><strong>epochs</strong> (<em>int</em>) – Number of training epochs.</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="hezar.embeddings.fasttext.FastText.vectors">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">vectors</span></span><a class="headerlink" href="#hezar.embeddings.fasttext.FastText.vectors" title="Link to this definition">#</a></dt>
+<dd><p>Get all vectors.</p>
+</dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="hezar.embeddings.fasttext.FastText.vocab">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">vocab</span></span><a class="headerlink" href="#hezar.embeddings.fasttext.FastText.vocab" title="Link to this definition">#</a></dt>
+<dd><p>Get vocabulary.</p>
+</dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="hezar.embeddings.fasttext.FastText.word_vectors">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">word_vectors</span></span><a class="headerlink" href="#hezar.embeddings.fasttext.FastText.word_vectors" title="Link to this definition">#</a></dt>
+<dd><p>Get word vectors.</p>
+</dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.embeddings.fasttext.FastTextConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.embeddings.fasttext.</span></span><span class="sig-name descname"><span class="pre">FastTextConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">bypass_version_check</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataset_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vector_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">300</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">window</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alpha</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.025</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_count</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">seed</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">workers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_alpha</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.0001</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">train_algorithm</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'skipgram'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'cbow'</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'skipgram'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cbow_mean</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">epochs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/embeddings/fasttext.html#FastTextConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.embeddings.fasttext.FastTextConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.EmbeddingConfig" title="hezar.configs.EmbeddingConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">EmbeddingConfig</span></code></a></p>
+<p>Configuration class for FastText embeddings.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.embeddings.fasttext.FastTextConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#hezar.embeddings.fasttext.FastTextConfig.name" title="Link to this definition">#</a></dt>
+<dd><p>Name of the embedding.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>str</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.embeddings.fasttext.FastTextConfig.dataset_path">
+<span class="sig-name descname"><span class="pre">dataset_path</span></span><a class="headerlink" href="#hezar.embeddings.fasttext.FastTextConfig.dataset_path" title="Link to this definition">#</a></dt>
+<dd><p>Path to the dataset.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>str</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.embeddings.fasttext.FastTextConfig.vector_size">
+<span class="sig-name descname"><span class="pre">vector_size</span></span><a class="headerlink" href="#hezar.embeddings.fasttext.FastTextConfig.vector_size" title="Link to this definition">#</a></dt>
+<dd><p>Size of the word vectors.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>int</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.embeddings.fasttext.FastTextConfig.window">
+<span class="sig-name descname"><span class="pre">window</span></span><a class="headerlink" href="#hezar.embeddings.fasttext.FastTextConfig.window" title="Link to this definition">#</a></dt>
+<dd><p>Window size for context words.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>int</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.embeddings.fasttext.FastTextConfig.alpha">
+<span class="sig-name descname"><span class="pre">alpha</span></span><a class="headerlink" href="#hezar.embeddings.fasttext.FastTextConfig.alpha" title="Link to this definition">#</a></dt>
+<dd><p>Learning rate.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.embeddings.fasttext.FastTextConfig.min_count">
+<span class="sig-name descname"><span class="pre">min_count</span></span><a class="headerlink" href="#hezar.embeddings.fasttext.FastTextConfig.min_count" title="Link to this definition">#</a></dt>
+<dd><p>Ignores all words with a total frequency lower than this.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>int</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.embeddings.fasttext.FastTextConfig.seed">
+<span class="sig-name descname"><span class="pre">seed</span></span><a class="headerlink" href="#hezar.embeddings.fasttext.FastTextConfig.seed" title="Link to this definition">#</a></dt>
+<dd><p>Seed for random number generation.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>int</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.embeddings.fasttext.FastTextConfig.workers">
+<span class="sig-name descname"><span class="pre">workers</span></span><a class="headerlink" href="#hezar.embeddings.fasttext.FastTextConfig.workers" title="Link to this definition">#</a></dt>
+<dd><p>Number of workers for training.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>int</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.embeddings.fasttext.FastTextConfig.min_alpha">
+<span class="sig-name descname"><span class="pre">min_alpha</span></span><a class="headerlink" href="#hezar.embeddings.fasttext.FastTextConfig.min_alpha" title="Link to this definition">#</a></dt>
+<dd><p>Minimum learning rate.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.embeddings.fasttext.FastTextConfig.train_algorithm">
+<span class="sig-name descname"><span class="pre">train_algorithm</span></span><a class="headerlink" href="#hezar.embeddings.fasttext.FastTextConfig.train_algorithm" title="Link to this definition">#</a></dt>
+<dd><p>Training algorithm, either ‘skipgram’ or ‘cbow’.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Literal[“skipgram”, “cbow”]</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.embeddings.fasttext.FastTextConfig.cbow_mean">
+<span class="sig-name descname"><span class="pre">cbow_mean</span></span><a class="headerlink" href="#hezar.embeddings.fasttext.FastTextConfig.cbow_mean" title="Link to this definition">#</a></dt>
+<dd><p>Constant for CBOW. Default is 1.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>int</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.embeddings.fasttext.FastTextConfig.epochs">
+<span class="sig-name descname"><span class="pre">epochs</span></span><a class="headerlink" href="#hezar.embeddings.fasttext.FastTextConfig.epochs" title="Link to this definition">#</a></dt>
+<dd><p>Number of training epochs. Default is 5.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>int</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="id0">
+<span class="sig-name descname"><span class="pre">alpha</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.025</span></em><a class="headerlink" href="#id0" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="id1">
+<span class="sig-name descname"><span class="pre">cbow_mean</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1</span></em><a class="headerlink" href="#id1" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="id2">
+<span class="sig-name descname"><span class="pre">dataset_path</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#id2" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="id3">
+<span class="sig-name descname"><span class="pre">epochs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">5</span></em><a class="headerlink" href="#id3" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="id4">
+<span class="sig-name descname"><span class="pre">min_alpha</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.0001</span></em><a class="headerlink" href="#id4" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="id5">
+<span class="sig-name descname"><span class="pre">min_count</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1</span></em><a class="headerlink" href="#id5" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="id6">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'fasttext'</span></em><a class="headerlink" href="#id6" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="id7">
+<span class="sig-name descname"><span class="pre">seed</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1</span></em><a class="headerlink" href="#id7" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="id8">
+<span class="sig-name descname"><span class="pre">train_algorithm</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'skipgram'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'cbow'</span></span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'skipgram'</span></em><a class="headerlink" href="#id8" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="id9">
+<span class="sig-name descname"><span class="pre">vector_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">300</span></em><a class="headerlink" href="#id9" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="id10">
+<span class="sig-name descname"><span class="pre">window</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">5</span></em><a class="headerlink" href="#id10" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="id11">
+<span class="sig-name descname"><span class="pre">workers</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">3</span></em><a class="headerlink" href="#id11" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
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+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.embeddings.fasttext module</a><ul>
+<li><a class="reference internal" href="#hezar.embeddings.fasttext.FastText"><code class="docutils literal notranslate"><span class="pre">FastText</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.embeddings.fasttext.FastText.build"><code class="docutils literal notranslate"><span class="pre">FastText.build()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.fasttext.FastText.doesnt_match"><code class="docutils literal notranslate"><span class="pre">FastText.doesnt_match()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.fasttext.FastText.from_file"><code class="docutils literal notranslate"><span class="pre">FastText.from_file()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.fasttext.FastText.get_normed_vectors"><code class="docutils literal notranslate"><span class="pre">FastText.get_normed_vectors()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.fasttext.FastText.most_similar"><code class="docutils literal notranslate"><span class="pre">FastText.most_similar()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.fasttext.FastText.required_backends"><code class="docutils literal notranslate"><span class="pre">FastText.required_backends</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.fasttext.FastText.save"><code class="docutils literal notranslate"><span class="pre">FastText.save()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.fasttext.FastText.similarity"><code class="docutils literal notranslate"><span class="pre">FastText.similarity()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.fasttext.FastText.train"><code class="docutils literal notranslate"><span class="pre">FastText.train()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.fasttext.FastText.vectors"><code class="docutils literal notranslate"><span class="pre">FastText.vectors</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.fasttext.FastText.vocab"><code class="docutils literal notranslate"><span class="pre">FastText.vocab</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.fasttext.FastText.word_vectors"><code class="docutils literal notranslate"><span class="pre">FastText.word_vectors</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.embeddings.fasttext.FastTextConfig"><code class="docutils literal notranslate"><span class="pre">FastTextConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.embeddings.fasttext.FastTextConfig.name"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.fasttext.FastTextConfig.dataset_path"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.dataset_path</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.fasttext.FastTextConfig.vector_size"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.vector_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.fasttext.FastTextConfig.window"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.window</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.fasttext.FastTextConfig.alpha"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.alpha</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.fasttext.FastTextConfig.min_count"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.min_count</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.fasttext.FastTextConfig.seed"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.seed</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.fasttext.FastTextConfig.workers"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.workers</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.fasttext.FastTextConfig.min_alpha"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.min_alpha</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.fasttext.FastTextConfig.train_algorithm"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.train_algorithm</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.fasttext.FastTextConfig.cbow_mean"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.cbow_mean</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.fasttext.FastTextConfig.epochs"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.epochs</span></code></a></li>
+<li><a class="reference internal" href="#id0"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.alpha</span></code></a></li>
+<li><a class="reference internal" href="#id1"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.cbow_mean</span></code></a></li>
+<li><a class="reference internal" href="#id2"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.dataset_path</span></code></a></li>
+<li><a class="reference internal" href="#id3"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.epochs</span></code></a></li>
+<li><a class="reference internal" href="#id4"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.min_alpha</span></code></a></li>
+<li><a class="reference internal" href="#id5"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.min_count</span></code></a></li>
+<li><a class="reference internal" href="#id6"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#id7"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.seed</span></code></a></li>
+<li><a class="reference internal" href="#id8"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.train_algorithm</span></code></a></li>
+<li><a class="reference internal" href="#id9"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.vector_size</span></code></a></li>
+<li><a class="reference internal" href="#id10"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.window</span></code></a></li>
+<li><a class="reference internal" href="#id11"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.workers</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
+          </div>
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+      </div>
+      
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diff --git a/source/hezar.embeddings.html b/source/hezar.embeddings.html
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+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.f1.html">hezar.metrics.f1 module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.metric.html">hezar.metrics.metric module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.precision.html">hezar.metrics.precision module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.recall.html">hezar.metrics.recall module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.rouge.html">hezar.metrics.rouge module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.seqeval.html">hezar.metrics.seqeval module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.wer.html">hezar.metrics.wer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.models.html">hezar.models package</a><input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" role="switch" type="checkbox"/><label for="toctree-checkbox-10"><div class="visually-hidden">Toggle navigation of hezar.models package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.backbone.html">hezar.models.backbone package</a><input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" role="switch" type="checkbox"/><label for="toctree-checkbox-11"><div class="visually-hidden">Toggle navigation of hezar.models.backbone package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.bert.html">hezar.models.backbone.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" role="switch" type="checkbox"/><label for="toctree-checkbox-12"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.bert.bert.html">hezar.models.backbone.bert.bert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.bert.bert_config.html">hezar.models.backbone.bert.bert_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.distilbert.html">hezar.models.backbone.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" role="switch" type="checkbox"/><label for="toctree-checkbox-13"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert.html">hezar.models.backbone.distilbert.distilbert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
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+          <section id="hezar-embeddings-package">
+<h1>hezar.embeddings package<a class="headerlink" href="#hezar-embeddings-package" title="Link to this heading">#</a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">#</a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="hezar.embeddings.embedding.html">hezar.embeddings.embedding module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding"><code class="docutils literal notranslate"><span class="pre">Embedding</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.build"><code class="docutils literal notranslate"><span class="pre">Embedding.build()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.config_filename"><code class="docutils literal notranslate"><span class="pre">Embedding.config_filename</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.doesnt_match"><code class="docutils literal notranslate"><span class="pre">Embedding.doesnt_match()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.filename"><code class="docutils literal notranslate"><span class="pre">Embedding.filename</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.from_file"><code class="docutils literal notranslate"><span class="pre">Embedding.from_file()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.get_normed_vectors"><code class="docutils literal notranslate"><span class="pre">Embedding.get_normed_vectors()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.index2word"><code class="docutils literal notranslate"><span class="pre">Embedding.index2word()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.load"><code class="docutils literal notranslate"><span class="pre">Embedding.load()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.most_similar"><code class="docutils literal notranslate"><span class="pre">Embedding.most_similar()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.push_to_hub"><code class="docutils literal notranslate"><span class="pre">Embedding.push_to_hub()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.required_backends"><code class="docutils literal notranslate"><span class="pre">Embedding.required_backends</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.save"><code class="docutils literal notranslate"><span class="pre">Embedding.save()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.similarity"><code class="docutils literal notranslate"><span class="pre">Embedding.similarity()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.subfolder"><code class="docutils literal notranslate"><span class="pre">Embedding.subfolder</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.torch_embedding"><code class="docutils literal notranslate"><span class="pre">Embedding.torch_embedding()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.train"><code class="docutils literal notranslate"><span class="pre">Embedding.train()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.vectors"><code class="docutils literal notranslate"><span class="pre">Embedding.vectors</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.vectors_filename"><code class="docutils literal notranslate"><span class="pre">Embedding.vectors_filename</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.vocab"><code class="docutils literal notranslate"><span class="pre">Embedding.vocab</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.word2index"><code class="docutils literal notranslate"><span class="pre">Embedding.word2index()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding.word_vectors"><code class="docutils literal notranslate"><span class="pre">Embedding.word_vectors</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.embeddings.fasttext.html">hezar.embeddings.fasttext module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastText"><code class="docutils literal notranslate"><span class="pre">FastText</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastText.build"><code class="docutils literal notranslate"><span class="pre">FastText.build()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastText.doesnt_match"><code class="docutils literal notranslate"><span class="pre">FastText.doesnt_match()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastText.from_file"><code class="docutils literal notranslate"><span class="pre">FastText.from_file()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastText.get_normed_vectors"><code class="docutils literal notranslate"><span class="pre">FastText.get_normed_vectors()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastText.most_similar"><code class="docutils literal notranslate"><span class="pre">FastText.most_similar()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastText.required_backends"><code class="docutils literal notranslate"><span class="pre">FastText.required_backends</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastText.save"><code class="docutils literal notranslate"><span class="pre">FastText.save()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastText.similarity"><code class="docutils literal notranslate"><span class="pre">FastText.similarity()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastText.train"><code class="docutils literal notranslate"><span class="pre">FastText.train()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastText.vectors"><code class="docutils literal notranslate"><span class="pre">FastText.vectors</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastText.vocab"><code class="docutils literal notranslate"><span class="pre">FastText.vocab</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastText.word_vectors"><code class="docutils literal notranslate"><span class="pre">FastText.word_vectors</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastTextConfig"><code class="docutils literal notranslate"><span class="pre">FastTextConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastTextConfig.name"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastTextConfig.dataset_path"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.dataset_path</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastTextConfig.vector_size"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.vector_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastTextConfig.window"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.window</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastTextConfig.alpha"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.alpha</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastTextConfig.min_count"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.min_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastTextConfig.seed"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.seed</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastTextConfig.workers"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.workers</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastTextConfig.min_alpha"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.min_alpha</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastTextConfig.train_algorithm"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.train_algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastTextConfig.cbow_mean"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.cbow_mean</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastTextConfig.epochs"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.epochs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.fasttext.html#id0"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.alpha</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.fasttext.html#id1"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.cbow_mean</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.fasttext.html#id2"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.dataset_path</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.fasttext.html#id3"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.epochs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.fasttext.html#id4"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.min_alpha</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.fasttext.html#id5"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.min_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.fasttext.html#id6"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.fasttext.html#id7"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.seed</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.fasttext.html#id8"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.train_algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.fasttext.html#id9"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.vector_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.fasttext.html#id10"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.window</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.fasttext.html#id11"><code class="docutils literal notranslate"><span class="pre">FastTextConfig.workers</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.embeddings.word2vec.html">hezar.embeddings.word2vec module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2Vec"><code class="docutils literal notranslate"><span class="pre">Word2Vec</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2Vec.build"><code class="docutils literal notranslate"><span class="pre">Word2Vec.build()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2Vec.doesnt_match"><code class="docutils literal notranslate"><span class="pre">Word2Vec.doesnt_match()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2Vec.from_file"><code class="docutils literal notranslate"><span class="pre">Word2Vec.from_file()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2Vec.get_normed_vectors"><code class="docutils literal notranslate"><span class="pre">Word2Vec.get_normed_vectors()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2Vec.most_similar"><code class="docutils literal notranslate"><span class="pre">Word2Vec.most_similar()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2Vec.required_backends"><code class="docutils literal notranslate"><span class="pre">Word2Vec.required_backends</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2Vec.save"><code class="docutils literal notranslate"><span class="pre">Word2Vec.save()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2Vec.similarity"><code class="docutils literal notranslate"><span class="pre">Word2Vec.similarity()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2Vec.train"><code class="docutils literal notranslate"><span class="pre">Word2Vec.train()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2Vec.vectors"><code class="docutils literal notranslate"><span class="pre">Word2Vec.vectors</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2Vec.vocab"><code class="docutils literal notranslate"><span class="pre">Word2Vec.vocab</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2Vec.word_vectors"><code class="docutils literal notranslate"><span class="pre">Word2Vec.word_vectors</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2VecConfig"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2VecConfig.name"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2VecConfig.dataset_path"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.dataset_path</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2VecConfig.vector_size"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.vector_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2VecConfig.window"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.window</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2VecConfig.alpha"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.alpha</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2VecConfig.min_count"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.min_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2VecConfig.seed"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.seed</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2VecConfig.workers"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.workers</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2VecConfig.min_alpha"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.min_alpha</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2VecConfig.cbow_mean"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.cbow_mean</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2VecConfig.epochs"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.epochs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2VecConfig.train_algorithm"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.train_algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2VecConfig.save_format"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.save_format</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.word2vec.html#id0"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.alpha</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.word2vec.html#id1"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.cbow_mean</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.word2vec.html#id2"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.dataset_path</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.word2vec.html#id3"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.epochs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.word2vec.html#id4"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.min_alpha</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.word2vec.html#id5"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.min_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.word2vec.html#id6"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.word2vec.html#id7"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.save_format</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.word2vec.html#id8"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.seed</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.word2vec.html#id9"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.train_algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.word2vec.html#id10"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.vector_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.word2vec.html#id11"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.window</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.word2vec.html#id12"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.workers</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-hezar.embeddings">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-hezar.embeddings" title="Link to this heading">#</a></h2>
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+          <section id="module-hezar.embeddings.word2vec">
+<span id="hezar-embeddings-word2vec-module"></span><h1>hezar.embeddings.word2vec module<a class="headerlink" href="#module-hezar.embeddings.word2vec" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.embeddings.word2vec.Word2Vec">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.embeddings.word2vec.</span></span><span class="sig-name descname"><span class="pre">Word2Vec</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#hezar.embeddings.word2vec.Word2VecConfig" title="hezar.embeddings.word2vec.Word2VecConfig"><span class="pre">Word2VecConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">embedding_file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vectors_file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/embeddings/word2vec.html#Word2Vec"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.embeddings.word2vec.Word2Vec" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding" title="hezar.embeddings.embedding.Embedding"><code class="xref py py-class docutils literal notranslate"><span class="pre">Embedding</span></code></a></p>
+<p>Word2Vec embedding class.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>config</strong> (<a class="reference internal" href="#hezar.embeddings.word2vec.Word2VecConfig" title="hezar.embeddings.word2vec.Word2VecConfig"><em>Word2VecConfig</em></a>) – Configuration object.</p></li>
+<li><p><strong>embedding_file</strong> (<em>str</em>) – Path to the embedding file.</p></li>
+<li><p><strong>vectors_file</strong> (<em>str</em>) – Path to the vectors file.</p></li>
+<li><p><strong>**kwargs</strong> – Additional config parameters given as keyword arguments.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.embeddings.word2vec.Word2Vec.build">
+<span class="sig-name descname"><span class="pre">build</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/embeddings/word2vec.html#Word2Vec.build"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.embeddings.word2vec.Word2Vec.build" title="Link to this definition">#</a></dt>
+<dd><p>Build the Word2Vec embedding model.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Word2Vec embedding model.</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>gensim.models.Word2Vec</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.embeddings.word2vec.Word2Vec.doesnt_match">
+<span class="sig-name descname"><span class="pre">doesnt_match</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">words</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/embeddings/word2vec.html#Word2Vec.doesnt_match"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.embeddings.word2vec.Word2Vec.doesnt_match" title="Link to this definition">#</a></dt>
+<dd><p>Get the word that doesn’t match the others in a list.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>words</strong> (<em>List</em><em>[</em><em>str</em><em>]</em>) – List of words.</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Word that doesn’t match.</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>str</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.embeddings.word2vec.Word2Vec.from_file">
+<span class="sig-name descname"><span class="pre">from_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">embedding_path</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vectors_path</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/embeddings/word2vec.html#Word2Vec.from_file"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.embeddings.word2vec.Word2Vec.from_file" title="Link to this definition">#</a></dt>
+<dd><p>Load the Word2Vec embedding model from file.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>embedding_path</strong> (<em>str</em>) – Path to the embedding file.</p></li>
+<li><p><strong>vectors_path</strong> (<em>str</em>) – Path to the vectors file.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Raises<span class="colon">:</span></dt>
+<dd class="field-even"><p><strong>ValueError</strong> – If vectors file is not found.</p>
+</dd>
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Loaded Word2Vec embedding model.</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>gensim.models.Word2Vec</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.embeddings.word2vec.Word2Vec.get_normed_vectors">
+<span class="sig-name descname"><span class="pre">get_normed_vectors</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/embeddings/word2vec.html#Word2Vec.get_normed_vectors"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.embeddings.word2vec.Word2Vec.get_normed_vectors" title="Link to this definition">#</a></dt>
+<dd><p>Get normalized word vectors.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Normed word vectors.</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>Any</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.embeddings.word2vec.Word2Vec.most_similar">
+<span class="sig-name descname"><span class="pre">most_similar</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">word</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">top_n</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/embeddings/word2vec.html#Word2Vec.most_similar"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.embeddings.word2vec.Word2Vec.most_similar" title="Link to this definition">#</a></dt>
+<dd><p>Get the most similar words to a given word.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>word</strong> (<em>str</em>) – Input word.</p></li>
+<li><p><strong>top_n</strong> (<em>int</em>) – Number of similar words to retrieve.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>List of dictionaries containing ‘word’ and ‘score’.</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>List[Dict[str, str | float]]</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.embeddings.word2vec.Word2Vec.required_backends">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[Backends.GENSIM]</span></em><a class="headerlink" href="#hezar.embeddings.word2vec.Word2Vec.required_backends" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.embeddings.word2vec.Word2Vec.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">os.PathLike</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">subfolder</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config_filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/embeddings/word2vec.html#Word2Vec.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.embeddings.word2vec.Word2Vec.save" title="Link to this definition">#</a></dt>
+<dd><p>Save the Word2Vec embedding model to a specified path.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>path</strong> (<em>str</em><em> | </em><em>os.PathLike</em>) – Path to save the embedding model.</p></li>
+<li><p><strong>filename</strong> (<em>str</em>) – Name of the embedding file.</p></li>
+<li><p><strong>subfolder</strong> (<em>str</em>) – Subfolder within the path.</p></li>
+<li><p><strong>save_config</strong> (<em>bool</em>) – Whether to save the configuration.</p></li>
+<li><p><strong>config_filename</strong> (<em>str</em>) – Configuration file name.</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.embeddings.word2vec.Word2Vec.similarity">
+<span class="sig-name descname"><span class="pre">similarity</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">word1</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">word2</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/embeddings/word2vec.html#Word2Vec.similarity"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.embeddings.word2vec.Word2Vec.similarity" title="Link to this definition">#</a></dt>
+<dd><p>Get the similarity between two words.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>word1</strong> (<em>str</em>) – First word.</p></li>
+<li><p><strong>word2</strong> (<em>str</em>) – Second word.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Similarity score.</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.embeddings.word2vec.Word2Vec.train">
+<span class="sig-name descname"><span class="pre">train</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dataset</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">epochs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/embeddings/word2vec.html#Word2Vec.train"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.embeddings.word2vec.Word2Vec.train" title="Link to this definition">#</a></dt>
+<dd><p>Train the Word2Vec embedding model.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>dataset</strong> (<em>List</em><em>[</em><em>str</em><em>]</em>) – List of sentences for training.</p></li>
+<li><p><strong>epochs</strong> (<em>int</em>) – Number of training epochs.</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="hezar.embeddings.word2vec.Word2Vec.vectors">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">vectors</span></span><a class="headerlink" href="#hezar.embeddings.word2vec.Word2Vec.vectors" title="Link to this definition">#</a></dt>
+<dd><p>Get all vectors.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>All vectors.</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>numpy.ndarray</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="hezar.embeddings.word2vec.Word2Vec.vocab">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">vocab</span></span><a class="headerlink" href="#hezar.embeddings.word2vec.Word2Vec.vocab" title="Link to this definition">#</a></dt>
+<dd><p>Get vocabulary.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Vocabulary.</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>Dict[str, int]</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="hezar.embeddings.word2vec.Word2Vec.word_vectors">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">word_vectors</span></span><a class="headerlink" href="#hezar.embeddings.word2vec.Word2Vec.word_vectors" title="Link to this definition">#</a></dt>
+<dd><p>Get word vectors.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Word vectors.</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>gensim.models.keyedvectors.KeyedVectors</p>
+</dd>
+</dl>
+</dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.embeddings.word2vec.Word2VecConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.embeddings.word2vec.</span></span><span class="sig-name descname"><span class="pre">Word2VecConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">bypass_version_check</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataset_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vector_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">300</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">window</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alpha</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.025</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_count</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">seed</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">workers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_alpha</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.0001</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cbow_mean</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">epochs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">train_algorithm</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'skipgram'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'cbow'</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'skipgram'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_format</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'binary'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'text'</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'binary'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/embeddings/word2vec.html#Word2VecConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.embeddings.word2vec.Word2VecConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.EmbeddingConfig" title="hezar.configs.EmbeddingConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">EmbeddingConfig</span></code></a></p>
+<p>Configuration class for Word2Vec embeddings.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.embeddings.word2vec.Word2VecConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#hezar.embeddings.word2vec.Word2VecConfig.name" title="Link to this definition">#</a></dt>
+<dd><p>Name of the embedding.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>str</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.embeddings.word2vec.Word2VecConfig.dataset_path">
+<span class="sig-name descname"><span class="pre">dataset_path</span></span><a class="headerlink" href="#hezar.embeddings.word2vec.Word2VecConfig.dataset_path" title="Link to this definition">#</a></dt>
+<dd><p>Path to the dataset.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>str</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.embeddings.word2vec.Word2VecConfig.vector_size">
+<span class="sig-name descname"><span class="pre">vector_size</span></span><a class="headerlink" href="#hezar.embeddings.word2vec.Word2VecConfig.vector_size" title="Link to this definition">#</a></dt>
+<dd><p>Size of the word vectors.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>int</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.embeddings.word2vec.Word2VecConfig.window">
+<span class="sig-name descname"><span class="pre">window</span></span><a class="headerlink" href="#hezar.embeddings.word2vec.Word2VecConfig.window" title="Link to this definition">#</a></dt>
+<dd><p>Window size for context words.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>int</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.embeddings.word2vec.Word2VecConfig.alpha">
+<span class="sig-name descname"><span class="pre">alpha</span></span><a class="headerlink" href="#hezar.embeddings.word2vec.Word2VecConfig.alpha" title="Link to this definition">#</a></dt>
+<dd><p>Learning rate.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.embeddings.word2vec.Word2VecConfig.min_count">
+<span class="sig-name descname"><span class="pre">min_count</span></span><a class="headerlink" href="#hezar.embeddings.word2vec.Word2VecConfig.min_count" title="Link to this definition">#</a></dt>
+<dd><p>Ignores all words with a total frequency lower than this.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>int</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.embeddings.word2vec.Word2VecConfig.seed">
+<span class="sig-name descname"><span class="pre">seed</span></span><a class="headerlink" href="#hezar.embeddings.word2vec.Word2VecConfig.seed" title="Link to this definition">#</a></dt>
+<dd><p>Seed for random number generation.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>int</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.embeddings.word2vec.Word2VecConfig.workers">
+<span class="sig-name descname"><span class="pre">workers</span></span><a class="headerlink" href="#hezar.embeddings.word2vec.Word2VecConfig.workers" title="Link to this definition">#</a></dt>
+<dd><p>Number of workers for training.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>int</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.embeddings.word2vec.Word2VecConfig.min_alpha">
+<span class="sig-name descname"><span class="pre">min_alpha</span></span><a class="headerlink" href="#hezar.embeddings.word2vec.Word2VecConfig.min_alpha" title="Link to this definition">#</a></dt>
+<dd><p>Minimum learning rate.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.embeddings.word2vec.Word2VecConfig.cbow_mean">
+<span class="sig-name descname"><span class="pre">cbow_mean</span></span><a class="headerlink" href="#hezar.embeddings.word2vec.Word2VecConfig.cbow_mean" title="Link to this definition">#</a></dt>
+<dd><p>Constant for CBOW. Default is 1.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>int</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.embeddings.word2vec.Word2VecConfig.epochs">
+<span class="sig-name descname"><span class="pre">epochs</span></span><a class="headerlink" href="#hezar.embeddings.word2vec.Word2VecConfig.epochs" title="Link to this definition">#</a></dt>
+<dd><p>Number of training epochs. Default is 5.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>int</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.embeddings.word2vec.Word2VecConfig.train_algorithm">
+<span class="sig-name descname"><span class="pre">train_algorithm</span></span><a class="headerlink" href="#hezar.embeddings.word2vec.Word2VecConfig.train_algorithm" title="Link to this definition">#</a></dt>
+<dd><p>Training algorithm, either ‘skipgram’ or ‘cbow’.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Literal[“skipgram”, “cbow”]</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.embeddings.word2vec.Word2VecConfig.save_format">
+<span class="sig-name descname"><span class="pre">save_format</span></span><a class="headerlink" href="#hezar.embeddings.word2vec.Word2VecConfig.save_format" title="Link to this definition">#</a></dt>
+<dd><p>Format for saving the model, either ‘binary’ or ‘text’.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Literal[“binary”, “text”]</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="id0">
+<span class="sig-name descname"><span class="pre">alpha</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.025</span></em><a class="headerlink" href="#id0" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="id1">
+<span class="sig-name descname"><span class="pre">cbow_mean</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1</span></em><a class="headerlink" href="#id1" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="id2">
+<span class="sig-name descname"><span class="pre">dataset_path</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#id2" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="id3">
+<span class="sig-name descname"><span class="pre">epochs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">5</span></em><a class="headerlink" href="#id3" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="id4">
+<span class="sig-name descname"><span class="pre">min_alpha</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.0001</span></em><a class="headerlink" href="#id4" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="id5">
+<span class="sig-name descname"><span class="pre">min_count</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1</span></em><a class="headerlink" href="#id5" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="id6">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'word2vec'</span></em><a class="headerlink" href="#id6" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="id7">
+<span class="sig-name descname"><span class="pre">save_format</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'binary'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'text'</span></span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'binary'</span></em><a class="headerlink" href="#id7" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="id8">
+<span class="sig-name descname"><span class="pre">seed</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1</span></em><a class="headerlink" href="#id8" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="id9">
+<span class="sig-name descname"><span class="pre">train_algorithm</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'skipgram'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'cbow'</span></span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'skipgram'</span></em><a class="headerlink" href="#id9" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="id10">
+<span class="sig-name descname"><span class="pre">vector_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">300</span></em><a class="headerlink" href="#id10" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="id11">
+<span class="sig-name descname"><span class="pre">window</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">5</span></em><a class="headerlink" href="#id11" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="id12">
+<span class="sig-name descname"><span class="pre">workers</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">3</span></em><a class="headerlink" href="#id12" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
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+              <a class="muted-link " href="https://t.me/hezarai" aria-label="Telegram"><i class="fa-brands fa-telegram fa-2x" style="color: #229ed9;"></i></a>
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+    </div>
+    <aside class="toc-drawer">
+      
+      
+      <div class="toc-sticky toc-scroll">
+        <div class="toc-title-container">
+          <span class="toc-title">
+            On this page
+          </span>
+        </div>
+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.embeddings.word2vec module</a><ul>
+<li><a class="reference internal" href="#hezar.embeddings.word2vec.Word2Vec"><code class="docutils literal notranslate"><span class="pre">Word2Vec</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.embeddings.word2vec.Word2Vec.build"><code class="docutils literal notranslate"><span class="pre">Word2Vec.build()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.word2vec.Word2Vec.doesnt_match"><code class="docutils literal notranslate"><span class="pre">Word2Vec.doesnt_match()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.word2vec.Word2Vec.from_file"><code class="docutils literal notranslate"><span class="pre">Word2Vec.from_file()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.word2vec.Word2Vec.get_normed_vectors"><code class="docutils literal notranslate"><span class="pre">Word2Vec.get_normed_vectors()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.word2vec.Word2Vec.most_similar"><code class="docutils literal notranslate"><span class="pre">Word2Vec.most_similar()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.word2vec.Word2Vec.required_backends"><code class="docutils literal notranslate"><span class="pre">Word2Vec.required_backends</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.word2vec.Word2Vec.save"><code class="docutils literal notranslate"><span class="pre">Word2Vec.save()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.word2vec.Word2Vec.similarity"><code class="docutils literal notranslate"><span class="pre">Word2Vec.similarity()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.word2vec.Word2Vec.train"><code class="docutils literal notranslate"><span class="pre">Word2Vec.train()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.word2vec.Word2Vec.vectors"><code class="docutils literal notranslate"><span class="pre">Word2Vec.vectors</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.word2vec.Word2Vec.vocab"><code class="docutils literal notranslate"><span class="pre">Word2Vec.vocab</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.word2vec.Word2Vec.word_vectors"><code class="docutils literal notranslate"><span class="pre">Word2Vec.word_vectors</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.embeddings.word2vec.Word2VecConfig"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.embeddings.word2vec.Word2VecConfig.name"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.word2vec.Word2VecConfig.dataset_path"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.dataset_path</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.word2vec.Word2VecConfig.vector_size"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.vector_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.word2vec.Word2VecConfig.window"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.window</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.word2vec.Word2VecConfig.alpha"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.alpha</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.word2vec.Word2VecConfig.min_count"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.min_count</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.word2vec.Word2VecConfig.seed"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.seed</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.word2vec.Word2VecConfig.workers"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.workers</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.word2vec.Word2VecConfig.min_alpha"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.min_alpha</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.word2vec.Word2VecConfig.cbow_mean"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.cbow_mean</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.word2vec.Word2VecConfig.epochs"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.epochs</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.word2vec.Word2VecConfig.train_algorithm"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.train_algorithm</span></code></a></li>
+<li><a class="reference internal" href="#hezar.embeddings.word2vec.Word2VecConfig.save_format"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.save_format</span></code></a></li>
+<li><a class="reference internal" href="#id0"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.alpha</span></code></a></li>
+<li><a class="reference internal" href="#id1"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.cbow_mean</span></code></a></li>
+<li><a class="reference internal" href="#id2"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.dataset_path</span></code></a></li>
+<li><a class="reference internal" href="#id3"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.epochs</span></code></a></li>
+<li><a class="reference internal" href="#id4"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.min_alpha</span></code></a></li>
+<li><a class="reference internal" href="#id5"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.min_count</span></code></a></li>
+<li><a class="reference internal" href="#id6"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#id7"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.save_format</span></code></a></li>
+<li><a class="reference internal" href="#id8"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.seed</span></code></a></li>
+<li><a class="reference internal" href="#id9"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.train_algorithm</span></code></a></li>
+<li><a class="reference internal" href="#id10"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.vector_size</span></code></a></li>
+<li><a class="reference internal" href="#id11"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.window</span></code></a></li>
+<li><a class="reference internal" href="#id12"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig.workers</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
+          </div>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.data.datasets.html#module-hezar.data.datasets">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.data.html#submodules">Submodules</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.data_collators.html">hezar.data.data_collators module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.data.data_collators.html#hezar.data.data_collators.CharLevelOCRDataCollator"><code class="docutils literal notranslate"><span class="pre">CharLevelOCRDataCollator</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.data.data_collators.html#hezar.data.data_collators.ImageCaptioningDataCollator"><code class="docutils literal notranslate"><span class="pre">ImageCaptioningDataCollator</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.data.data_collators.html#hezar.data.data_collators.SequenceLabelingDataCollator"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingDataCollator</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.data.data_collators.html#hezar.data.data_collators.TextGenerationDataCollator"><code class="docutils literal notranslate"><span class="pre">TextGenerationDataCollator</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.data.data_collators.html#hezar.data.data_collators.TextPaddingDataCollator"><code class="docutils literal notranslate"><span class="pre">TextPaddingDataCollator</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.data.html#module-hezar.data">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.embeddings.html">hezar.embeddings package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.embeddings.html#submodules">Submodules</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.embedding.html">hezar.embeddings.embedding module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.embeddings.embedding.html#hezar.embeddings.embedding.Embedding"><code class="docutils literal notranslate"><span class="pre">Embedding</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.fasttext.html">hezar.embeddings.fasttext module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastText"><code class="docutils literal notranslate"><span class="pre">FastText</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.embeddings.fasttext.html#hezar.embeddings.fasttext.FastTextConfig"><code class="docutils literal notranslate"><span class="pre">FastTextConfig</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.word2vec.html">hezar.embeddings.word2vec module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2Vec"><code class="docutils literal notranslate"><span class="pre">Word2Vec</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.embeddings.word2vec.html#hezar.embeddings.word2vec.Word2VecConfig"><code class="docutils literal notranslate"><span class="pre">Word2VecConfig</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.embeddings.html#module-hezar.embeddings">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.metrics.html">hezar.metrics package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.metrics.html#submodules">Submodules</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.accuracy.html">hezar.metrics.accuracy module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.accuracy.html#hezar.metrics.accuracy.Accuracy"><code class="docutils literal notranslate"><span class="pre">Accuracy</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.accuracy.html#hezar.metrics.accuracy.AccuracyConfig"><code class="docutils literal notranslate"><span class="pre">AccuracyConfig</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.bleu.html">hezar.metrics.bleu module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.bleu.html#hezar.metrics.bleu.BLEU"><code class="docutils literal notranslate"><span class="pre">BLEU</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.bleu.html#hezar.metrics.bleu.BLEUConfig"><code class="docutils literal notranslate"><span class="pre">BLEUConfig</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.cer.html">hezar.metrics.cer module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.cer.html#hezar.metrics.cer.CER"><code class="docutils literal notranslate"><span class="pre">CER</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.cer.html#hezar.metrics.cer.CERConfig"><code class="docutils literal notranslate"><span class="pre">CERConfig</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.f1.html">hezar.metrics.f1 module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.f1.html#hezar.metrics.f1.F1"><code class="docutils literal notranslate"><span class="pre">F1</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.f1.html#hezar.metrics.f1.F1Config"><code class="docutils literal notranslate"><span class="pre">F1Config</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.metric.html">hezar.metrics.metric module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.metric.html#hezar.metrics.metric.Metric"><code class="docutils literal notranslate"><span class="pre">Metric</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.precision.html">hezar.metrics.precision module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.precision.html#hezar.metrics.precision.Precision"><code class="docutils literal notranslate"><span class="pre">Precision</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.precision.html#hezar.metrics.precision.PrecisionConfig"><code class="docutils literal notranslate"><span class="pre">PrecisionConfig</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.recall.html">hezar.metrics.recall module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.recall.html#hezar.metrics.recall.Recall"><code class="docutils literal notranslate"><span class="pre">Recall</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.recall.html#hezar.metrics.recall.RecallConfig"><code class="docutils literal notranslate"><span class="pre">RecallConfig</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.rouge.html">hezar.metrics.rouge module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.rouge.html#hezar.metrics.rouge.ROUGE"><code class="docutils literal notranslate"><span class="pre">ROUGE</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.rouge.html#hezar.metrics.rouge.ROUGEConfig"><code class="docutils literal notranslate"><span class="pre">ROUGEConfig</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.seqeval.html">hezar.metrics.seqeval module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.seqeval.html#hezar.metrics.seqeval.Seqeval"><code class="docutils literal notranslate"><span class="pre">Seqeval</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.seqeval.html#hezar.metrics.seqeval.SeqevalConfig"><code class="docutils literal notranslate"><span class="pre">SeqevalConfig</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.wer.html">hezar.metrics.wer module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.wer.html#hezar.metrics.wer.WER"><code class="docutils literal notranslate"><span class="pre">WER</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.wer.html#hezar.metrics.wer.WERConfig"><code class="docutils literal notranslate"><span class="pre">WERConfig</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.metrics.html#module-hezar.metrics">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.html">hezar.models package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.html">hezar.models.backbone package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.backbone.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.backbone.html#module-hezar.models.backbone">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.html">hezar.models.image2text package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.image2text.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.image2text.html#module-hezar.models.image2text">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.mask_filling.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.mask_filling.html#module-contents">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.sequence_labeling.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.sequence_labeling.html#module-hezar.models.sequence_labeling">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.speech_recognition.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.speech_recognition.html#module-hezar.models.speech_recognition">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_classification.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_classification.html#module-hezar.models.text_classification">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html#module-hezar.models.text_embedding">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_generation.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_generation.html#module-hezar.models.text_generation">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.html#submodules">Submodules</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html#hezar.models.model.Model"><code class="docutils literal notranslate"><span class="pre">Model</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html#hezar.models.model_outputs.Image2TextOutput"><code class="docutils literal notranslate"><span class="pre">Image2TextOutput</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html#hezar.models.model_outputs.LanguageModelingOutput"><code class="docutils literal notranslate"><span class="pre">LanguageModelingOutput</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html#hezar.models.model_outputs.ModelOutput"><code class="docutils literal notranslate"><span class="pre">ModelOutput</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html#hezar.models.model_outputs.SequenceLabelingOutput"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingOutput</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html#hezar.models.model_outputs.SpeechRecognitionOutput"><code class="docutils literal notranslate"><span class="pre">SpeechRecognitionOutput</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html#hezar.models.model_outputs.TextClassificationOutput"><code class="docutils literal notranslate"><span class="pre">TextClassificationOutput</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html#hezar.models.model_outputs.TextGenerationOutput"><code class="docutils literal notranslate"><span class="pre">TextGenerationOutput</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.html#module-hezar.models">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.preprocessors.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.tokenizers.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.tokenizers.html#module-hezar.preprocessors.tokenizers">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.preprocessors.html#submodules">Submodules</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor"><code class="docutils literal notranslate"><span class="pre">AudioFeatureExtractor</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig"><code class="docutils literal notranslate"><span class="pre">AudioFeatureExtractorConfig</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessor"><code class="docutils literal notranslate"><span class="pre">ImageProcessor</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessorConfig"><code class="docutils literal notranslate"><span class="pre">ImageProcessorConfig</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html#hezar.preprocessors.preprocessor.Preprocessor"><code class="docutils literal notranslate"><span class="pre">Preprocessor</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html#hezar.preprocessors.preprocessor.PreprocessorsContainer"><code class="docutils literal notranslate"><span class="pre">PreprocessorsContainer</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html#hezar.preprocessors.text_normalizer.TextNormalizer"><code class="docutils literal notranslate"><span class="pre">TextNormalizer</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html#hezar.preprocessors.text_normalizer.TextNormalizerConfig"><code class="docutils literal notranslate"><span class="pre">TextNormalizerConfig</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.preprocessors.html#module-hezar.preprocessors">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.trainer.html#submodules">Submodules</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.AudioClassificationMetricsHandler"><code class="docutils literal notranslate"><span class="pre">AudioClassificationMetricsHandler</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.Image2TextMetricHandler"><code class="docutils literal notranslate"><span class="pre">Image2TextMetricHandler</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.MetricsHandler"><code class="docutils literal notranslate"><span class="pre">MetricsHandler</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.SequenceLabelingMetricsHandler"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingMetricsHandler</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.SpeechRecognitionMetricsHandler"><code class="docutils literal notranslate"><span class="pre">SpeechRecognitionMetricsHandler</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.TextClassificationMetricsHandler"><code class="docutils literal notranslate"><span class="pre">TextClassificationMetricsHandler</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.TextGenerationMetricsHandler"><code class="docutils literal notranslate"><span class="pre">TextGenerationMetricsHandler</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.trainer.html">hezar.trainer.trainer module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer"><code class="docutils literal notranslate"><span class="pre">Trainer</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.AverageMeter"><code class="docutils literal notranslate"><span class="pre">AverageMeter</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.CSVLogger"><code class="docutils literal notranslate"><span class="pre">CSVLogger</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.MetricsTracker"><code class="docutils literal notranslate"><span class="pre">MetricsTracker</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.TrainerState"><code class="docutils literal notranslate"><span class="pre">TrainerState</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.resolve_logdir"><code class="docutils literal notranslate"><span class="pre">resolve_logdir()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.write_to_tensorboard"><code class="docutils literal notranslate"><span class="pre">write_to_tensorboard()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.trainer.html#module-hezar.trainer">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.utils.html">hezar.utils package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.html#submodules">Submodules</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html#hezar.utils.audio_utils.amplitude_to_db"><code class="docutils literal notranslate"><span class="pre">amplitude_to_db()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html#hezar.utils.audio_utils.hertz_to_mel"><code class="docutils literal notranslate"><span class="pre">hertz_to_mel()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html#hezar.utils.audio_utils.load_audio_files"><code class="docutils literal notranslate"><span class="pre">load_audio_files()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html#hezar.utils.audio_utils.mel_filter_bank"><code class="docutils literal notranslate"><span class="pre">mel_filter_bank()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html#hezar.utils.audio_utils.mel_to_hertz"><code class="docutils literal notranslate"><span class="pre">mel_to_hertz()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html#hezar.utils.audio_utils.power_to_db"><code class="docutils literal notranslate"><span class="pre">power_to_db()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html#hezar.utils.audio_utils.spectrogram"><code class="docutils literal notranslate"><span class="pre">spectrogram()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html#hezar.utils.audio_utils.window_function"><code class="docutils literal notranslate"><span class="pre">window_function()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.utils.common_utils.html">hezar.utils.common_utils module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.common_utils.html#hezar.utils.common_utils.colorize_text"><code class="docutils literal notranslate"><span class="pre">colorize_text()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.common_utils.html#hezar.utils.common_utils.exec_timer"><code class="docutils literal notranslate"><span class="pre">exec_timer</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.common_utils.html#hezar.utils.common_utils.is_text_valid"><code class="docutils literal notranslate"><span class="pre">is_text_valid()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.common_utils.html#hezar.utils.common_utils.is_url"><code class="docutils literal notranslate"><span class="pre">is_url()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.common_utils.html#hezar.utils.common_utils.permute_dict_list"><code class="docutils literal notranslate"><span class="pre">permute_dict_list()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.common_utils.html#hezar.utils.common_utils.reverse_string_digits"><code class="docutils literal notranslate"><span class="pre">reverse_string_digits()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.common_utils.html#hezar.utils.common_utils.sanitize_function_parameters"><code class="docutils literal notranslate"><span class="pre">sanitize_function_parameters()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.common_utils.html#hezar.utils.common_utils.snake_case"><code class="docutils literal notranslate"><span class="pre">snake_case()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.utils.data_utils.html">hezar.utils.data_utils module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.data_utils.html#hezar.utils.data_utils.convert_batch_dict_dtype"><code class="docutils literal notranslate"><span class="pre">convert_batch_dict_dtype()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.data_utils.html#hezar.utils.data_utils.flatten_dict"><code class="docutils literal notranslate"><span class="pre">flatten_dict()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.data_utils.html#hezar.utils.data_utils.get_non_numeric_keys"><code class="docutils literal notranslate"><span class="pre">get_non_numeric_keys()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.data_utils.html#hezar.utils.data_utils.pad_batch_items"><code class="docutils literal notranslate"><span class="pre">pad_batch_items()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.data_utils.html#hezar.utils.data_utils.resolve_inputs_length_for_padding"><code class="docutils literal notranslate"><span class="pre">resolve_inputs_length_for_padding()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.data_utils.html#hezar.utils.data_utils.shift_tokens_right"><code class="docutils literal notranslate"><span class="pre">shift_tokens_right()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.utils.file_utils.html">hezar.utils.file_utils module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.file_utils.html#hezar.utils.file_utils.gunzip"><code class="docutils literal notranslate"><span class="pre">gunzip()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.file_utils.html#hezar.utils.file_utils.load_json_config"><code class="docutils literal notranslate"><span class="pre">load_json_config()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.file_utils.html#hezar.utils.file_utils.load_yaml_config"><code class="docutils literal notranslate"><span class="pre">load_yaml_config()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.hub_utils.html#hezar.utils.hub_utils.clone_repo"><code class="docutils literal notranslate"><span class="pre">clone_repo()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.hub_utils.html#hezar.utils.hub_utils.exists_in_cache"><code class="docutils literal notranslate"><span class="pre">exists_in_cache()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.hub_utils.html#hezar.utils.hub_utils.exists_on_hub"><code class="docutils literal notranslate"><span class="pre">exists_on_hub()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.hub_utils.html#hezar.utils.hub_utils.get_local_cache_path"><code class="docutils literal notranslate"><span class="pre">get_local_cache_path()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.hub_utils.html#hezar.utils.hub_utils.get_state_dict_from_hub"><code class="docutils literal notranslate"><span class="pre">get_state_dict_from_hub()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.hub_utils.html#hezar.utils.hub_utils.list_repo_files"><code class="docutils literal notranslate"><span class="pre">list_repo_files()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.hub_utils.html#hezar.utils.hub_utils.resolve_pretrained_path"><code class="docutils literal notranslate"><span class="pre">resolve_pretrained_path()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.utils.image_utils.html">hezar.utils.image_utils module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.image_utils.html#hezar.utils.image_utils.convert_image_type"><code class="docutils literal notranslate"><span class="pre">convert_image_type()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.image_utils.html#hezar.utils.image_utils.find_channels_axis_side"><code class="docutils literal notranslate"><span class="pre">find_channels_axis_side()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.image_utils.html#hezar.utils.image_utils.gray_scale_image"><code class="docutils literal notranslate"><span class="pre">gray_scale_image()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.image_utils.html#hezar.utils.image_utils.load_image"><code class="docutils literal notranslate"><span class="pre">load_image()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.image_utils.html#hezar.utils.image_utils.mirror_image"><code class="docutils literal notranslate"><span class="pre">mirror_image()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.image_utils.html#hezar.utils.image_utils.normalize_image"><code class="docutils literal notranslate"><span class="pre">normalize_image()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.image_utils.html#hezar.utils.image_utils.rescale_image"><code class="docutils literal notranslate"><span class="pre">rescale_image()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.image_utils.html#hezar.utils.image_utils.resize_image"><code class="docutils literal notranslate"><span class="pre">resize_image()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.image_utils.html#hezar.utils.image_utils.show_image"><code class="docutils literal notranslate"><span class="pre">show_image()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.image_utils.html#hezar.utils.image_utils.transpose_channels_axis_side"><code class="docutils literal notranslate"><span class="pre">transpose_channels_axis_side()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.integration_utils.html#hezar.utils.integration_utils.get_lib_version"><code class="docutils literal notranslate"><span class="pre">get_lib_version()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.integration_utils.html#hezar.utils.integration_utils.is_backend_available"><code class="docutils literal notranslate"><span class="pre">is_backend_available()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.integration_utils.html#hezar.utils.integration_utils.verify_dependencies"><code class="docutils literal notranslate"><span class="pre">verify_dependencies()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.utils.logging.html">hezar.utils.logging module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.logging.html#hezar.utils.logging.Logger"><code class="docutils literal notranslate"><span class="pre">Logger</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.registry_utils.html#hezar.utils.registry_utils.get_module_class"><code class="docutils literal notranslate"><span class="pre">get_module_class()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.registry_utils.html#hezar.utils.registry_utils.get_module_config_class"><code class="docutils literal notranslate"><span class="pre">get_module_config_class()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.registry_utils.html#hezar.utils.registry_utils.get_registry_key_by_module_class"><code class="docutils literal notranslate"><span class="pre">get_registry_key_by_module_class()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.registry_utils.html#hezar.utils.registry_utils.get_registry_point"><code class="docutils literal notranslate"><span class="pre">get_registry_point()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.registry_utils.html#hezar.utils.registry_utils.list_available_datasets"><code class="docutils literal notranslate"><span class="pre">list_available_datasets()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.registry_utils.html#hezar.utils.registry_utils.list_available_embeddings"><code class="docutils literal notranslate"><span class="pre">list_available_embeddings()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.registry_utils.html#hezar.utils.registry_utils.list_available_metrics"><code class="docutils literal notranslate"><span class="pre">list_available_metrics()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.registry_utils.html#hezar.utils.registry_utils.list_available_models"><code class="docutils literal notranslate"><span class="pre">list_available_models()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.registry_utils.html#hezar.utils.registry_utils.list_available_preprocessors"><code class="docutils literal notranslate"><span class="pre">list_available_preprocessors()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.html#module-hezar.utils">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">#</a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="hezar.builders.html">hezar.builders module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.builders.html#hezar.builders.build_dataset"><code class="docutils literal notranslate"><span class="pre">build_dataset()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.builders.html#hezar.builders.build_embedding"><code class="docutils literal notranslate"><span class="pre">build_embedding()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.builders.html#hezar.builders.build_metric"><code class="docutils literal notranslate"><span class="pre">build_metric()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.builders.html#hezar.builders.build_model"><code class="docutils literal notranslate"><span class="pre">build_model()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.builders.html#hezar.builders.build_preprocessor"><code class="docutils literal notranslate"><span class="pre">build_preprocessor()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.configs.html">hezar.configs module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.configs.html#hezar.configs.Config"><code class="docutils literal notranslate"><span class="pre">Config</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.Config.config_type"><code class="docutils literal notranslate"><span class="pre">Config.config_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.Config.dict"><code class="docutils literal notranslate"><span class="pre">Config.dict()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.Config.from_dict"><code class="docutils literal notranslate"><span class="pre">Config.from_dict()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.Config.get"><code class="docutils literal notranslate"><span class="pre">Config.get()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.Config.keys"><code class="docutils literal notranslate"><span class="pre">Config.keys()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.Config.load"><code class="docutils literal notranslate"><span class="pre">Config.load()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.Config.name"><code class="docutils literal notranslate"><span class="pre">Config.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.Config.push_to_hub"><code class="docutils literal notranslate"><span class="pre">Config.push_to_hub()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.Config.save"><code class="docutils literal notranslate"><span class="pre">Config.save()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.Config.update"><code class="docutils literal notranslate"><span class="pre">Config.update()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.configs.html#hezar.configs.DatasetConfig"><code class="docutils literal notranslate"><span class="pre">DatasetConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.DatasetConfig.config_type"><code class="docutils literal notranslate"><span class="pre">DatasetConfig.config_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.DatasetConfig.name"><code class="docutils literal notranslate"><span class="pre">DatasetConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.DatasetConfig.path"><code class="docutils literal notranslate"><span class="pre">DatasetConfig.path</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.DatasetConfig.task"><code class="docutils literal notranslate"><span class="pre">DatasetConfig.task</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.configs.html#hezar.configs.EmbeddingConfig"><code class="docutils literal notranslate"><span class="pre">EmbeddingConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.EmbeddingConfig.bypass_version_check"><code class="docutils literal notranslate"><span class="pre">EmbeddingConfig.bypass_version_check</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.EmbeddingConfig.config_type"><code class="docutils literal notranslate"><span class="pre">EmbeddingConfig.config_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.EmbeddingConfig.name"><code class="docutils literal notranslate"><span class="pre">EmbeddingConfig.name</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.configs.html#hezar.configs.MetricConfig"><code class="docutils literal notranslate"><span class="pre">MetricConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.MetricConfig.config_type"><code class="docutils literal notranslate"><span class="pre">MetricConfig.config_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.MetricConfig.n_decimals"><code class="docutils literal notranslate"><span class="pre">MetricConfig.n_decimals</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.MetricConfig.name"><code class="docutils literal notranslate"><span class="pre">MetricConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.MetricConfig.objective"><code class="docutils literal notranslate"><span class="pre">MetricConfig.objective</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.MetricConfig.output_keys"><code class="docutils literal notranslate"><span class="pre">MetricConfig.output_keys</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.configs.html#hezar.configs.ModelConfig"><code class="docutils literal notranslate"><span class="pre">ModelConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.ModelConfig.config_type"><code class="docutils literal notranslate"><span class="pre">ModelConfig.config_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.ModelConfig.name"><code class="docutils literal notranslate"><span class="pre">ModelConfig.name</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.configs.html#hezar.configs.PreprocessorConfig"><code class="docutils literal notranslate"><span class="pre">PreprocessorConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.PreprocessorConfig.config_type"><code class="docutils literal notranslate"><span class="pre">PreprocessorConfig.config_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.PreprocessorConfig.name"><code class="docutils literal notranslate"><span class="pre">PreprocessorConfig.name</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.configs.html#hezar.configs.TrainerConfig"><code class="docutils literal notranslate"><span class="pre">TrainerConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.TrainerConfig.batch_size"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.batch_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.TrainerConfig.checkpoints_dir"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.checkpoints_dir</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.TrainerConfig.config_type"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.config_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.TrainerConfig.device"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.device</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.TrainerConfig.distributed"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.distributed</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.TrainerConfig.eval_batch_size"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.eval_batch_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.TrainerConfig.evaluate_with_generate"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.evaluate_with_generate</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.TrainerConfig.init_weights_from"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.init_weights_from</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.TrainerConfig.learning_rate"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.learning_rate</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.TrainerConfig.logs_dir"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.logs_dir</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.TrainerConfig.lr_scheduler"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.lr_scheduler</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.TrainerConfig.metric_for_best_model"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.metric_for_best_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.TrainerConfig.metrics"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.TrainerConfig.mixed_precision"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.mixed_precision</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.TrainerConfig.name"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.TrainerConfig.num_dataloader_workers"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.num_dataloader_workers</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.TrainerConfig.num_epochs"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.num_epochs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.TrainerConfig.optimizer"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.optimizer</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.TrainerConfig.output_dir"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.output_dir</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.TrainerConfig.save_freq"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.save_freq</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.TrainerConfig.seed"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.seed</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.TrainerConfig.task"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.TrainerConfig.use_cpu"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.use_cpu</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html#hezar.configs.TrainerConfig.weight_decay"><code class="docutils literal notranslate"><span class="pre">TrainerConfig.weight_decay</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.constants.html">hezar.constants module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends"><code class="docutils literal notranslate"><span class="pre">Backends</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends.ACCELERATE"><code class="docutils literal notranslate"><span class="pre">Backends.ACCELERATE</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends.DATASETS"><code class="docutils literal notranslate"><span class="pre">Backends.DATASETS</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends.EVALUATE"><code class="docutils literal notranslate"><span class="pre">Backends.EVALUATE</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends.GENSIM"><code class="docutils literal notranslate"><span class="pre">Backends.GENSIM</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends.JIWER"><code class="docutils literal notranslate"><span class="pre">Backends.JIWER</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends.LIBROSA"><code class="docutils literal notranslate"><span class="pre">Backends.LIBROSA</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends.NLTK"><code class="docutils literal notranslate"><span class="pre">Backends.NLTK</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends.PILLOW"><code class="docutils literal notranslate"><span class="pre">Backends.PILLOW</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends.PYTORCH"><code class="docutils literal notranslate"><span class="pre">Backends.PYTORCH</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends.ROUGE"><code class="docutils literal notranslate"><span class="pre">Backends.ROUGE</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends.SCIKIT"><code class="docutils literal notranslate"><span class="pre">Backends.SCIKIT</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends.SEQEVAL"><code class="docutils literal notranslate"><span class="pre">Backends.SEQEVAL</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends.SOUNDFILE"><code class="docutils literal notranslate"><span class="pre">Backends.SOUNDFILE</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends.TOKENIZERS"><code class="docutils literal notranslate"><span class="pre">Backends.TOKENIZERS</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends.TRANSFORMERS"><code class="docutils literal notranslate"><span class="pre">Backends.TRANSFORMERS</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends.WANDB"><code class="docutils literal notranslate"><span class="pre">Backends.WANDB</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.constants.html#hezar.constants.ChannelsAxisSide"><code class="docutils literal notranslate"><span class="pre">ChannelsAxisSide</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.ChannelsAxisSide.FIRST"><code class="docutils literal notranslate"><span class="pre">ChannelsAxisSide.FIRST</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.ChannelsAxisSide.LAST"><code class="docutils literal notranslate"><span class="pre">ChannelsAxisSide.LAST</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.constants.html#hezar.constants.Color"><code class="docutils literal notranslate"><span class="pre">Color</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.Color.BLUE"><code class="docutils literal notranslate"><span class="pre">Color.BLUE</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.Color.BOLD"><code class="docutils literal notranslate"><span class="pre">Color.BOLD</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.Color.CYAN"><code class="docutils literal notranslate"><span class="pre">Color.CYAN</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.Color.GREEN"><code class="docutils literal notranslate"><span class="pre">Color.GREEN</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.Color.GREY"><code class="docutils literal notranslate"><span class="pre">Color.GREY</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.Color.HEADER"><code class="docutils literal notranslate"><span class="pre">Color.HEADER</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.Color.ITALIC"><code class="docutils literal notranslate"><span class="pre">Color.ITALIC</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.Color.NORMAL"><code class="docutils literal notranslate"><span class="pre">Color.NORMAL</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.Color.RED"><code class="docutils literal notranslate"><span class="pre">Color.RED</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.Color.UNDERLINE"><code class="docutils literal notranslate"><span class="pre">Color.UNDERLINE</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.Color.YELLOW"><code class="docutils literal notranslate"><span class="pre">Color.YELLOW</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.constants.html#hezar.constants.ConfigType"><code class="docutils literal notranslate"><span class="pre">ConfigType</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.ConfigType.BASE"><code class="docutils literal notranslate"><span class="pre">ConfigType.BASE</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.ConfigType.CRITERION"><code class="docutils literal notranslate"><span class="pre">ConfigType.CRITERION</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.ConfigType.DATASET"><code class="docutils literal notranslate"><span class="pre">ConfigType.DATASET</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.ConfigType.EMBEDDING"><code class="docutils literal notranslate"><span class="pre">ConfigType.EMBEDDING</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.ConfigType.LR_SCHEDULER"><code class="docutils literal notranslate"><span class="pre">ConfigType.LR_SCHEDULER</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.ConfigType.METRIC"><code class="docutils literal notranslate"><span class="pre">ConfigType.METRIC</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.ConfigType.MODEL"><code class="docutils literal notranslate"><span class="pre">ConfigType.MODEL</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.ConfigType.OPTIMIZER"><code class="docutils literal notranslate"><span class="pre">ConfigType.OPTIMIZER</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.ConfigType.PREPROCESSOR"><code class="docutils literal notranslate"><span class="pre">ConfigType.PREPROCESSOR</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.ConfigType.TRAINER"><code class="docutils literal notranslate"><span class="pre">ConfigType.TRAINER</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.constants.html#hezar.constants.ExplicitEnum"><code class="docutils literal notranslate"><span class="pre">ExplicitEnum</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.ExplicitEnum.list"><code class="docutils literal notranslate"><span class="pre">ExplicitEnum.list()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.constants.html#hezar.constants.ImageType"><code class="docutils literal notranslate"><span class="pre">ImageType</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.ImageType.NUMPY"><code class="docutils literal notranslate"><span class="pre">ImageType.NUMPY</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.ImageType.PILLOW"><code class="docutils literal notranslate"><span class="pre">ImageType.PILLOW</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.ImageType.TORCH"><code class="docutils literal notranslate"><span class="pre">ImageType.TORCH</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.constants.html#hezar.constants.LRSchedulerType"><code class="docutils literal notranslate"><span class="pre">LRSchedulerType</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.LRSchedulerType.COSINE_LR"><code class="docutils literal notranslate"><span class="pre">LRSchedulerType.COSINE_LR</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.LRSchedulerType.REDUCE_LR_ON_PLATEAU"><code class="docutils literal notranslate"><span class="pre">LRSchedulerType.REDUCE_LR_ON_PLATEAU</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.constants.html#hezar.constants.LossType"><code class="docutils literal notranslate"><span class="pre">LossType</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.LossType.BCE"><code class="docutils literal notranslate"><span class="pre">LossType.BCE</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.LossType.BCE_WITH_LOGITS"><code class="docutils literal notranslate"><span class="pre">LossType.BCE_WITH_LOGITS</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.LossType.CROSS_ENTROPY"><code class="docutils literal notranslate"><span class="pre">LossType.CROSS_ENTROPY</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.LossType.CTC"><code class="docutils literal notranslate"><span class="pre">LossType.CTC</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.LossType.GAUSSIAN_NLL"><code class="docutils literal notranslate"><span class="pre">LossType.GAUSSIAN_NLL</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.LossType.L1"><code class="docutils literal notranslate"><span class="pre">LossType.L1</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.LossType.MSE"><code class="docutils literal notranslate"><span class="pre">LossType.MSE</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.LossType.NLL"><code class="docutils literal notranslate"><span class="pre">LossType.NLL</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.LossType.NLL_2D"><code class="docutils literal notranslate"><span class="pre">LossType.NLL_2D</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.LossType.POISSON_NLL"><code class="docutils literal notranslate"><span class="pre">LossType.POISSON_NLL</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.LossType.TRIPLE_MARGIN"><code class="docutils literal notranslate"><span class="pre">LossType.TRIPLE_MARGIN</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.constants.html#hezar.constants.MetricType"><code class="docutils literal notranslate"><span class="pre">MetricType</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.MetricType.ACCURACY"><code class="docutils literal notranslate"><span class="pre">MetricType.ACCURACY</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.MetricType.BLEU"><code class="docutils literal notranslate"><span class="pre">MetricType.BLEU</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.MetricType.CER"><code class="docutils literal notranslate"><span class="pre">MetricType.CER</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.MetricType.F1"><code class="docutils literal notranslate"><span class="pre">MetricType.F1</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.MetricType.PRECISION"><code class="docutils literal notranslate"><span class="pre">MetricType.PRECISION</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.MetricType.RECALL"><code class="docutils literal notranslate"><span class="pre">MetricType.RECALL</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.MetricType.ROUGE"><code class="docutils literal notranslate"><span class="pre">MetricType.ROUGE</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.MetricType.SEQEVAL"><code class="docutils literal notranslate"><span class="pre">MetricType.SEQEVAL</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.MetricType.WER"><code class="docutils literal notranslate"><span class="pre">MetricType.WER</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.constants.html#hezar.constants.OptimizerType"><code class="docutils literal notranslate"><span class="pre">OptimizerType</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.OptimizerType.ADAM"><code class="docutils literal notranslate"><span class="pre">OptimizerType.ADAM</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.OptimizerType.ADAMW"><code class="docutils literal notranslate"><span class="pre">OptimizerType.ADAMW</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.OptimizerType.SDG"><code class="docutils literal notranslate"><span class="pre">OptimizerType.SDG</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.constants.html#hezar.constants.PaddingType"><code class="docutils literal notranslate"><span class="pre">PaddingType</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.PaddingType.LONGEST"><code class="docutils literal notranslate"><span class="pre">PaddingType.LONGEST</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.PaddingType.MAX_LENGTH"><code class="docutils literal notranslate"><span class="pre">PaddingType.MAX_LENGTH</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.constants.html#hezar.constants.PrecisionType"><code class="docutils literal notranslate"><span class="pre">PrecisionType</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.PrecisionType.BF16"><code class="docutils literal notranslate"><span class="pre">PrecisionType.BF16</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.PrecisionType.FP16"><code class="docutils literal notranslate"><span class="pre">PrecisionType.FP16</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.PrecisionType.FP8"><code class="docutils literal notranslate"><span class="pre">PrecisionType.FP8</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.PrecisionType.NO"><code class="docutils literal notranslate"><span class="pre">PrecisionType.NO</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.constants.html#hezar.constants.RegistryType"><code class="docutils literal notranslate"><span class="pre">RegistryType</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.RegistryType.CRITERION"><code class="docutils literal notranslate"><span class="pre">RegistryType.CRITERION</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.RegistryType.DATASET"><code class="docutils literal notranslate"><span class="pre">RegistryType.DATASET</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.RegistryType.EMBEDDING"><code class="docutils literal notranslate"><span class="pre">RegistryType.EMBEDDING</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.RegistryType.LR_SCHEDULER"><code class="docutils literal notranslate"><span class="pre">RegistryType.LR_SCHEDULER</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.RegistryType.METRIC"><code class="docutils literal notranslate"><span class="pre">RegistryType.METRIC</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.RegistryType.MODEL"><code class="docutils literal notranslate"><span class="pre">RegistryType.MODEL</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.RegistryType.OPTIMIZER"><code class="docutils literal notranslate"><span class="pre">RegistryType.OPTIMIZER</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.RegistryType.PREPROCESSOR"><code class="docutils literal notranslate"><span class="pre">RegistryType.PREPROCESSOR</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.RegistryType.TRAINER"><code class="docutils literal notranslate"><span class="pre">RegistryType.TRAINER</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.constants.html#hezar.constants.RepoType"><code class="docutils literal notranslate"><span class="pre">RepoType</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.RepoType.DATASET"><code class="docutils literal notranslate"><span class="pre">RepoType.DATASET</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.RepoType.MODEL"><code class="docutils literal notranslate"><span class="pre">RepoType.MODEL</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.constants.html#hezar.constants.SplitType"><code class="docutils literal notranslate"><span class="pre">SplitType</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.SplitType.EVAL"><code class="docutils literal notranslate"><span class="pre">SplitType.EVAL</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.SplitType.TEST"><code class="docutils literal notranslate"><span class="pre">SplitType.TEST</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.SplitType.TRAIN"><code class="docutils literal notranslate"><span class="pre">SplitType.TRAIN</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.SplitType.VALID"><code class="docutils literal notranslate"><span class="pre">SplitType.VALID</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.constants.html#hezar.constants.TaskType"><code class="docutils literal notranslate"><span class="pre">TaskType</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.TaskType.AUDIO_CLASSIFICATION"><code class="docutils literal notranslate"><span class="pre">TaskType.AUDIO_CLASSIFICATION</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.TaskType.BACKBONE"><code class="docutils literal notranslate"><span class="pre">TaskType.BACKBONE</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.TaskType.IMAGE2TEXT"><code class="docutils literal notranslate"><span class="pre">TaskType.IMAGE2TEXT</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.TaskType.LANGUAGE_MODELING"><code class="docutils literal notranslate"><span class="pre">TaskType.LANGUAGE_MODELING</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.TaskType.SEQUENCE_LABELING"><code class="docutils literal notranslate"><span class="pre">TaskType.SEQUENCE_LABELING</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.TaskType.SPEECH_RECOGNITION"><code class="docutils literal notranslate"><span class="pre">TaskType.SPEECH_RECOGNITION</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.TaskType.TEXT_CLASSIFICATION"><code class="docutils literal notranslate"><span class="pre">TaskType.TEXT_CLASSIFICATION</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.TaskType.TEXT_DETECTION"><code class="docutils literal notranslate"><span class="pre">TaskType.TEXT_DETECTION</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html#hezar.constants.TaskType.TEXT_GENERATION"><code class="docutils literal notranslate"><span class="pre">TaskType.TEXT_GENERATION</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.registry.html">hezar.registry module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.registry.html#hezar.registry.Registry"><code class="docutils literal notranslate"><span class="pre">Registry</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.registry.html#hezar.registry.Registry.config_class"><code class="docutils literal notranslate"><span class="pre">Registry.config_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.registry.html#hezar.registry.Registry.description"><code class="docutils literal notranslate"><span class="pre">Registry.description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.registry.html#hezar.registry.Registry.module_class"><code class="docutils literal notranslate"><span class="pre">Registry.module_class</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.registry.html#hezar.registry.register_dataset"><code class="docutils literal notranslate"><span class="pre">register_dataset()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.registry.html#hezar.registry.register_embedding"><code class="docutils literal notranslate"><span class="pre">register_embedding()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.registry.html#hezar.registry.register_metric"><code class="docutils literal notranslate"><span class="pre">register_metric()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.registry.html#hezar.registry.register_model"><code class="docutils literal notranslate"><span class="pre">register_model()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.registry.html#hezar.registry.register_preprocessor"><code class="docutils literal notranslate"><span class="pre">register_preprocessor()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-hezar">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-hezar" title="Link to this heading">#</a></h2>
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diff --git a/source/hezar.metrics.accuracy.html b/source/hezar.metrics.accuracy.html
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html">hezar.configs module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html">hezar.constants module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.registry.html">hezar.registry module</a></li>
+</ul>
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+<li class="toctree-l1"><a class="reference internal" href="../contributing.html">Contributing to Hezar</a></li>
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+        <article role="main">
+          <section id="module-hezar.metrics.accuracy">
+<span id="hezar-metrics-accuracy-module"></span><h1>hezar.metrics.accuracy module<a class="headerlink" href="#module-hezar.metrics.accuracy" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.metrics.accuracy.Accuracy">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.metrics.accuracy.</span></span><span class="sig-name descname"><span class="pre">Accuracy</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#hezar.metrics.accuracy.AccuracyConfig" title="hezar.metrics.accuracy.AccuracyConfig"><span class="pre">AccuracyConfig</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/metrics/accuracy.html#Accuracy"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.metrics.accuracy.Accuracy" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.metrics.metric.html#hezar.metrics.metric.Metric" title="hezar.metrics.metric.Metric"><code class="xref py py-class docutils literal notranslate"><span class="pre">Metric</span></code></a></p>
+<p>Accuracy metric for numeric arrays backed by Scikit-learn’s <cite>accuracy_score</cite>.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>config</strong> (<a class="reference internal" href="#hezar.metrics.accuracy.AccuracyConfig" title="hezar.metrics.accuracy.AccuracyConfig"><em>AccuracyConfig</em></a>) – Metric config object</p></li>
+<li><p><strong>**kwargs</strong> – Extra config parameters passed as kwargs to update the <cite>config</cite></p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.metrics.accuracy.Accuracy.compute">
+<span class="sig-name descname"><span class="pre">compute</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">predictions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">targets</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">normalize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sample_weight</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_decimals</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_keys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/metrics/accuracy.html#Accuracy.compute"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.metrics.accuracy.Accuracy.compute" title="Link to this definition">#</a></dt>
+<dd><p>Compute the accuracy score for the given predictions against targets.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>predictions</strong> – A list of prediction labels</p></li>
+<li><p><strong>targets</strong> – A list of ground truth labels</p></li>
+<li><p><strong>normalize</strong> – Whether to normalize the inputs or not</p></li>
+<li><p><strong>sample_weight</strong> – Sample weight</p></li>
+<li><p><strong>n_decimals</strong> – Floating point decimals for the final score</p></li>
+<li><p><strong>output_keys</strong> – Filter the output keys</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dictionary of the metric results</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.accuracy.Accuracy.required_backends">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[Backends.SCIKIT]</span></em><a class="headerlink" href="#hezar.metrics.accuracy.Accuracy.required_backends" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.metrics.accuracy.AccuracyConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.metrics.accuracy.</span></span><span class="sig-name descname"><span class="pre">AccuracyConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">objective</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'maximize'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_keys</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">tuple</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">('accuracy',)</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_decimals</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="s"><span class="pre">'int'</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">normalize</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sample_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Iterable</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/metrics/accuracy.html#AccuracyConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.metrics.accuracy.AccuracyConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.MetricConfig" title="hezar.configs.MetricConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">MetricConfig</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.accuracy.AccuracyConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'accuracy'</span></em><a class="headerlink" href="#hezar.metrics.accuracy.AccuracyConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.accuracy.AccuracyConfig.normalize">
+<span class="sig-name descname"><span class="pre">normalize</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.metrics.accuracy.AccuracyConfig.normalize" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.accuracy.AccuracyConfig.objective">
+<span class="sig-name descname"><span class="pre">objective</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'maximize'</span></em><a class="headerlink" href="#hezar.metrics.accuracy.AccuracyConfig.objective" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.accuracy.AccuracyConfig.output_keys">
+<span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">tuple</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">('accuracy',)</span></em><a class="headerlink" href="#hezar.metrics.accuracy.AccuracyConfig.output_keys" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.accuracy.AccuracyConfig.sample_weight">
+<span class="sig-name descname"><span class="pre">sample_weight</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Iterable</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.metrics.accuracy.AccuracyConfig.sample_weight" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          <a class="next-page" href="hezar.metrics.bleu.html">
+              <div class="page-info">
+                <div class="context">
+                  <span>Next</span>
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+                <div class="title">hezar.metrics.bleu module</div>
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+          <a class="prev-page" href="hezar.metrics.html">
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+                <div class="title">hezar.metrics package</div>
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+            
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+              <a class="muted-link " href="https://t.me/hezarai" aria-label="Telegram"><i class="fa-brands fa-telegram fa-2x" style="color: #229ed9;"></i></a>
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+              
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+    <aside class="toc-drawer">
+      
+      
+      <div class="toc-sticky toc-scroll">
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+          <span class="toc-title">
+            On this page
+          </span>
+        </div>
+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.metrics.accuracy module</a><ul>
+<li><a class="reference internal" href="#hezar.metrics.accuracy.Accuracy"><code class="docutils literal notranslate"><span class="pre">Accuracy</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.metrics.accuracy.Accuracy.compute"><code class="docutils literal notranslate"><span class="pre">Accuracy.compute()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.accuracy.Accuracy.required_backends"><code class="docutils literal notranslate"><span class="pre">Accuracy.required_backends</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.metrics.accuracy.AccuracyConfig"><code class="docutils literal notranslate"><span class="pre">AccuracyConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.metrics.accuracy.AccuracyConfig.name"><code class="docutils literal notranslate"><span class="pre">AccuracyConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.accuracy.AccuracyConfig.normalize"><code class="docutils literal notranslate"><span class="pre">AccuracyConfig.normalize</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.accuracy.AccuracyConfig.objective"><code class="docutils literal notranslate"><span class="pre">AccuracyConfig.objective</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.accuracy.AccuracyConfig.output_keys"><code class="docutils literal notranslate"><span class="pre">AccuracyConfig.output_keys</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.accuracy.AccuracyConfig.sample_weight"><code class="docutils literal notranslate"><span class="pre">AccuracyConfig.sample_weight</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
+          </div>
+        </div>
+      </div>
+      
+      
+    </aside>
+  </div>
+</div><script src="../_static/documentation_options.js?v=5929fcd5"></script>
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+</html>
\ No newline at end of file
diff --git a/source/hezar.metrics.bleu.html b/source/hezar.metrics.bleu.html
new file mode 100644
index 00000000..50ac34a5
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+++ b/source/hezar.metrics.bleu.html
@@ -0,0 +1,615 @@
+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../">
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+<link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="hezar.metrics.cer module" href="hezar.metrics.cer.html" /><link rel="prev" title="hezar.metrics.accuracy module" href="hezar.metrics.accuracy.html" />
+
+    <link rel="shortcut icon" href="../_static/hezar_logo.svg"/><!-- Generated with Sphinx 7.2.6 and Furo 2023.09.10 -->
+        <title>hezar.metrics.bleu module - Hezar Documentation</title>
+      <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=83e35b93" />
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+  body {
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+    @media (prefers-color-scheme: dark) {
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+<li class="toctree-l5"><a class="reference internal" href="hezar.data.datasets.image_captioning_dataset.html">hezar.data.datasets.image_captioning_dataset module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.data.datasets.ocr_dataset.html">hezar.data.datasets.ocr_dataset module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.data.datasets.sequence_labeling_dataset.html">hezar.data.datasets.sequence_labeling_dataset module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.data.datasets.text_classification_dataset.html">hezar.data.datasets.text_classification_dataset module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.data.datasets.text_summarization_dataset.html">hezar.data.datasets.text_summarization_dataset module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.data.data_collators.html">hezar.data.data_collators module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.embeddings.html">hezar.embeddings package</a><input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" role="switch" type="checkbox"/><label for="toctree-checkbox-8"><div class="visually-hidden">Toggle navigation of hezar.embeddings package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.embeddings.embedding.html">hezar.embeddings.embedding module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.embeddings.fasttext.html">hezar.embeddings.fasttext module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.embeddings.word2vec.html">hezar.embeddings.word2vec module</a></li>
+</ul>
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+<li class="toctree-l3 current has-children"><a class="reference internal" href="hezar.metrics.html">hezar.metrics package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" role="switch" type="checkbox"/><label for="toctree-checkbox-9"><div class="visually-hidden">Toggle navigation of hezar.metrics package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.accuracy.html">hezar.metrics.accuracy module</a></li>
+<li class="toctree-l4 current current-page"><a class="current reference internal" href="#">hezar.metrics.bleu module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.cer.html">hezar.metrics.cer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.f1.html">hezar.metrics.f1 module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.recall.html">hezar.metrics.recall module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.wer.html">hezar.metrics.wer module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.models.html">hezar.models package</a><input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" role="switch" type="checkbox"/><label for="toctree-checkbox-10"><div class="visually-hidden">Toggle navigation of hezar.models package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.bert.bert.html">hezar.models.backbone.bert.bert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.bert.bert_config.html">hezar.models.backbone.bert.bert_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.distilbert.html">hezar.models.backbone.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" role="switch" type="checkbox"/><label for="toctree-checkbox-13"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert.html">hezar.models.backbone.distilbert.distilbert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
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+          <section id="module-hezar.metrics.bleu">
+<span id="hezar-metrics-bleu-module"></span><h1>hezar.metrics.bleu module<a class="headerlink" href="#module-hezar.metrics.bleu" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.metrics.bleu.BLEU">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.metrics.bleu.</span></span><span class="sig-name descname"><span class="pre">BLEU</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#hezar.metrics.bleu.BLEUConfig" title="hezar.metrics.bleu.BLEUConfig"><span class="pre">BLEUConfig</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/metrics/bleu.html#BLEU"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.metrics.bleu.BLEU" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.metrics.metric.html#hezar.metrics.metric.Metric" title="hezar.metrics.metric.Metric"><code class="xref py py-class docutils literal notranslate"><span class="pre">Metric</span></code></a></p>
+<p>BLEU metric for evaluating text generation models like translation, summarization, etc.</p>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.metrics.bleu.BLEU.compute">
+<span class="sig-name descname"><span class="pre">compute</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">predictions</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Iterable</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">targets</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Iterable</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">weights</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">(0.25,</span> <span class="pre">0.25,</span> <span class="pre">0.25,</span> <span class="pre">0.25)</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_decimals</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_keys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/metrics/bleu.html#BLEU.compute"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.metrics.bleu.BLEU.compute" title="Link to this definition">#</a></dt>
+<dd><p>Computes the BLEU score for the given predictions against targets.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>predictions</strong> (<em>Iterable</em><em>[</em><em>str</em><em>] </em><em>| </em><em>str</em>) – Predicted sentences or tokens.</p></li>
+<li><p><strong>targets</strong> (<em>Iterable</em><em>[</em><em>str</em><em>] </em><em>| </em><em>str</em>) – Ground truth sentences or tokens.</p></li>
+<li><p><strong>weights</strong> (<em>tuple</em>) – Weights for n-gram precision, default is (0.25, 0.25, 0.25, 0.25).</p></li>
+<li><p><strong>n_decimals</strong> (<em>int</em>) – Number of decimals for the final score.</p></li>
+<li><p><strong>output_keys</strong> (<em>tuple</em>) – Filter the output keys.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dictionary of the metric results, with keys specified by <cite>output_keys</cite>.</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.bleu.BLEU.required_backends">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[Backends.NLTK]</span></em><a class="headerlink" href="#hezar.metrics.bleu.BLEU.required_backends" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.metrics.bleu.BLEUConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.metrics.bleu.</span></span><span class="sig-name descname"><span class="pre">BLEUConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">objective</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'maximize'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_keys</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">tuple</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">('bleu',)</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_decimals</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/metrics/bleu.html#BLEUConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.metrics.bleu.BLEUConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.MetricConfig" title="hezar.configs.MetricConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">MetricConfig</span></code></a></p>
+<p>Configuration class for BLEU metric.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>name</strong> (<a class="reference internal" href="hezar.constants.html#hezar.constants.MetricType" title="hezar.constants.MetricType"><em>MetricType</em></a>) – The type of metric, BLEU in this case.</p></li>
+<li><p><strong>output_keys</strong> (<em>tuple</em>) – Keys to filter the metric results for output.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.bleu.BLEUConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'bleu'</span></em><a class="headerlink" href="#hezar.metrics.bleu.BLEUConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.bleu.BLEUConfig.objective">
+<span class="sig-name descname"><span class="pre">objective</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'maximize'</span></em><a class="headerlink" href="#hezar.metrics.bleu.BLEUConfig.objective" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.bleu.BLEUConfig.output_keys">
+<span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">tuple</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">('bleu',)</span></em><a class="headerlink" href="#hezar.metrics.bleu.BLEUConfig.output_keys" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
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+              <a class="muted-link " href="https://t.me/hezarai" aria-label="Telegram"><i class="fa-brands fa-telegram fa-2x" style="color: #229ed9;"></i></a>
+              <a class="muted-link " href="https://huggingface.co/hezarai" aria-label="Hugging Face"> <img style="width:32px;height:32px;" src="https://huggingface.co/front/assets/huggingface_logo-noborder.svg"></a>
+              
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+          </div>
+        </div>
+        
+      </footer>
+    </div>
+    <aside class="toc-drawer">
+      
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+      <div class="toc-sticky toc-scroll">
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+          <span class="toc-title">
+            On this page
+          </span>
+        </div>
+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.metrics.bleu module</a><ul>
+<li><a class="reference internal" href="#hezar.metrics.bleu.BLEU"><code class="docutils literal notranslate"><span class="pre">BLEU</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.metrics.bleu.BLEU.compute"><code class="docutils literal notranslate"><span class="pre">BLEU.compute()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.bleu.BLEU.required_backends"><code class="docutils literal notranslate"><span class="pre">BLEU.required_backends</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.metrics.bleu.BLEUConfig"><code class="docutils literal notranslate"><span class="pre">BLEUConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.metrics.bleu.BLEUConfig.name"><code class="docutils literal notranslate"><span class="pre">BLEUConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.bleu.BLEUConfig.objective"><code class="docutils literal notranslate"><span class="pre">BLEUConfig.objective</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.bleu.BLEUConfig.output_keys"><code class="docutils literal notranslate"><span class="pre">BLEUConfig.output_keys</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
+          </div>
+        </div>
+      </div>
+      
+      
+    </aside>
+  </div>
+</div><script src="../_static/documentation_options.js?v=5929fcd5"></script>
+    <script src="../_static/doctools.js?v=888ff710"></script>
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+    <script src="../_static/copybutton.js?v=f281be69"></script>
+    </body>
+</html>
\ No newline at end of file
diff --git a/source/hezar.metrics.cer.html b/source/hezar.metrics.cer.html
new file mode 100644
index 00000000..2b56ec53
--- /dev/null
+++ b/source/hezar.metrics.cer.html
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+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../">
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+<link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="hezar.metrics.f1 module" href="hezar.metrics.f1.html" /><link rel="prev" title="hezar.metrics.bleu module" href="hezar.metrics.bleu.html" />
+
+    <link rel="shortcut icon" href="../_static/hezar_logo.svg"/><!-- Generated with Sphinx 7.2.6 and Furo 2023.09.10 -->
+        <title>hezar.metrics.cer module - Hezar Documentation</title>
+      <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=83e35b93" />
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+<style>
+  body {
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+  @media not print {
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+<li class="toctree-l2"><a class="reference internal" href="../guide/models_advanced.html">Advanced Guide on Models</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.data.datasets.image_captioning_dataset.html">hezar.data.datasets.image_captioning_dataset module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.data.datasets.ocr_dataset.html">hezar.data.datasets.ocr_dataset module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.data.datasets.sequence_labeling_dataset.html">hezar.data.datasets.sequence_labeling_dataset module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.data.datasets.text_classification_dataset.html">hezar.data.datasets.text_classification_dataset module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.data.datasets.text_summarization_dataset.html">hezar.data.datasets.text_summarization_dataset module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.data.data_collators.html">hezar.data.data_collators module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.embeddings.html">hezar.embeddings package</a><input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" role="switch" type="checkbox"/><label for="toctree-checkbox-8"><div class="visually-hidden">Toggle navigation of hezar.embeddings package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.embeddings.embedding.html">hezar.embeddings.embedding module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.embeddings.fasttext.html">hezar.embeddings.fasttext module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.embeddings.word2vec.html">hezar.embeddings.word2vec module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 current has-children"><a class="reference internal" href="hezar.metrics.html">hezar.metrics package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" role="switch" type="checkbox"/><label for="toctree-checkbox-9"><div class="visually-hidden">Toggle navigation of hezar.metrics package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.accuracy.html">hezar.metrics.accuracy module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.bleu.html">hezar.metrics.bleu module</a></li>
+<li class="toctree-l4 current current-page"><a class="current reference internal" href="#">hezar.metrics.cer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.f1.html">hezar.metrics.f1 module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.precision.html">hezar.metrics.precision module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.wer.html">hezar.metrics.wer module</a></li>
+</ul>
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+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.distilbert.html">hezar.models.backbone.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" role="switch" type="checkbox"/><label for="toctree-checkbox-13"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert.html">hezar.models.backbone.distilbert.distilbert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
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+          <section id="module-hezar.metrics.cer">
+<span id="hezar-metrics-cer-module"></span><h1>hezar.metrics.cer module<a class="headerlink" href="#module-hezar.metrics.cer" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.metrics.cer.CER">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.metrics.cer.</span></span><span class="sig-name descname"><span class="pre">CER</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#hezar.metrics.cer.CERConfig" title="hezar.metrics.cer.CERConfig"><span class="pre">CERConfig</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/metrics/cer.html#CER"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.metrics.cer.CER" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.metrics.metric.html#hezar.metrics.metric.Metric" title="hezar.metrics.metric.Metric"><code class="xref py py-class docutils literal notranslate"><span class="pre">Metric</span></code></a></p>
+<p>CER metric for evaluating Character Error Rate using <cite>jiwer</cite>.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>config</strong> (<a class="reference internal" href="#hezar.metrics.cer.CERConfig" title="hezar.metrics.cer.CERConfig"><em>CERConfig</em></a>) – Metric configuration object.</p></li>
+<li><p><strong>**kwargs</strong> – Extra configuration parameters passed as kwargs to update the <cite>config</cite>.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.metrics.cer.CER.compute">
+<span class="sig-name descname"><span class="pre">compute</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">predictions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">targets</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">concatenate_texts</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_decimals</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_keys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/metrics/cer.html#CER.compute"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.metrics.cer.CER.compute" title="Link to this definition">#</a></dt>
+<dd><p>Computes the Character Error Rate (CER) for the given predictions against targets.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>predictions</strong> – Predicted texts.</p></li>
+<li><p><strong>targets</strong> – Ground truth texts.</p></li>
+<li><p><strong>concatenate_texts</strong> (<em>bool</em>) – Flag to concatenate texts before computing CER.</p></li>
+<li><p><strong>n_decimals</strong> (<em>int</em>) – Number of decimals for the final score.</p></li>
+<li><p><strong>output_keys</strong> (<em>tuple</em>) – Filter the output keys.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dictionary of the metric results, with keys specified by <cite>output_keys</cite>.</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.cer.CER.required_backends">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[Backends.JIWER]</span></em><a class="headerlink" href="#hezar.metrics.cer.CER.required_backends" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.metrics.cer.CERConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.metrics.cer.</span></span><span class="sig-name descname"><span class="pre">CERConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">objective</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'minimize'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_keys</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">tuple</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">('cer',)</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_decimals</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sentence_delimiter</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'</span> <span class="pre">'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">concatenate_texts</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/metrics/cer.html#CERConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.metrics.cer.CERConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.MetricConfig" title="hezar.configs.MetricConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">MetricConfig</span></code></a></p>
+<p>Configuration class for CER (Character Error Rate) metric.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>name</strong> (<a class="reference internal" href="hezar.constants.html#hezar.constants.MetricType" title="hezar.constants.MetricType"><em>MetricType</em></a>) – The type of metric, CER in this case.</p></li>
+<li><p><strong>sentence_delimiter</strong> (<em>str</em>) – Delimiter for separating sentences in texts.</p></li>
+<li><p><strong>concatenate_texts</strong> (<em>bool</em>) – Flag to concatenate texts before computing CER.</p></li>
+<li><p><strong>output_keys</strong> (<em>tuple</em>) – Keys to filter the metric results for output.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.cer.CERConfig.concatenate_texts">
+<span class="sig-name descname"><span class="pre">concatenate_texts</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#hezar.metrics.cer.CERConfig.concatenate_texts" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.cer.CERConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'cer'</span></em><a class="headerlink" href="#hezar.metrics.cer.CERConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.cer.CERConfig.objective">
+<span class="sig-name descname"><span class="pre">objective</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'minimize'</span></em><a class="headerlink" href="#hezar.metrics.cer.CERConfig.objective" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.cer.CERConfig.output_keys">
+<span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">tuple</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">('cer',)</span></em><a class="headerlink" href="#hezar.metrics.cer.CERConfig.output_keys" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.cer.CERConfig.sentence_delimiter">
+<span class="sig-name descname"><span class="pre">sentence_delimiter</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'</span> <span class="pre">'</span></em><a class="headerlink" href="#hezar.metrics.cer.CERConfig.sentence_delimiter" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
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+            <ul>
+<li><a class="reference internal" href="#">hezar.metrics.cer module</a><ul>
+<li><a class="reference internal" href="#hezar.metrics.cer.CER"><code class="docutils literal notranslate"><span class="pre">CER</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.metrics.cer.CER.compute"><code class="docutils literal notranslate"><span class="pre">CER.compute()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.cer.CER.required_backends"><code class="docutils literal notranslate"><span class="pre">CER.required_backends</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.metrics.cer.CERConfig"><code class="docutils literal notranslate"><span class="pre">CERConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.metrics.cer.CERConfig.concatenate_texts"><code class="docutils literal notranslate"><span class="pre">CERConfig.concatenate_texts</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.cer.CERConfig.name"><code class="docutils literal notranslate"><span class="pre">CERConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.cer.CERConfig.objective"><code class="docutils literal notranslate"><span class="pre">CERConfig.objective</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.cer.CERConfig.output_keys"><code class="docutils literal notranslate"><span class="pre">CERConfig.output_keys</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.cer.CERConfig.sentence_delimiter"><code class="docutils literal notranslate"><span class="pre">CERConfig.sentence_delimiter</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
+          </div>
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diff --git a/source/hezar.metrics.f1.html b/source/hezar.metrics.f1.html
new file mode 100644
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--- /dev/null
+++ b/source/hezar.metrics.f1.html
@@ -0,0 +1,648 @@
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+<html class="no-js" lang="en" data-content_root="../">
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.logging.html">hezar.utils.logging module</a></li>
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+          <section id="module-hezar.metrics.f1">
+<span id="hezar-metrics-f1-module"></span><h1>hezar.metrics.f1 module<a class="headerlink" href="#module-hezar.metrics.f1" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.metrics.f1.F1">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.metrics.f1.</span></span><span class="sig-name descname"><span class="pre">F1</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#hezar.metrics.f1.F1Config" title="hezar.metrics.f1.F1Config"><span class="pre">F1Config</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/metrics/f1.html#F1"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.metrics.f1.F1" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.metrics.metric.html#hezar.metrics.metric.Metric" title="hezar.metrics.metric.Metric"><code class="xref py py-class docutils literal notranslate"><span class="pre">Metric</span></code></a></p>
+<p>F1 metric for evaluating classification performance using sklearn’s <cite>f1_score</cite>.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>config</strong> (<a class="reference internal" href="#hezar.metrics.f1.F1Config" title="hezar.metrics.f1.F1Config"><em>F1Config</em></a>) – Metric configuration object.</p></li>
+<li><p><strong>**kwargs</strong> – Extra configuration parameters passed as kwargs to update the <cite>config</cite>.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.metrics.f1.F1.compute">
+<span class="sig-name descname"><span class="pre">compute</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">predictions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">targets</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pos_label</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">average</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sample_weight</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">zero_division</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'warn'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_decimals</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_keys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/metrics/f1.html#F1.compute"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.metrics.f1.F1.compute" title="Link to this definition">#</a></dt>
+<dd><p>Computes the F1 score for the given predictions against targets.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>predictions</strong> – Predicted labels.</p></li>
+<li><p><strong>targets</strong> – Ground truth labels.</p></li>
+<li><p><strong>labels</strong> – List of labels to include in the calculation.</p></li>
+<li><p><strong>pos_label</strong> (<em>int</em>) – Label of the positive class.</p></li>
+<li><p><strong>average</strong> (<em>str</em>) – Type of averaging for the F1 score.</p></li>
+<li><p><strong>sample_weight</strong> (<em>Iterable</em><em>[</em><em>float</em><em>]</em>) – Sample weights for the F1 score.</p></li>
+<li><p><strong>zero_division</strong> (<em>str</em>) – Strategy to use for zero-division, default is “warn”.</p></li>
+<li><p><strong>n_decimals</strong> (<em>int</em>) – Number of decimals for the final score.</p></li>
+<li><p><strong>output_keys</strong> (<em>tuple</em>) – Filter the output keys.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dictionary of the metric results, with keys specified by <cite>output_keys</cite>.</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.f1.F1.required_backends">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[Backends.SCIKIT]</span></em><a class="headerlink" href="#hezar.metrics.f1.F1.required_backends" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.metrics.f1.F1Config">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.metrics.f1.</span></span><span class="sig-name descname"><span class="pre">F1Config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">objective</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'maximize'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_keys</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">tuple</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">('f1',)</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_decimals</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pos_label</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">average</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'macro'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sample_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Iterable</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/metrics/f1.html#F1Config"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.metrics.f1.F1Config" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.MetricConfig" title="hezar.configs.MetricConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">MetricConfig</span></code></a></p>
+<p>Configuration class for F1 metric.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>name</strong> (<a class="reference internal" href="hezar.constants.html#hezar.constants.MetricType" title="hezar.constants.MetricType"><em>MetricType</em></a>) – The type of metric, F1 in this case.</p></li>
+<li><p><strong>pos_label</strong> (<em>int</em>) – Label of the positive class.</p></li>
+<li><p><strong>average</strong> (<em>str</em>) – Type of averaging for the F1 score.</p></li>
+<li><p><strong>sample_weight</strong> (<em>Iterable</em><em>[</em><em>float</em><em>]</em>) – Sample weights for the F1 score.</p></li>
+<li><p><strong>output_keys</strong> (<em>tuple</em>) – Keys to filter the metric results for output.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.f1.F1Config.average">
+<span class="sig-name descname"><span class="pre">average</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'macro'</span></em><a class="headerlink" href="#hezar.metrics.f1.F1Config.average" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.f1.F1Config.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'f1'</span></em><a class="headerlink" href="#hezar.metrics.f1.F1Config.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.f1.F1Config.objective">
+<span class="sig-name descname"><span class="pre">objective</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'maximize'</span></em><a class="headerlink" href="#hezar.metrics.f1.F1Config.objective" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.f1.F1Config.output_keys">
+<span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">tuple</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">('f1',)</span></em><a class="headerlink" href="#hezar.metrics.f1.F1Config.output_keys" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.f1.F1Config.pos_label">
+<span class="sig-name descname"><span class="pre">pos_label</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1</span></em><a class="headerlink" href="#hezar.metrics.f1.F1Config.pos_label" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.f1.F1Config.sample_weight">
+<span class="sig-name descname"><span class="pre">sample_weight</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Iterable</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.metrics.f1.F1Config.sample_weight" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
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+<li><a class="reference internal" href="#">hezar.metrics.f1 module</a><ul>
+<li><a class="reference internal" href="#hezar.metrics.f1.F1"><code class="docutils literal notranslate"><span class="pre">F1</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.metrics.f1.F1.compute"><code class="docutils literal notranslate"><span class="pre">F1.compute()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.f1.F1.required_backends"><code class="docutils literal notranslate"><span class="pre">F1.required_backends</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.metrics.f1.F1Config"><code class="docutils literal notranslate"><span class="pre">F1Config</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.metrics.f1.F1Config.average"><code class="docutils literal notranslate"><span class="pre">F1Config.average</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.f1.F1Config.name"><code class="docutils literal notranslate"><span class="pre">F1Config.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.f1.F1Config.objective"><code class="docutils literal notranslate"><span class="pre">F1Config.objective</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.f1.F1Config.output_keys"><code class="docutils literal notranslate"><span class="pre">F1Config.output_keys</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.f1.F1Config.pos_label"><code class="docutils literal notranslate"><span class="pre">F1Config.pos_label</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.f1.F1Config.sample_weight"><code class="docutils literal notranslate"><span class="pre">F1Config.sample_weight</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html">hezar.configs module</a></li>
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+<li class="toctree-l1"><a class="reference internal" href="../contributing.html">Contributing to Hezar</a></li>
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+        </a>
+        <div class="content-icon-container">
+          <div class="edit-this-page">
+  <a class="muted-link" href="https://github.com/hezarai/hezar/edit/main/docs/source/hezar.metrics.rst" title="Edit this page">
+    <svg aria-hidden="true" viewBox="0 0 24 24" stroke-width="1.5" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round">
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+              <div class="visually-hidden">Toggle Light / Dark / Auto color theme</div>
+              <svg class="theme-icon-when-auto"><use href="#svg-sun-half"></use></svg>
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+            </button>
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+          <label class="toc-overlay-icon toc-content-icon" for="__toc">
+            <div class="visually-hidden">Toggle table of contents sidebar</div>
+            <i class="icon"><svg><use href="#svg-toc"></use></svg></i>
+          </label>
+        </div>
+        <article role="main">
+          <section id="hezar-metrics-package">
+<h1>hezar.metrics package<a class="headerlink" href="#hezar-metrics-package" title="Link to this heading">#</a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">#</a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="hezar.metrics.accuracy.html">hezar.metrics.accuracy module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.metrics.accuracy.html#hezar.metrics.accuracy.Accuracy"><code class="docutils literal notranslate"><span class="pre">Accuracy</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.accuracy.html#hezar.metrics.accuracy.Accuracy.compute"><code class="docutils literal notranslate"><span class="pre">Accuracy.compute()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.accuracy.html#hezar.metrics.accuracy.Accuracy.required_backends"><code class="docutils literal notranslate"><span class="pre">Accuracy.required_backends</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.metrics.accuracy.html#hezar.metrics.accuracy.AccuracyConfig"><code class="docutils literal notranslate"><span class="pre">AccuracyConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.accuracy.html#hezar.metrics.accuracy.AccuracyConfig.name"><code class="docutils literal notranslate"><span class="pre">AccuracyConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.accuracy.html#hezar.metrics.accuracy.AccuracyConfig.normalize"><code class="docutils literal notranslate"><span class="pre">AccuracyConfig.normalize</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.accuracy.html#hezar.metrics.accuracy.AccuracyConfig.objective"><code class="docutils literal notranslate"><span class="pre">AccuracyConfig.objective</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.accuracy.html#hezar.metrics.accuracy.AccuracyConfig.output_keys"><code class="docutils literal notranslate"><span class="pre">AccuracyConfig.output_keys</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.accuracy.html#hezar.metrics.accuracy.AccuracyConfig.sample_weight"><code class="docutils literal notranslate"><span class="pre">AccuracyConfig.sample_weight</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.metrics.bleu.html">hezar.metrics.bleu module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.metrics.bleu.html#hezar.metrics.bleu.BLEU"><code class="docutils literal notranslate"><span class="pre">BLEU</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.bleu.html#hezar.metrics.bleu.BLEU.compute"><code class="docutils literal notranslate"><span class="pre">BLEU.compute()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.bleu.html#hezar.metrics.bleu.BLEU.required_backends"><code class="docutils literal notranslate"><span class="pre">BLEU.required_backends</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.metrics.bleu.html#hezar.metrics.bleu.BLEUConfig"><code class="docutils literal notranslate"><span class="pre">BLEUConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.bleu.html#hezar.metrics.bleu.BLEUConfig.name"><code class="docutils literal notranslate"><span class="pre">BLEUConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.bleu.html#hezar.metrics.bleu.BLEUConfig.objective"><code class="docutils literal notranslate"><span class="pre">BLEUConfig.objective</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.bleu.html#hezar.metrics.bleu.BLEUConfig.output_keys"><code class="docutils literal notranslate"><span class="pre">BLEUConfig.output_keys</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.metrics.cer.html">hezar.metrics.cer module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.metrics.cer.html#hezar.metrics.cer.CER"><code class="docutils literal notranslate"><span class="pre">CER</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.cer.html#hezar.metrics.cer.CER.compute"><code class="docutils literal notranslate"><span class="pre">CER.compute()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.cer.html#hezar.metrics.cer.CER.required_backends"><code class="docutils literal notranslate"><span class="pre">CER.required_backends</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.metrics.cer.html#hezar.metrics.cer.CERConfig"><code class="docutils literal notranslate"><span class="pre">CERConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.cer.html#hezar.metrics.cer.CERConfig.concatenate_texts"><code class="docutils literal notranslate"><span class="pre">CERConfig.concatenate_texts</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.cer.html#hezar.metrics.cer.CERConfig.name"><code class="docutils literal notranslate"><span class="pre">CERConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.cer.html#hezar.metrics.cer.CERConfig.objective"><code class="docutils literal notranslate"><span class="pre">CERConfig.objective</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.cer.html#hezar.metrics.cer.CERConfig.output_keys"><code class="docutils literal notranslate"><span class="pre">CERConfig.output_keys</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.cer.html#hezar.metrics.cer.CERConfig.sentence_delimiter"><code class="docutils literal notranslate"><span class="pre">CERConfig.sentence_delimiter</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.metrics.f1.html">hezar.metrics.f1 module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.metrics.f1.html#hezar.metrics.f1.F1"><code class="docutils literal notranslate"><span class="pre">F1</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.f1.html#hezar.metrics.f1.F1.compute"><code class="docutils literal notranslate"><span class="pre">F1.compute()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.f1.html#hezar.metrics.f1.F1.required_backends"><code class="docutils literal notranslate"><span class="pre">F1.required_backends</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.metrics.f1.html#hezar.metrics.f1.F1Config"><code class="docutils literal notranslate"><span class="pre">F1Config</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.f1.html#hezar.metrics.f1.F1Config.average"><code class="docutils literal notranslate"><span class="pre">F1Config.average</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.f1.html#hezar.metrics.f1.F1Config.name"><code class="docutils literal notranslate"><span class="pre">F1Config.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.f1.html#hezar.metrics.f1.F1Config.objective"><code class="docutils literal notranslate"><span class="pre">F1Config.objective</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.f1.html#hezar.metrics.f1.F1Config.output_keys"><code class="docutils literal notranslate"><span class="pre">F1Config.output_keys</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.f1.html#hezar.metrics.f1.F1Config.pos_label"><code class="docutils literal notranslate"><span class="pre">F1Config.pos_label</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.f1.html#hezar.metrics.f1.F1Config.sample_weight"><code class="docutils literal notranslate"><span class="pre">F1Config.sample_weight</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.metrics.metric.html">hezar.metrics.metric module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.metrics.metric.html#hezar.metrics.metric.Metric"><code class="docutils literal notranslate"><span class="pre">Metric</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.metric.html#hezar.metrics.metric.Metric.compute"><code class="docutils literal notranslate"><span class="pre">Metric.compute()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.metric.html#hezar.metrics.metric.Metric.required_backends"><code class="docutils literal notranslate"><span class="pre">Metric.required_backends</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.metrics.precision.html">hezar.metrics.precision module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.metrics.precision.html#hezar.metrics.precision.Precision"><code class="docutils literal notranslate"><span class="pre">Precision</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.precision.html#hezar.metrics.precision.Precision.compute"><code class="docutils literal notranslate"><span class="pre">Precision.compute()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.precision.html#hezar.metrics.precision.Precision.required_backends"><code class="docutils literal notranslate"><span class="pre">Precision.required_backends</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.metrics.precision.html#hezar.metrics.precision.PrecisionConfig"><code class="docutils literal notranslate"><span class="pre">PrecisionConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.precision.html#hezar.metrics.precision.PrecisionConfig.average"><code class="docutils literal notranslate"><span class="pre">PrecisionConfig.average</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.precision.html#hezar.metrics.precision.PrecisionConfig.name"><code class="docutils literal notranslate"><span class="pre">PrecisionConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.precision.html#hezar.metrics.precision.PrecisionConfig.objective"><code class="docutils literal notranslate"><span class="pre">PrecisionConfig.objective</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.precision.html#hezar.metrics.precision.PrecisionConfig.output_keys"><code class="docutils literal notranslate"><span class="pre">PrecisionConfig.output_keys</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.precision.html#hezar.metrics.precision.PrecisionConfig.pos_label"><code class="docutils literal notranslate"><span class="pre">PrecisionConfig.pos_label</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.precision.html#hezar.metrics.precision.PrecisionConfig.sample_weight"><code class="docutils literal notranslate"><span class="pre">PrecisionConfig.sample_weight</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.precision.html#hezar.metrics.precision.PrecisionConfig.zero_division"><code class="docutils literal notranslate"><span class="pre">PrecisionConfig.zero_division</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.metrics.recall.html">hezar.metrics.recall module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.metrics.recall.html#hezar.metrics.recall.Recall"><code class="docutils literal notranslate"><span class="pre">Recall</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.recall.html#hezar.metrics.recall.Recall.compute"><code class="docutils literal notranslate"><span class="pre">Recall.compute()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.recall.html#hezar.metrics.recall.Recall.required_backends"><code class="docutils literal notranslate"><span class="pre">Recall.required_backends</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.metrics.recall.html#hezar.metrics.recall.RecallConfig"><code class="docutils literal notranslate"><span class="pre">RecallConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.recall.html#hezar.metrics.recall.RecallConfig.average"><code class="docutils literal notranslate"><span class="pre">RecallConfig.average</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.recall.html#hezar.metrics.recall.RecallConfig.name"><code class="docutils literal notranslate"><span class="pre">RecallConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.recall.html#hezar.metrics.recall.RecallConfig.objective"><code class="docutils literal notranslate"><span class="pre">RecallConfig.objective</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.recall.html#hezar.metrics.recall.RecallConfig.output_keys"><code class="docutils literal notranslate"><span class="pre">RecallConfig.output_keys</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.recall.html#hezar.metrics.recall.RecallConfig.pos_label"><code class="docutils literal notranslate"><span class="pre">RecallConfig.pos_label</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.recall.html#hezar.metrics.recall.RecallConfig.sample_weight"><code class="docutils literal notranslate"><span class="pre">RecallConfig.sample_weight</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.recall.html#hezar.metrics.recall.RecallConfig.zero_division"><code class="docutils literal notranslate"><span class="pre">RecallConfig.zero_division</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.metrics.rouge.html">hezar.metrics.rouge module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.metrics.rouge.html#hezar.metrics.rouge.ROUGE"><code class="docutils literal notranslate"><span class="pre">ROUGE</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.rouge.html#hezar.metrics.rouge.ROUGE.compute"><code class="docutils literal notranslate"><span class="pre">ROUGE.compute()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.rouge.html#hezar.metrics.rouge.ROUGE.required_backends"><code class="docutils literal notranslate"><span class="pre">ROUGE.required_backends</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.metrics.rouge.html#hezar.metrics.rouge.ROUGEConfig"><code class="docutils literal notranslate"><span class="pre">ROUGEConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.rouge.html#hezar.metrics.rouge.ROUGEConfig.multi_ref"><code class="docutils literal notranslate"><span class="pre">ROUGEConfig.multi_ref</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.rouge.html#hezar.metrics.rouge.ROUGEConfig.name"><code class="docutils literal notranslate"><span class="pre">ROUGEConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.rouge.html#hezar.metrics.rouge.ROUGEConfig.objective"><code class="docutils literal notranslate"><span class="pre">ROUGEConfig.objective</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.rouge.html#hezar.metrics.rouge.ROUGEConfig.output_keys"><code class="docutils literal notranslate"><span class="pre">ROUGEConfig.output_keys</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.rouge.html#hezar.metrics.rouge.ROUGEConfig.use_aggregator"><code class="docutils literal notranslate"><span class="pre">ROUGEConfig.use_aggregator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.rouge.html#hezar.metrics.rouge.ROUGEConfig.use_stemmer"><code class="docutils literal notranslate"><span class="pre">ROUGEConfig.use_stemmer</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.metrics.seqeval.html">hezar.metrics.seqeval module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.metrics.seqeval.html#hezar.metrics.seqeval.Seqeval"><code class="docutils literal notranslate"><span class="pre">Seqeval</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.seqeval.html#hezar.metrics.seqeval.Seqeval.compute"><code class="docutils literal notranslate"><span class="pre">Seqeval.compute()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.seqeval.html#hezar.metrics.seqeval.Seqeval.required_backends"><code class="docutils literal notranslate"><span class="pre">Seqeval.required_backends</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.metrics.seqeval.html#hezar.metrics.seqeval.SeqevalConfig"><code class="docutils literal notranslate"><span class="pre">SeqevalConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.seqeval.html#hezar.metrics.seqeval.SeqevalConfig.mode"><code class="docutils literal notranslate"><span class="pre">SeqevalConfig.mode</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.seqeval.html#hezar.metrics.seqeval.SeqevalConfig.name"><code class="docutils literal notranslate"><span class="pre">SeqevalConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.seqeval.html#hezar.metrics.seqeval.SeqevalConfig.objective"><code class="docutils literal notranslate"><span class="pre">SeqevalConfig.objective</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.seqeval.html#hezar.metrics.seqeval.SeqevalConfig.output_keys"><code class="docutils literal notranslate"><span class="pre">SeqevalConfig.output_keys</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.seqeval.html#hezar.metrics.seqeval.SeqevalConfig.sample_weight"><code class="docutils literal notranslate"><span class="pre">SeqevalConfig.sample_weight</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.seqeval.html#hezar.metrics.seqeval.SeqevalConfig.suffix"><code class="docutils literal notranslate"><span class="pre">SeqevalConfig.suffix</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.seqeval.html#hezar.metrics.seqeval.SeqevalConfig.zero_division"><code class="docutils literal notranslate"><span class="pre">SeqevalConfig.zero_division</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.metrics.wer.html">hezar.metrics.wer module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.metrics.wer.html#hezar.metrics.wer.WER"><code class="docutils literal notranslate"><span class="pre">WER</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.wer.html#hezar.metrics.wer.WER.compute"><code class="docutils literal notranslate"><span class="pre">WER.compute()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.wer.html#hezar.metrics.wer.WER.required_backends"><code class="docutils literal notranslate"><span class="pre">WER.required_backends</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.metrics.wer.html#hezar.metrics.wer.WERConfig"><code class="docutils literal notranslate"><span class="pre">WERConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.wer.html#hezar.metrics.wer.WERConfig.concatenate_texts"><code class="docutils literal notranslate"><span class="pre">WERConfig.concatenate_texts</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.wer.html#hezar.metrics.wer.WERConfig.name"><code class="docutils literal notranslate"><span class="pre">WERConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.wer.html#hezar.metrics.wer.WERConfig.objective"><code class="docutils literal notranslate"><span class="pre">WERConfig.objective</span></code></a></li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.backbone.html">hezar.models.backbone package</a><input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" role="switch" type="checkbox"/><label for="toctree-checkbox-11"><div class="visually-hidden">Toggle navigation of hezar.models.backbone package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.bert.html">hezar.models.backbone.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" role="switch" type="checkbox"/><label for="toctree-checkbox-12"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.bert.bert.html">hezar.models.backbone.bert.bert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.bert.bert_config.html">hezar.models.backbone.bert.bert_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.distilbert.html">hezar.models.backbone.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" role="switch" type="checkbox"/><label for="toctree-checkbox-13"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert.html">hezar.models.backbone.distilbert.distilbert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
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+        <article role="main">
+          <section id="module-hezar.metrics.metric">
+<span id="hezar-metrics-metric-module"></span><h1>hezar.metrics.metric module<a class="headerlink" href="#module-hezar.metrics.metric" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.metrics.metric.Metric">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.metrics.metric.</span></span><span class="sig-name descname"><span class="pre">Metric</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.configs.html#hezar.configs.MetricConfig" title="hezar.configs.MetricConfig"><span class="pre">MetricConfig</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/metrics/metric.html#Metric"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.metrics.metric.Metric" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>The base metric class for all metrics in Hezar.</p>
+<p>Metrics are simple wrappers for casual ready-to-use metrics like in scikit-learn, etc. and it’s strongly recommended
+not to reinvent the wheel. If a metric is already implemented by some package, use it! The only reason to implement
+such a module, is to make sure the metrics are treated the same all over the framework.</p>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.metrics.metric.Metric.compute">
+<span class="sig-name descname"><span class="pre">compute</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">predictions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">targets</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span></span></span><a class="reference internal" href="../_modules/hezar/metrics/metric.html#Metric.compute"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.metrics.metric.Metric.compute" title="Link to this definition">#</a></dt>
+<dd><p>Compute metric value for the given predictions against the targets
+:param predictions: Prediction values
+:param targets: Ground truth values
+:param **kwargs: Extra arguments depending on the metric</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>A dictionary of the results and scores</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.metric.Metric.required_backends">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[]</span></em><a class="headerlink" href="#hezar.metrics.metric.Metric.required_backends" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          <a class="next-page" href="hezar.metrics.precision.html">
+              <div class="page-info">
+                <div class="context">
+                  <span>Next</span>
+                </div>
+                <div class="title">hezar.metrics.precision module</div>
+              </div>
+              <svg class="furo-related-icon"><use href="#svg-arrow-right"></use></svg>
+            </a>
+          <a class="prev-page" href="hezar.metrics.f1.html">
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+                  <span>Previous</span>
+                </div>
+                
+                <div class="title">hezar.metrics.f1 module</div>
+                
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+        </div>
+        <div class="bottom-of-page">
+          <div class="left-details">
+            <div class="copyright">
+                Copyright &#169; 2023, Hezar AI Team &amp; contributors
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+            Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
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+            
+          </div>
+          <div class="right-details">
+            <div class="icons">
+              <a class="muted-link " href="https://github.com/hezarai/hezar" aria-label="GitHub"><i class="fa-brands fa-github fa-2x" style="color: #343d4c;"></i></a>
+              <a class="muted-link " href="https://t.me/hezarai" aria-label="Telegram"><i class="fa-brands fa-telegram fa-2x" style="color: #229ed9;"></i></a>
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+    <aside class="toc-drawer">
+      
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+      <div class="toc-sticky toc-scroll">
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+            On this page
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+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.metrics.metric module</a><ul>
+<li><a class="reference internal" href="#hezar.metrics.metric.Metric"><code class="docutils literal notranslate"><span class="pre">Metric</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.metrics.metric.Metric.compute"><code class="docutils literal notranslate"><span class="pre">Metric.compute()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.metric.Metric.required_backends"><code class="docutils literal notranslate"><span class="pre">Metric.required_backends</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
+          </div>
+        </div>
+      </div>
+      
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\ No newline at end of file
diff --git a/source/hezar.metrics.precision.html b/source/hezar.metrics.precision.html
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+
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
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+          <section id="module-hezar.metrics.precision">
+<span id="hezar-metrics-precision-module"></span><h1>hezar.metrics.precision module<a class="headerlink" href="#module-hezar.metrics.precision" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.metrics.precision.Precision">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.metrics.precision.</span></span><span class="sig-name descname"><span class="pre">Precision</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#hezar.metrics.precision.PrecisionConfig" title="hezar.metrics.precision.PrecisionConfig"><span class="pre">PrecisionConfig</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/metrics/precision.html#Precision"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.metrics.precision.Precision" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.metrics.metric.html#hezar.metrics.metric.Metric" title="hezar.metrics.metric.Metric"><code class="xref py py-class docutils literal notranslate"><span class="pre">Metric</span></code></a></p>
+<p>Precision metric for evaluating classification performance using sklearn’s <cite>precision_score</cite>.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>config</strong> (<a class="reference internal" href="#hezar.metrics.precision.PrecisionConfig" title="hezar.metrics.precision.PrecisionConfig"><em>PrecisionConfig</em></a>) – Metric configuration object.</p></li>
+<li><p><strong>**kwargs</strong> – Extra configuration parameters passed as kwargs to update the <cite>config</cite>.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.metrics.precision.Precision.compute">
+<span class="sig-name descname"><span class="pre">compute</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">predictions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">targets</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pos_label</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">average</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sample_weight</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">zero_division</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_decimals</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_keys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/metrics/precision.html#Precision.compute"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.metrics.precision.Precision.compute" title="Link to this definition">#</a></dt>
+<dd><p>Computes the Precision score for the given predictions against targets.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>predictions</strong> – Predicted labels.</p></li>
+<li><p><strong>targets</strong> – Ground truth labels.</p></li>
+<li><p><strong>labels</strong> – List of labels to include in the calculation.</p></li>
+<li><p><strong>pos_label</strong> (<em>int</em>) – Label of the positive class.</p></li>
+<li><p><strong>average</strong> (<em>str</em>) – Type of averaging for the precision score.</p></li>
+<li><p><strong>sample_weight</strong> (<em>Iterable</em><em>[</em><em>float</em><em>]</em>) – Sample weights for the precision score.</p></li>
+<li><p><strong>zero_division</strong> (<em>str</em><em> | </em><em>float</em>) – Strategy for zero-division, default is 0.0.</p></li>
+<li><p><strong>n_decimals</strong> (<em>int</em>) – Number of decimals for the final score.</p></li>
+<li><p><strong>output_keys</strong> (<em>tuple</em>) – Filter the output keys.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dictionary of the metric results, with keys specified by <cite>output_keys</cite>.</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.precision.Precision.required_backends">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[Backends.SCIKIT]</span></em><a class="headerlink" href="#hezar.metrics.precision.Precision.required_backends" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.metrics.precision.PrecisionConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.metrics.precision.</span></span><span class="sig-name descname"><span class="pre">PrecisionConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">objective</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'maximize'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_keys</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">tuple</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">('precision',)</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_decimals</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pos_label</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">average</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'macro'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sample_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Iterable</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">zero_division</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.0</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/metrics/precision.html#PrecisionConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.metrics.precision.PrecisionConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.MetricConfig" title="hezar.configs.MetricConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">MetricConfig</span></code></a></p>
+<p>Configuration class for Precision metric.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>name</strong> (<a class="reference internal" href="hezar.constants.html#hezar.constants.MetricType" title="hezar.constants.MetricType"><em>MetricType</em></a>) – The type of metric, Precision in this case.</p></li>
+<li><p><strong>pos_label</strong> (<em>int</em>) – Label of the positive class.</p></li>
+<li><p><strong>average</strong> (<em>str</em>) – Type of averaging for the precision score.</p></li>
+<li><p><strong>sample_weight</strong> (<em>Iterable</em><em>[</em><em>float</em><em>]</em>) – Sample weights for the precision score.</p></li>
+<li><p><strong>zero_division</strong> (<em>str</em><em> | </em><em>float</em>) – Strategy for zero-division, default is 0.0.</p></li>
+<li><p><strong>output_keys</strong> (<em>tuple</em>) – Keys to filter the metric results for output.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.precision.PrecisionConfig.average">
+<span class="sig-name descname"><span class="pre">average</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'macro'</span></em><a class="headerlink" href="#hezar.metrics.precision.PrecisionConfig.average" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.precision.PrecisionConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'precision'</span></em><a class="headerlink" href="#hezar.metrics.precision.PrecisionConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.precision.PrecisionConfig.objective">
+<span class="sig-name descname"><span class="pre">objective</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'maximize'</span></em><a class="headerlink" href="#hezar.metrics.precision.PrecisionConfig.objective" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.precision.PrecisionConfig.output_keys">
+<span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">tuple</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">('precision',)</span></em><a class="headerlink" href="#hezar.metrics.precision.PrecisionConfig.output_keys" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.precision.PrecisionConfig.pos_label">
+<span class="sig-name descname"><span class="pre">pos_label</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1</span></em><a class="headerlink" href="#hezar.metrics.precision.PrecisionConfig.pos_label" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.precision.PrecisionConfig.sample_weight">
+<span class="sig-name descname"><span class="pre">sample_weight</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Iterable</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.metrics.precision.PrecisionConfig.sample_weight" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.precision.PrecisionConfig.zero_division">
+<span class="sig-name descname"><span class="pre">zero_division</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.0</span></em><a class="headerlink" href="#hezar.metrics.precision.PrecisionConfig.zero_division" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
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+                <div class="title">hezar.metrics.recall module</div>
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+      
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+            On this page
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+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.metrics.precision module</a><ul>
+<li><a class="reference internal" href="#hezar.metrics.precision.Precision"><code class="docutils literal notranslate"><span class="pre">Precision</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.metrics.precision.Precision.compute"><code class="docutils literal notranslate"><span class="pre">Precision.compute()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.precision.Precision.required_backends"><code class="docutils literal notranslate"><span class="pre">Precision.required_backends</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.metrics.precision.PrecisionConfig"><code class="docutils literal notranslate"><span class="pre">PrecisionConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.metrics.precision.PrecisionConfig.average"><code class="docutils literal notranslate"><span class="pre">PrecisionConfig.average</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.precision.PrecisionConfig.name"><code class="docutils literal notranslate"><span class="pre">PrecisionConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.precision.PrecisionConfig.objective"><code class="docutils literal notranslate"><span class="pre">PrecisionConfig.objective</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.precision.PrecisionConfig.output_keys"><code class="docutils literal notranslate"><span class="pre">PrecisionConfig.output_keys</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.precision.PrecisionConfig.pos_label"><code class="docutils literal notranslate"><span class="pre">PrecisionConfig.pos_label</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.precision.PrecisionConfig.sample_weight"><code class="docutils literal notranslate"><span class="pre">PrecisionConfig.sample_weight</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.precision.PrecisionConfig.zero_division"><code class="docutils literal notranslate"><span class="pre">PrecisionConfig.zero_division</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
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+
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
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+          <section id="module-hezar.metrics.recall">
+<span id="hezar-metrics-recall-module"></span><h1>hezar.metrics.recall module<a class="headerlink" href="#module-hezar.metrics.recall" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.metrics.recall.Recall">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.metrics.recall.</span></span><span class="sig-name descname"><span class="pre">Recall</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#hezar.metrics.recall.RecallConfig" title="hezar.metrics.recall.RecallConfig"><span class="pre">RecallConfig</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/metrics/recall.html#Recall"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.metrics.recall.Recall" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.metrics.metric.html#hezar.metrics.metric.Metric" title="hezar.metrics.metric.Metric"><code class="xref py py-class docutils literal notranslate"><span class="pre">Metric</span></code></a></p>
+<p>Recall metric for evaluating classification performance using sklearn’s <cite>recall_score</cite>.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>config</strong> (<a class="reference internal" href="#hezar.metrics.recall.RecallConfig" title="hezar.metrics.recall.RecallConfig"><em>RecallConfig</em></a>) – Metric configuration object.</p></li>
+<li><p><strong>**kwargs</strong> – Extra configuration parameters passed as kwargs to update the <cite>config</cite>.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.metrics.recall.Recall.compute">
+<span class="sig-name descname"><span class="pre">compute</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">predictions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">targets</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pos_label</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">average</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sample_weight</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">zero_division</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_decimals</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_keys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/metrics/recall.html#Recall.compute"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.metrics.recall.Recall.compute" title="Link to this definition">#</a></dt>
+<dd><p>Computes the Recall score for the given predictions against targets.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>predictions</strong> – Predicted labels.</p></li>
+<li><p><strong>targets</strong> – Ground truth labels.</p></li>
+<li><p><strong>labels</strong> – List of labels to include in the calculation.</p></li>
+<li><p><strong>pos_label</strong> (<em>int</em>) – Label of the positive class.</p></li>
+<li><p><strong>average</strong> (<em>str</em>) – Type of averaging for the recall score.</p></li>
+<li><p><strong>sample_weight</strong> (<em>Iterable</em><em>[</em><em>float</em><em>]</em>) – Sample weights for the recall score.</p></li>
+<li><p><strong>zero_division</strong> (<em>str</em><em> | </em><em>float</em>) – Strategy for zero-division, default is 0.0.</p></li>
+<li><p><strong>n_decimals</strong> (<em>int</em>) – Number of decimals for the final score.</p></li>
+<li><p><strong>output_keys</strong> (<em>tuple</em>) – Filter the output keys.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dictionary of the metric results, with keys specified by <cite>output_keys</cite>.</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.recall.Recall.required_backends">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[Backends.SCIKIT]</span></em><a class="headerlink" href="#hezar.metrics.recall.Recall.required_backends" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.metrics.recall.RecallConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.metrics.recall.</span></span><span class="sig-name descname"><span class="pre">RecallConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">objective</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'maximize'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_keys</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">tuple</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">('recall',)</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_decimals</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pos_label</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">average</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'macro'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sample_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Iterable</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">zero_division</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.0</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/metrics/recall.html#RecallConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.metrics.recall.RecallConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.MetricConfig" title="hezar.configs.MetricConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">MetricConfig</span></code></a></p>
+<p>Configuration class for Recall metric.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>name</strong> (<a class="reference internal" href="hezar.constants.html#hezar.constants.MetricType" title="hezar.constants.MetricType"><em>MetricType</em></a>) – The type of metric, Recall in this case.</p></li>
+<li><p><strong>pos_label</strong> (<em>int</em>) – Label of the positive class.</p></li>
+<li><p><strong>average</strong> (<em>str</em>) – Type of averaging for the recall score.</p></li>
+<li><p><strong>sample_weight</strong> (<em>Iterable</em><em>[</em><em>float</em><em>]</em>) – Sample weights for the recall score.</p></li>
+<li><p><strong>zero_division</strong> (<em>str</em><em> | </em><em>float</em>) – Strategy for zero-division, default is 0.0.</p></li>
+<li><p><strong>output_keys</strong> (<em>tuple</em>) – Keys to filter the metric results for output.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.recall.RecallConfig.average">
+<span class="sig-name descname"><span class="pre">average</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'macro'</span></em><a class="headerlink" href="#hezar.metrics.recall.RecallConfig.average" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.recall.RecallConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'recall'</span></em><a class="headerlink" href="#hezar.metrics.recall.RecallConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.recall.RecallConfig.objective">
+<span class="sig-name descname"><span class="pre">objective</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'maximize'</span></em><a class="headerlink" href="#hezar.metrics.recall.RecallConfig.objective" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.recall.RecallConfig.output_keys">
+<span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">tuple</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">('recall',)</span></em><a class="headerlink" href="#hezar.metrics.recall.RecallConfig.output_keys" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.recall.RecallConfig.pos_label">
+<span class="sig-name descname"><span class="pre">pos_label</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1</span></em><a class="headerlink" href="#hezar.metrics.recall.RecallConfig.pos_label" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.recall.RecallConfig.sample_weight">
+<span class="sig-name descname"><span class="pre">sample_weight</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Iterable</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.metrics.recall.RecallConfig.sample_weight" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.recall.RecallConfig.zero_division">
+<span class="sig-name descname"><span class="pre">zero_division</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.0</span></em><a class="headerlink" href="#hezar.metrics.recall.RecallConfig.zero_division" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
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+            On this page
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+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.metrics.recall module</a><ul>
+<li><a class="reference internal" href="#hezar.metrics.recall.Recall"><code class="docutils literal notranslate"><span class="pre">Recall</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.metrics.recall.Recall.compute"><code class="docutils literal notranslate"><span class="pre">Recall.compute()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.recall.Recall.required_backends"><code class="docutils literal notranslate"><span class="pre">Recall.required_backends</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.metrics.recall.RecallConfig"><code class="docutils literal notranslate"><span class="pre">RecallConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.metrics.recall.RecallConfig.average"><code class="docutils literal notranslate"><span class="pre">RecallConfig.average</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.recall.RecallConfig.name"><code class="docutils literal notranslate"><span class="pre">RecallConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.recall.RecallConfig.objective"><code class="docutils literal notranslate"><span class="pre">RecallConfig.objective</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.recall.RecallConfig.output_keys"><code class="docutils literal notranslate"><span class="pre">RecallConfig.output_keys</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.recall.RecallConfig.pos_label"><code class="docutils literal notranslate"><span class="pre">RecallConfig.pos_label</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.recall.RecallConfig.sample_weight"><code class="docutils literal notranslate"><span class="pre">RecallConfig.sample_weight</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.recall.RecallConfig.zero_division"><code class="docutils literal notranslate"><span class="pre">RecallConfig.zero_division</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+        <article role="main">
+          <section id="module-hezar.metrics.rouge">
+<span id="hezar-metrics-rouge-module"></span><h1>hezar.metrics.rouge module<a class="headerlink" href="#module-hezar.metrics.rouge" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.metrics.rouge.ROUGE">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.metrics.rouge.</span></span><span class="sig-name descname"><span class="pre">ROUGE</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#hezar.metrics.rouge.ROUGEConfig" title="hezar.metrics.rouge.ROUGEConfig"><span class="pre">ROUGEConfig</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/metrics/rouge.html#ROUGE"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.metrics.rouge.ROUGE" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.metrics.metric.html#hezar.metrics.metric.Metric" title="hezar.metrics.metric.Metric"><code class="xref py py-class docutils literal notranslate"><span class="pre">Metric</span></code></a></p>
+<p>ROUGE metric for evaluating text summarization using <cite>rouge_score</cite>.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>config</strong> (<a class="reference internal" href="#hezar.metrics.rouge.ROUGEConfig" title="hezar.metrics.rouge.ROUGEConfig"><em>ROUGEConfig</em></a>) – Metric configuration object.</p></li>
+<li><p><strong>**kwargs</strong> – Extra configuration parameters passed as kwargs to update the <cite>config</cite>.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.metrics.rouge.ROUGE.compute">
+<span class="sig-name descname"><span class="pre">compute</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">predictions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">targets</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_aggregator</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_decimals</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_keys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/metrics/rouge.html#ROUGE.compute"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.metrics.rouge.ROUGE.compute" title="Link to this definition">#</a></dt>
+<dd><p>Computes the ROUGE scores for the given predictions against targets.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>predictions</strong> – Predicted summaries.</p></li>
+<li><p><strong>targets</strong> – Ground truth summaries.</p></li>
+<li><p><strong>use_aggregator</strong> (<em>bool</em>) – Flag to enable score aggregation for multiple references.</p></li>
+<li><p><strong>n_decimals</strong> (<em>int</em>) – Number of decimals for the final score.</p></li>
+<li><p><strong>output_keys</strong> (<em>tuple</em>) – Filter the output keys.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dictionary of the metric results, with keys specified by <cite>output_keys</cite>.</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.rouge.ROUGE.required_backends">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[Backends.ROUGE]</span></em><a class="headerlink" href="#hezar.metrics.rouge.ROUGE.required_backends" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.metrics.rouge.ROUGEConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.metrics.rouge.</span></span><span class="sig-name descname"><span class="pre">ROUGEConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">objective</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'maximize'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_keys</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">tuple</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">('rouge1',</span> <span class="pre">'rouge2',</span> <span class="pre">'rougeL',</span> <span class="pre">'rougeLsum')</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_decimals</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_stemmer</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_aggregator</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">multi_ref</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/metrics/rouge.html#ROUGEConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.metrics.rouge.ROUGEConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.MetricConfig" title="hezar.configs.MetricConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">MetricConfig</span></code></a></p>
+<p>Configuration class for ROUGE metric.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>name</strong> (<a class="reference internal" href="hezar.constants.html#hezar.constants.MetricType" title="hezar.constants.MetricType"><em>MetricType</em></a>) – The type of metric, ROUGE in this case.</p></li>
+<li><p><strong>use_stemmer</strong> (<em>bool</em>) – Flag to enable stemming when computing ROUGE.</p></li>
+<li><p><strong>use_aggregator</strong> (<em>bool</em>) – Flag to enable score aggregation for multiple references.</p></li>
+<li><p><strong>multi_ref</strong> (<em>bool</em>) – Flag to indicate if multiple references are present.</p></li>
+<li><p><strong>output_keys</strong> (<em>tuple</em>) – Keys to filter the metric results for output.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.rouge.ROUGEConfig.multi_ref">
+<span class="sig-name descname"><span class="pre">multi_ref</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.metrics.rouge.ROUGEConfig.multi_ref" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.rouge.ROUGEConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'rouge'</span></em><a class="headerlink" href="#hezar.metrics.rouge.ROUGEConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.rouge.ROUGEConfig.objective">
+<span class="sig-name descname"><span class="pre">objective</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'maximize'</span></em><a class="headerlink" href="#hezar.metrics.rouge.ROUGEConfig.objective" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.rouge.ROUGEConfig.output_keys">
+<span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">tuple</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">('rouge1',</span> <span class="pre">'rouge2',</span> <span class="pre">'rougeL',</span> <span class="pre">'rougeLsum')</span></em><a class="headerlink" href="#hezar.metrics.rouge.ROUGEConfig.output_keys" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.rouge.ROUGEConfig.use_aggregator">
+<span class="sig-name descname"><span class="pre">use_aggregator</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.metrics.rouge.ROUGEConfig.use_aggregator" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.rouge.ROUGEConfig.use_stemmer">
+<span class="sig-name descname"><span class="pre">use_stemmer</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#hezar.metrics.rouge.ROUGEConfig.use_stemmer" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
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+                <div class="title">hezar.metrics.seqeval module</div>
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+            On this page
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+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.metrics.rouge module</a><ul>
+<li><a class="reference internal" href="#hezar.metrics.rouge.ROUGE"><code class="docutils literal notranslate"><span class="pre">ROUGE</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.metrics.rouge.ROUGE.compute"><code class="docutils literal notranslate"><span class="pre">ROUGE.compute()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.rouge.ROUGE.required_backends"><code class="docutils literal notranslate"><span class="pre">ROUGE.required_backends</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.metrics.rouge.ROUGEConfig"><code class="docutils literal notranslate"><span class="pre">ROUGEConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.metrics.rouge.ROUGEConfig.multi_ref"><code class="docutils literal notranslate"><span class="pre">ROUGEConfig.multi_ref</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.rouge.ROUGEConfig.name"><code class="docutils literal notranslate"><span class="pre">ROUGEConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.rouge.ROUGEConfig.objective"><code class="docutils literal notranslate"><span class="pre">ROUGEConfig.objective</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.rouge.ROUGEConfig.output_keys"><code class="docutils literal notranslate"><span class="pre">ROUGEConfig.output_keys</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.rouge.ROUGEConfig.use_aggregator"><code class="docutils literal notranslate"><span class="pre">ROUGEConfig.use_aggregator</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.rouge.ROUGEConfig.use_stemmer"><code class="docutils literal notranslate"><span class="pre">ROUGEConfig.use_stemmer</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
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+          <section id="module-hezar.metrics.seqeval">
+<span id="hezar-metrics-seqeval-module"></span><h1>hezar.metrics.seqeval module<a class="headerlink" href="#module-hezar.metrics.seqeval" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.metrics.seqeval.Seqeval">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.metrics.seqeval.</span></span><span class="sig-name descname"><span class="pre">Seqeval</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#hezar.metrics.seqeval.SeqevalConfig" title="hezar.metrics.seqeval.SeqevalConfig"><span class="pre">SeqevalConfig</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/metrics/seqeval.html#Seqeval"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.metrics.seqeval.Seqeval" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.metrics.metric.html#hezar.metrics.metric.Metric" title="hezar.metrics.metric.Metric"><code class="xref py py-class docutils literal notranslate"><span class="pre">Metric</span></code></a></p>
+<p>Seqeval metric for sequence labeling tasks using <cite>seqeval</cite>.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>config</strong> (<a class="reference internal" href="#hezar.metrics.seqeval.SeqevalConfig" title="hezar.metrics.seqeval.SeqevalConfig"><em>SeqevalConfig</em></a>) – Metric configuration object.</p></li>
+<li><p><strong>**kwargs</strong> – Extra configuration parameters passed as kwargs to update the <cite>config</cite>.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.metrics.seqeval.Seqeval.compute">
+<span class="sig-name descname"><span class="pre">compute</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">predictions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">targets</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">suffix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mode</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sample_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">zero_division</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_decimals</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_keys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/metrics/seqeval.html#Seqeval.compute"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.metrics.seqeval.Seqeval.compute" title="Link to this definition">#</a></dt>
+<dd><p>Computes the Seqeval scores for the given predictions against targets.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>predictions</strong> – Predicted labels.</p></li>
+<li><p><strong>targets</strong> – Ground truth labels.</p></li>
+<li><p><strong>suffix</strong> (<em>bool</em>) – Flag to indicate whether the labels have suffixes.</p></li>
+<li><p><strong>mode</strong> (<em>Optional</em><em>[</em><em>str</em><em>]</em>) – Evaluation mode for seqeval.</p></li>
+<li><p><strong>sample_weight</strong> (<em>Optional</em><em>[</em><em>List</em><em>[</em><em>int</em><em>]</em><em>]</em>) – Sample weights for the seqeval metrics.</p></li>
+<li><p><strong>zero_division</strong> (<em>str</em><em> | </em><em>int</em>) – Strategy for zero-division, default is 0.</p></li>
+<li><p><strong>n_decimals</strong> (<em>int</em>) – Number of decimals for the final score.</p></li>
+<li><p><strong>output_keys</strong> (<em>tuple</em>) – Filter the output keys.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dictionary of the metric results, with keys specified by <cite>output_keys</cite>.</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.seqeval.Seqeval.required_backends">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[Backends.SEQEVAL]</span></em><a class="headerlink" href="#hezar.metrics.seqeval.Seqeval.required_backends" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.metrics.seqeval.SeqevalConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.metrics.seqeval.</span></span><span class="sig-name descname"><span class="pre">SeqevalConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">objective</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'maximize'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_keys</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">tuple</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">('accuracy',</span> <span class="pre">'recall',</span> <span class="pre">'precision',</span> <span class="pre">'f1')</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_decimals</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">suffix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mode</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sample_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">zero_division</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/metrics/seqeval.html#SeqevalConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.metrics.seqeval.SeqevalConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.MetricConfig" title="hezar.configs.MetricConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">MetricConfig</span></code></a></p>
+<p>Configuration class for Seqeval metric.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>name</strong> (<a class="reference internal" href="hezar.constants.html#hezar.constants.MetricType" title="hezar.constants.MetricType"><em>MetricType</em></a>) – The type of metric, Seqeval in this case.</p></li>
+<li><p><strong>output_keys</strong> (<em>tuple</em>) – Keys to filter the metric results for output.</p></li>
+<li><p><strong>suffix</strong> (<em>bool</em>) – Flag to indicate whether the labels have suffixes.</p></li>
+<li><p><strong>mode</strong> (<em>Optional</em><em>[</em><em>str</em><em>]</em>) – Evaluation mode for seqeval.</p></li>
+<li><p><strong>sample_weight</strong> (<em>Optional</em><em>[</em><em>List</em><em>[</em><em>int</em><em>]</em><em>]</em>) – Sample weights for the seqeval metrics.</p></li>
+<li><p><strong>zero_division</strong> (<em>str</em><em> | </em><em>int</em>) – Strategy for zero-division, default is 0.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.seqeval.SeqevalConfig.mode">
+<span class="sig-name descname"><span class="pre">mode</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.metrics.seqeval.SeqevalConfig.mode" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.seqeval.SeqevalConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'seqeval'</span></em><a class="headerlink" href="#hezar.metrics.seqeval.SeqevalConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.seqeval.SeqevalConfig.objective">
+<span class="sig-name descname"><span class="pre">objective</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'maximize'</span></em><a class="headerlink" href="#hezar.metrics.seqeval.SeqevalConfig.objective" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.seqeval.SeqevalConfig.output_keys">
+<span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">tuple</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">('accuracy',</span> <span class="pre">'recall',</span> <span class="pre">'precision',</span> <span class="pre">'f1')</span></em><a class="headerlink" href="#hezar.metrics.seqeval.SeqevalConfig.output_keys" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.seqeval.SeqevalConfig.sample_weight">
+<span class="sig-name descname"><span class="pre">sample_weight</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.metrics.seqeval.SeqevalConfig.sample_weight" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.seqeval.SeqevalConfig.suffix">
+<span class="sig-name descname"><span class="pre">suffix</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#hezar.metrics.seqeval.SeqevalConfig.suffix" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.seqeval.SeqevalConfig.zero_division">
+<span class="sig-name descname"><span class="pre">zero_division</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#hezar.metrics.seqeval.SeqevalConfig.zero_division" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
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+        
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+            On this page
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+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.metrics.seqeval module</a><ul>
+<li><a class="reference internal" href="#hezar.metrics.seqeval.Seqeval"><code class="docutils literal notranslate"><span class="pre">Seqeval</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.metrics.seqeval.Seqeval.compute"><code class="docutils literal notranslate"><span class="pre">Seqeval.compute()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.seqeval.Seqeval.required_backends"><code class="docutils literal notranslate"><span class="pre">Seqeval.required_backends</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.metrics.seqeval.SeqevalConfig"><code class="docutils literal notranslate"><span class="pre">SeqevalConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.metrics.seqeval.SeqevalConfig.mode"><code class="docutils literal notranslate"><span class="pre">SeqevalConfig.mode</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.seqeval.SeqevalConfig.name"><code class="docutils literal notranslate"><span class="pre">SeqevalConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.seqeval.SeqevalConfig.objective"><code class="docutils literal notranslate"><span class="pre">SeqevalConfig.objective</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.seqeval.SeqevalConfig.output_keys"><code class="docutils literal notranslate"><span class="pre">SeqevalConfig.output_keys</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.seqeval.SeqevalConfig.sample_weight"><code class="docutils literal notranslate"><span class="pre">SeqevalConfig.sample_weight</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.seqeval.SeqevalConfig.suffix"><code class="docutils literal notranslate"><span class="pre">SeqevalConfig.suffix</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.seqeval.SeqevalConfig.zero_division"><code class="docutils literal notranslate"><span class="pre">SeqevalConfig.zero_division</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
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+</ul>
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+<li class="toctree-l1"><a class="reference internal" href="../contributing.html">Contributing to Hezar</a></li>
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+        <article role="main">
+          <section id="module-hezar.metrics.wer">
+<span id="hezar-metrics-wer-module"></span><h1>hezar.metrics.wer module<a class="headerlink" href="#module-hezar.metrics.wer" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.metrics.wer.WER">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.metrics.wer.</span></span><span class="sig-name descname"><span class="pre">WER</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#hezar.metrics.wer.WERConfig" title="hezar.metrics.wer.WERConfig"><span class="pre">WERConfig</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/metrics/wer.html#WER"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.metrics.wer.WER" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.metrics.metric.html#hezar.metrics.metric.Metric" title="hezar.metrics.metric.Metric"><code class="xref py py-class docutils literal notranslate"><span class="pre">Metric</span></code></a></p>
+<p>WER metric for evaluating Word Error Rate using <cite>jiwer</cite>.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>config</strong> (<a class="reference internal" href="#hezar.metrics.wer.WERConfig" title="hezar.metrics.wer.WERConfig"><em>WERConfig</em></a>) – Metric configuration object.</p></li>
+<li><p><strong>**kwargs</strong> – Extra configuration parameters passed as kwargs to update the <cite>config</cite>.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.metrics.wer.WER.compute">
+<span class="sig-name descname"><span class="pre">compute</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">predictions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">targets</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">concatenate_texts</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_decimals</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_keys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/metrics/wer.html#WER.compute"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.metrics.wer.WER.compute" title="Link to this definition">#</a></dt>
+<dd><p>Computes the WER for the given predictions against targets.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>predictions</strong> – Predicted texts.</p></li>
+<li><p><strong>targets</strong> – Ground truth texts.</p></li>
+<li><p><strong>concatenate_texts</strong> (<em>bool</em>) – Flag to indicate whether to concatenate texts before WER calculation.</p></li>
+<li><p><strong>n_decimals</strong> (<em>int</em>) – Number of decimals for the final score.</p></li>
+<li><p><strong>output_keys</strong> (<em>tuple</em>) – Filter the output keys.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dictionary of the metric results, with keys specified by <cite>output_keys</cite>.</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.wer.WER.required_backends">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[Backends.JIWER]</span></em><a class="headerlink" href="#hezar.metrics.wer.WER.required_backends" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.metrics.wer.WERConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.metrics.wer.</span></span><span class="sig-name descname"><span class="pre">WERConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">objective</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'minimize'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_keys</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">tuple</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">('wer',)</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_decimals</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">concatenate_texts</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/metrics/wer.html#WERConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.metrics.wer.WERConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.MetricConfig" title="hezar.configs.MetricConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">MetricConfig</span></code></a></p>
+<p>Configuration class for WER metric.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>name</strong> (<a class="reference internal" href="hezar.constants.html#hezar.constants.MetricType" title="hezar.constants.MetricType"><em>MetricType</em></a>) – The type of metric, WER in this case.</p></li>
+<li><p><strong>concatenate_texts</strong> (<em>bool</em>) – Flag to indicate whether to concatenate texts before WER calculation.</p></li>
+<li><p><strong>output_keys</strong> (<em>tuple</em>) – Keys to filter the metric results for output.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.wer.WERConfig.concatenate_texts">
+<span class="sig-name descname"><span class="pre">concatenate_texts</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#hezar.metrics.wer.WERConfig.concatenate_texts" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.wer.WERConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'wer'</span></em><a class="headerlink" href="#hezar.metrics.wer.WERConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.wer.WERConfig.objective">
+<span class="sig-name descname"><span class="pre">objective</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'minimize'</span></em><a class="headerlink" href="#hezar.metrics.wer.WERConfig.objective" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.metrics.wer.WERConfig.output_keys">
+<span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">tuple</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">('wer',)</span></em><a class="headerlink" href="#hezar.metrics.wer.WERConfig.output_keys" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
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+      
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+            On this page
+          </span>
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+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.metrics.wer module</a><ul>
+<li><a class="reference internal" href="#hezar.metrics.wer.WER"><code class="docutils literal notranslate"><span class="pre">WER</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.metrics.wer.WER.compute"><code class="docutils literal notranslate"><span class="pre">WER.compute()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.wer.WER.required_backends"><code class="docutils literal notranslate"><span class="pre">WER.required_backends</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.metrics.wer.WERConfig"><code class="docutils literal notranslate"><span class="pre">WERConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.metrics.wer.WERConfig.concatenate_texts"><code class="docutils literal notranslate"><span class="pre">WERConfig.concatenate_texts</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.wer.WERConfig.name"><code class="docutils literal notranslate"><span class="pre">WERConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.wer.WERConfig.objective"><code class="docutils literal notranslate"><span class="pre">WERConfig.objective</span></code></a></li>
+<li><a class="reference internal" href="#hezar.metrics.wer.WERConfig.output_keys"><code class="docutils literal notranslate"><span class="pre">WERConfig.output_keys</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
+          </div>
+        </div>
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+      
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\ No newline at end of file
diff --git a/source/hezar.models.backbone.bert.bert.html b/source/hezar.models.backbone.bert.bert.html
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+
+    <link rel="shortcut icon" href="../_static/hezar_logo.svg"/><!-- Generated with Sphinx 7.2.6 and Furo 2023.09.10 -->
+        <title>hezar.models.backbone.bert.bert module - Hezar Documentation</title>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
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+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
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+        <article role="main">
+          <section id="module-hezar.models.backbone.bert.bert">
+<span id="hezar-models-backbone-bert-bert-module"></span><h1>hezar.models.backbone.bert.bert module<a class="headerlink" href="#module-hezar.models.backbone.bert.bert" title="Link to this heading">#</a></h1>
+<p>A BERT base language model (HuggingFace Transformers) wrapped by a Hezar Model class</p>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.backbone.bert.bert.BERT">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.backbone.bert.bert.</span></span><span class="sig-name descname"><span class="pre">BERT</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/backbone/bert/bert.html#BERT"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.backbone.bert.bert.BERT" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.models.model.html#hezar.models.model.Model" title="hezar.models.model.Model"><code class="xref py py-class docutils literal notranslate"><span class="pre">Model</span></code></a></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.backbone.bert.bert.BERT.forward">
+<span class="sig-name descname"><span class="pre">forward</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">token_ids</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">attention_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">token_type_ids</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">position_ids</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">head_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">inputs_embeds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">encoder_hidden_states</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">encoder_attention_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">past_key_values</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_cache</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_attentions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_hidden_states</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/backbone/bert/bert.html#BERT.forward"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.backbone.bert.bert.BERT.forward" title="Link to this definition">#</a></dt>
+<dd><p>Forward inputs through the model and return logits, etc.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>model_inputs</strong> – The required inputs for the model forward</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dict of outputs like logits, loss, etc.</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.backbone.bert.bert.BERT.post_process">
+<span class="sig-name descname"><span class="pre">post_process</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_outputs</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/backbone/bert/bert.html#BERT.post_process"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.backbone.bert.bert.BERT.post_process" title="Link to this definition">#</a></dt>
+<dd><p>Process model outputs and return human-readable results. Called in <cite>self.predict()</cite></p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>model_outputs</strong> – model outputs to process</p></li>
+<li><p><strong>**kwargs</strong> – extra arguments specific to the derived class</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Processed model output values and converted to human-readable results</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.backbone.bert.bert.BERT.preprocess">
+<span class="sig-name descname"><span class="pre">preprocess</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/backbone/bert/bert.html#BERT.preprocess"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.backbone.bert.bert.BERT.preprocess" title="Link to this definition">#</a></dt>
+<dd><p>Given raw inputs, preprocess the inputs and prepare them for model’s <cite>forward()</cite>.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>raw_inputs</strong> – Raw model inputs</p></li>
+<li><p><strong>**kwargs</strong> – Extra kwargs specific to the model. See the model’s specific class for more info</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dict of inputs for model forward</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.bert.bert.BERT.required_backends">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[Backends.TRANSFORMERS,</span> <span class="pre">Backends.TOKENIZERS]</span></em><a class="headerlink" href="#hezar.models.backbone.bert.bert.BERT.required_backends" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.bert.bert.BERT.skip_keys_on_load">
+<span class="sig-name descname"><span class="pre">skip_keys_on_load</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">['model.embeddings.position_ids',</span> <span class="pre">'bert.embeddings.position_ids']</span></em><a class="headerlink" href="#hezar.models.backbone.bert.bert.BERT.skip_keys_on_load" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.bert.bert.BERT.tokenizer_name">
+<span class="sig-name descname"><span class="pre">tokenizer_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'wordpiece_tokenizer'</span></em><a class="headerlink" href="#hezar.models.backbone.bert.bert.BERT.tokenizer_name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
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+
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+            <ul>
+<li><a class="reference internal" href="#">hezar.models.backbone.bert.bert module</a><ul>
+<li><a class="reference internal" href="#hezar.models.backbone.bert.bert.BERT"><code class="docutils literal notranslate"><span class="pre">BERT</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.backbone.bert.bert.BERT.forward"><code class="docutils literal notranslate"><span class="pre">BERT.forward()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.bert.bert.BERT.post_process"><code class="docutils literal notranslate"><span class="pre">BERT.post_process()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.bert.bert.BERT.preprocess"><code class="docutils literal notranslate"><span class="pre">BERT.preprocess()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.bert.bert.BERT.required_backends"><code class="docutils literal notranslate"><span class="pre">BERT.required_backends</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.bert.bert.BERT.skip_keys_on_load"><code class="docutils literal notranslate"><span class="pre">BERT.skip_keys_on_load</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.bert.bert.BERT.tokenizer_name"><code class="docutils literal notranslate"><span class="pre">BERT.tokenizer_name</span></code></a></li>
+</ul>
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diff --git a/source/hezar.models.backbone.bert.bert_config.html b/source/hezar.models.backbone.bert.bert_config.html
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+<li class="toctree-l4"><a class="reference internal" href="hezar.embeddings.fasttext.html">hezar.embeddings.fasttext module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.embeddings.word2vec.html">hezar.embeddings.word2vec module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.metrics.html">hezar.metrics package</a><input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" role="switch" type="checkbox"/><label for="toctree-checkbox-9"><div class="visually-hidden">Toggle navigation of hezar.metrics package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.accuracy.html">hezar.metrics.accuracy module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.cer.html">hezar.metrics.cer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.f1.html">hezar.metrics.f1 module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.recall.html">hezar.metrics.recall module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.rouge.html">hezar.metrics.rouge module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.seqeval.html">hezar.metrics.seqeval module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.wer.html">hezar.metrics.wer module</a></li>
+</ul>
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+<li class="toctree-l3 current has-children"><a class="reference internal" href="hezar.models.html">hezar.models package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" role="switch" type="checkbox"/><label for="toctree-checkbox-10"><div class="visually-hidden">Toggle navigation of hezar.models package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
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+<li class="toctree-l6 current current-page"><a class="current reference internal" href="#">hezar.models.backbone.bert.bert_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert.html">hezar.models.backbone.distilbert.distilbert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
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+          <section id="module-hezar.models.backbone.bert.bert_config">
+<span id="hezar-models-backbone-bert-bert-config-module"></span><h1>hezar.models.backbone.bert.bert_config module<a class="headerlink" href="#module-hezar.models.backbone.bert.bert_config" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.backbone.bert.bert_config.BERTConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.backbone.bert.bert_config.</span></span><span class="sig-name descname"><span class="pre">BERTConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">task:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">&lt;TaskType.BACKBONE:</span> <span class="pre">'backbone'&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vocab_size:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">42000</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_size:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">768</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_hidden_layers:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_attention_heads:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">intermediate_size:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">3072</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_act:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'gelu'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_dropout_prob:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">attention_probs_dropout_prob:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_position_embeddings:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">512</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">type_vocab_size:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initializer_range:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.02</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">layer_norm_eps:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">1e-12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_token_id:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">position_embedding_type:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'absolute'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_cache:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">classifier_dropout:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/backbone/bert/bert_config.html#BERTConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.backbone.bert.bert_config.BERTConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.ModelConfig" title="hezar.configs.ModelConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">ModelConfig</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.bert.bert_config.BERTConfig.attention_probs_dropout_prob">
+<span class="sig-name descname"><span class="pre">attention_probs_dropout_prob</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.1</span></em><a class="headerlink" href="#hezar.models.backbone.bert.bert_config.BERTConfig.attention_probs_dropout_prob" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.bert.bert_config.BERTConfig.classifier_dropout">
+<span class="sig-name descname"><span class="pre">classifier_dropout</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.backbone.bert.bert_config.BERTConfig.classifier_dropout" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.bert.bert_config.BERTConfig.hidden_act">
+<span class="sig-name descname"><span class="pre">hidden_act</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'gelu'</span></em><a class="headerlink" href="#hezar.models.backbone.bert.bert_config.BERTConfig.hidden_act" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.bert.bert_config.BERTConfig.hidden_dropout_prob">
+<span class="sig-name descname"><span class="pre">hidden_dropout_prob</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.1</span></em><a class="headerlink" href="#hezar.models.backbone.bert.bert_config.BERTConfig.hidden_dropout_prob" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.bert.bert_config.BERTConfig.hidden_size">
+<span class="sig-name descname"><span class="pre">hidden_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">768</span></em><a class="headerlink" href="#hezar.models.backbone.bert.bert_config.BERTConfig.hidden_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.bert.bert_config.BERTConfig.initializer_range">
+<span class="sig-name descname"><span class="pre">initializer_range</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.02</span></em><a class="headerlink" href="#hezar.models.backbone.bert.bert_config.BERTConfig.initializer_range" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.bert.bert_config.BERTConfig.intermediate_size">
+<span class="sig-name descname"><span class="pre">intermediate_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">3072</span></em><a class="headerlink" href="#hezar.models.backbone.bert.bert_config.BERTConfig.intermediate_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.bert.bert_config.BERTConfig.layer_norm_eps">
+<span class="sig-name descname"><span class="pre">layer_norm_eps</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1e-12</span></em><a class="headerlink" href="#hezar.models.backbone.bert.bert_config.BERTConfig.layer_norm_eps" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.bert.bert_config.BERTConfig.max_position_embeddings">
+<span class="sig-name descname"><span class="pre">max_position_embeddings</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">512</span></em><a class="headerlink" href="#hezar.models.backbone.bert.bert_config.BERTConfig.max_position_embeddings" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.bert.bert_config.BERTConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'bert'</span></em><a class="headerlink" href="#hezar.models.backbone.bert.bert_config.BERTConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.bert.bert_config.BERTConfig.num_attention_heads">
+<span class="sig-name descname"><span class="pre">num_attention_heads</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">12</span></em><a class="headerlink" href="#hezar.models.backbone.bert.bert_config.BERTConfig.num_attention_heads" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.bert.bert_config.BERTConfig.num_hidden_layers">
+<span class="sig-name descname"><span class="pre">num_hidden_layers</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">12</span></em><a class="headerlink" href="#hezar.models.backbone.bert.bert_config.BERTConfig.num_hidden_layers" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.bert.bert_config.BERTConfig.pad_token_id">
+<span class="sig-name descname"><span class="pre">pad_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#hezar.models.backbone.bert.bert_config.BERTConfig.pad_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.bert.bert_config.BERTConfig.position_embedding_type">
+<span class="sig-name descname"><span class="pre">position_embedding_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'absolute'</span></em><a class="headerlink" href="#hezar.models.backbone.bert.bert_config.BERTConfig.position_embedding_type" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.bert.bert_config.BERTConfig.task">
+<span class="sig-name descname"><span class="pre">task</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'backbone'</span></em><a class="headerlink" href="#hezar.models.backbone.bert.bert_config.BERTConfig.task" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.bert.bert_config.BERTConfig.type_vocab_size">
+<span class="sig-name descname"><span class="pre">type_vocab_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">2</span></em><a class="headerlink" href="#hezar.models.backbone.bert.bert_config.BERTConfig.type_vocab_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.bert.bert_config.BERTConfig.use_cache">
+<span class="sig-name descname"><span class="pre">use_cache</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.backbone.bert.bert_config.BERTConfig.use_cache" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.bert.bert_config.BERTConfig.vocab_size">
+<span class="sig-name descname"><span class="pre">vocab_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">42000</span></em><a class="headerlink" href="#hezar.models.backbone.bert.bert_config.BERTConfig.vocab_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
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+            <ul>
+<li><a class="reference internal" href="#">hezar.models.backbone.bert.bert_config module</a><ul>
+<li><a class="reference internal" href="#hezar.models.backbone.bert.bert_config.BERTConfig"><code class="docutils literal notranslate"><span class="pre">BERTConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.backbone.bert.bert_config.BERTConfig.attention_probs_dropout_prob"><code class="docutils literal notranslate"><span class="pre">BERTConfig.attention_probs_dropout_prob</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.bert.bert_config.BERTConfig.classifier_dropout"><code class="docutils literal notranslate"><span class="pre">BERTConfig.classifier_dropout</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.bert.bert_config.BERTConfig.hidden_act"><code class="docutils literal notranslate"><span class="pre">BERTConfig.hidden_act</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.bert.bert_config.BERTConfig.hidden_dropout_prob"><code class="docutils literal notranslate"><span class="pre">BERTConfig.hidden_dropout_prob</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.bert.bert_config.BERTConfig.hidden_size"><code class="docutils literal notranslate"><span class="pre">BERTConfig.hidden_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.bert.bert_config.BERTConfig.initializer_range"><code class="docutils literal notranslate"><span class="pre">BERTConfig.initializer_range</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.bert.bert_config.BERTConfig.intermediate_size"><code class="docutils literal notranslate"><span class="pre">BERTConfig.intermediate_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.bert.bert_config.BERTConfig.layer_norm_eps"><code class="docutils literal notranslate"><span class="pre">BERTConfig.layer_norm_eps</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.bert.bert_config.BERTConfig.max_position_embeddings"><code class="docutils literal notranslate"><span class="pre">BERTConfig.max_position_embeddings</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.bert.bert_config.BERTConfig.name"><code class="docutils literal notranslate"><span class="pre">BERTConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.bert.bert_config.BERTConfig.num_attention_heads"><code class="docutils literal notranslate"><span class="pre">BERTConfig.num_attention_heads</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.bert.bert_config.BERTConfig.num_hidden_layers"><code class="docutils literal notranslate"><span class="pre">BERTConfig.num_hidden_layers</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.bert.bert_config.BERTConfig.pad_token_id"><code class="docutils literal notranslate"><span class="pre">BERTConfig.pad_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.bert.bert_config.BERTConfig.position_embedding_type"><code class="docutils literal notranslate"><span class="pre">BERTConfig.position_embedding_type</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.bert.bert_config.BERTConfig.task"><code class="docutils literal notranslate"><span class="pre">BERTConfig.task</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.bert.bert_config.BERTConfig.type_vocab_size"><code class="docutils literal notranslate"><span class="pre">BERTConfig.type_vocab_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.bert.bert_config.BERTConfig.use_cache"><code class="docutils literal notranslate"><span class="pre">BERTConfig.use_cache</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.bert.bert_config.BERTConfig.vocab_size"><code class="docutils literal notranslate"><span class="pre">BERTConfig.vocab_size</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
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diff --git a/source/hezar.models.backbone.bert.html b/source/hezar.models.backbone.bert.html
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+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
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+          <section id="hezar-models-backbone-bert-package">
+<h1>hezar.models.backbone.bert package<a class="headerlink" href="#hezar-models-backbone-bert-package" title="Link to this heading">#</a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">#</a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.backbone.bert.bert.html">hezar.models.backbone.bert.bert module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.backbone.bert.bert.html#hezar.models.backbone.bert.bert.BERT"><code class="docutils literal notranslate"><span class="pre">BERT</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.bert.bert.html#hezar.models.backbone.bert.bert.BERT.forward"><code class="docutils literal notranslate"><span class="pre">BERT.forward()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.bert.bert.html#hezar.models.backbone.bert.bert.BERT.post_process"><code class="docutils literal notranslate"><span class="pre">BERT.post_process()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.bert.bert.html#hezar.models.backbone.bert.bert.BERT.preprocess"><code class="docutils literal notranslate"><span class="pre">BERT.preprocess()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.bert.bert.html#hezar.models.backbone.bert.bert.BERT.required_backends"><code class="docutils literal notranslate"><span class="pre">BERT.required_backends</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.bert.bert.html#hezar.models.backbone.bert.bert.BERT.skip_keys_on_load"><code class="docutils literal notranslate"><span class="pre">BERT.skip_keys_on_load</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.bert.bert.html#hezar.models.backbone.bert.bert.BERT.tokenizer_name"><code class="docutils literal notranslate"><span class="pre">BERT.tokenizer_name</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.backbone.bert.bert_config.html">hezar.models.backbone.bert.bert_config module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.backbone.bert.bert_config.html#hezar.models.backbone.bert.bert_config.BERTConfig"><code class="docutils literal notranslate"><span class="pre">BERTConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.bert.bert_config.html#hezar.models.backbone.bert.bert_config.BERTConfig.attention_probs_dropout_prob"><code class="docutils literal notranslate"><span class="pre">BERTConfig.attention_probs_dropout_prob</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.bert.bert_config.html#hezar.models.backbone.bert.bert_config.BERTConfig.classifier_dropout"><code class="docutils literal notranslate"><span class="pre">BERTConfig.classifier_dropout</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.bert.bert_config.html#hezar.models.backbone.bert.bert_config.BERTConfig.hidden_act"><code class="docutils literal notranslate"><span class="pre">BERTConfig.hidden_act</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.bert.bert_config.html#hezar.models.backbone.bert.bert_config.BERTConfig.hidden_dropout_prob"><code class="docutils literal notranslate"><span class="pre">BERTConfig.hidden_dropout_prob</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.bert.bert_config.html#hezar.models.backbone.bert.bert_config.BERTConfig.hidden_size"><code class="docutils literal notranslate"><span class="pre">BERTConfig.hidden_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.bert.bert_config.html#hezar.models.backbone.bert.bert_config.BERTConfig.initializer_range"><code class="docutils literal notranslate"><span class="pre">BERTConfig.initializer_range</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.bert.bert_config.html#hezar.models.backbone.bert.bert_config.BERTConfig.intermediate_size"><code class="docutils literal notranslate"><span class="pre">BERTConfig.intermediate_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.bert.bert_config.html#hezar.models.backbone.bert.bert_config.BERTConfig.layer_norm_eps"><code class="docutils literal notranslate"><span class="pre">BERTConfig.layer_norm_eps</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.bert.bert_config.html#hezar.models.backbone.bert.bert_config.BERTConfig.max_position_embeddings"><code class="docutils literal notranslate"><span class="pre">BERTConfig.max_position_embeddings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.bert.bert_config.html#hezar.models.backbone.bert.bert_config.BERTConfig.name"><code class="docutils literal notranslate"><span class="pre">BERTConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.bert.bert_config.html#hezar.models.backbone.bert.bert_config.BERTConfig.num_attention_heads"><code class="docutils literal notranslate"><span class="pre">BERTConfig.num_attention_heads</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.bert.bert_config.html#hezar.models.backbone.bert.bert_config.BERTConfig.num_hidden_layers"><code class="docutils literal notranslate"><span class="pre">BERTConfig.num_hidden_layers</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.bert.bert_config.html#hezar.models.backbone.bert.bert_config.BERTConfig.pad_token_id"><code class="docutils literal notranslate"><span class="pre">BERTConfig.pad_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.bert.bert_config.html#hezar.models.backbone.bert.bert_config.BERTConfig.position_embedding_type"><code class="docutils literal notranslate"><span class="pre">BERTConfig.position_embedding_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.bert.bert_config.html#hezar.models.backbone.bert.bert_config.BERTConfig.task"><code class="docutils literal notranslate"><span class="pre">BERTConfig.task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.bert.bert_config.html#hezar.models.backbone.bert.bert_config.BERTConfig.type_vocab_size"><code class="docutils literal notranslate"><span class="pre">BERTConfig.type_vocab_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.bert.bert_config.html#hezar.models.backbone.bert.bert_config.BERTConfig.use_cache"><code class="docutils literal notranslate"><span class="pre">BERTConfig.use_cache</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.bert.bert_config.html#hezar.models.backbone.bert.bert_config.BERTConfig.vocab_size"><code class="docutils literal notranslate"><span class="pre">BERTConfig.vocab_size</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-hezar.models.backbone.bert">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-hezar.models.backbone.bert" title="Link to this heading">#</a></h2>
+</section>
+</section>
+
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
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+        <article role="main">
+          <section id="module-hezar.models.backbone.distilbert.distilbert">
+<span id="hezar-models-backbone-distilbert-distilbert-module"></span><h1>hezar.models.backbone.distilbert.distilbert module<a class="headerlink" href="#module-hezar.models.backbone.distilbert.distilbert" title="Link to this heading">#</a></h1>
+<p>A DistilBERT base language model (HuggingFace Transformers) wrapped by a Hezar Model class</p>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.backbone.distilbert.distilbert.DistilBERT">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.backbone.distilbert.distilbert.</span></span><span class="sig-name descname"><span class="pre">DistilBERT</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/backbone/distilbert/distilbert.html#DistilBERT"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.backbone.distilbert.distilbert.DistilBERT" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.models.model.html#hezar.models.model.Model" title="hezar.models.model.Model"><code class="xref py py-class docutils literal notranslate"><span class="pre">Model</span></code></a></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.backbone.distilbert.distilbert.DistilBERT.forward">
+<span class="sig-name descname"><span class="pre">forward</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">token_ids</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">attention_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">head_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">inputs_embeds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_attentions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_hidden_states</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/backbone/distilbert/distilbert.html#DistilBERT.forward"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.backbone.distilbert.distilbert.DistilBERT.forward" title="Link to this definition">#</a></dt>
+<dd><p>Forward inputs through the model and return logits, etc.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>model_inputs</strong> – The required inputs for the model forward</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dict of outputs like logits, loss, etc.</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.backbone.distilbert.distilbert.DistilBERT.post_process">
+<span class="sig-name descname"><span class="pre">post_process</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_outputs</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/backbone/distilbert/distilbert.html#DistilBERT.post_process"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.backbone.distilbert.distilbert.DistilBERT.post_process" title="Link to this definition">#</a></dt>
+<dd><p>Process model outputs and return human-readable results. Called in <cite>self.predict()</cite></p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>model_outputs</strong> – model outputs to process</p></li>
+<li><p><strong>**kwargs</strong> – extra arguments specific to the derived class</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Processed model output values and converted to human-readable results</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.backbone.distilbert.distilbert.DistilBERT.preprocess">
+<span class="sig-name descname"><span class="pre">preprocess</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/backbone/distilbert/distilbert.html#DistilBERT.preprocess"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.backbone.distilbert.distilbert.DistilBERT.preprocess" title="Link to this definition">#</a></dt>
+<dd><p>Given raw inputs, preprocess the inputs and prepare them for model’s <cite>forward()</cite>.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>raw_inputs</strong> – Raw model inputs</p></li>
+<li><p><strong>**kwargs</strong> – Extra kwargs specific to the model. See the model’s specific class for more info</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dict of inputs for model forward</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.distilbert.distilbert.DistilBERT.required_backends">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[Backends.TRANSFORMERS,</span> <span class="pre">Backends.TOKENIZERS]</span></em><a class="headerlink" href="#hezar.models.backbone.distilbert.distilbert.DistilBERT.required_backends" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.distilbert.distilbert.DistilBERT.tokenizer_name">
+<span class="sig-name descname"><span class="pre">tokenizer_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'wordpiece_tokenizer'</span></em><a class="headerlink" href="#hezar.models.backbone.distilbert.distilbert.DistilBERT.tokenizer_name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
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+            <ul>
+<li><a class="reference internal" href="#">hezar.models.backbone.distilbert.distilbert module</a><ul>
+<li><a class="reference internal" href="#hezar.models.backbone.distilbert.distilbert.DistilBERT"><code class="docutils literal notranslate"><span class="pre">DistilBERT</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.backbone.distilbert.distilbert.DistilBERT.forward"><code class="docutils literal notranslate"><span class="pre">DistilBERT.forward()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.distilbert.distilbert.DistilBERT.post_process"><code class="docutils literal notranslate"><span class="pre">DistilBERT.post_process()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.distilbert.distilbert.DistilBERT.preprocess"><code class="docutils literal notranslate"><span class="pre">DistilBERT.preprocess()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.distilbert.distilbert.DistilBERT.required_backends"><code class="docutils literal notranslate"><span class="pre">DistilBERT.required_backends</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.distilbert.distilbert.DistilBERT.tokenizer_name"><code class="docutils literal notranslate"><span class="pre">DistilBERT.tokenizer_name</span></code></a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
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+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
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+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
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+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
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+          <section id="module-hezar.models.backbone.distilbert.distilbert_config">
+<span id="hezar-models-backbone-distilbert-distilbert-config-module"></span><h1>hezar.models.backbone.distilbert.distilbert_config module<a class="headerlink" href="#module-hezar.models.backbone.distilbert.distilbert_config" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.backbone.distilbert.distilbert_config.</span></span><span class="sig-name descname"><span class="pre">DistilBERTConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">task:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">&lt;TaskType.LANGUAGE_MODELING:</span> <span class="pre">'language_modeling'&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">activation:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'gelu'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">attention_dropout:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dim:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">768</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dropout:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_dim:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">3072</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initializer_range:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.02</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_position_embeddings:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">512</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_heads:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_layers:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">6</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_past:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_token_id:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">qa_dropout:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tie_weights_:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vocab_size:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">42000</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/backbone/distilbert/distilbert_config.html#DistilBERTConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.ModelConfig" title="hezar.configs.ModelConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">ModelConfig</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.activation">
+<span class="sig-name descname"><span class="pre">activation</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'gelu'</span></em><a class="headerlink" href="#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.activation" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.attention_dropout">
+<span class="sig-name descname"><span class="pre">attention_dropout</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.1</span></em><a class="headerlink" href="#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.attention_dropout" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.dim">
+<span class="sig-name descname"><span class="pre">dim</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">768</span></em><a class="headerlink" href="#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.dim" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.dropout">
+<span class="sig-name descname"><span class="pre">dropout</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.1</span></em><a class="headerlink" href="#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.dropout" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.hidden_dim">
+<span class="sig-name descname"><span class="pre">hidden_dim</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">3072</span></em><a class="headerlink" href="#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.hidden_dim" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.initializer_range">
+<span class="sig-name descname"><span class="pre">initializer_range</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.02</span></em><a class="headerlink" href="#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.initializer_range" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.max_position_embeddings">
+<span class="sig-name descname"><span class="pre">max_position_embeddings</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">512</span></em><a class="headerlink" href="#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.max_position_embeddings" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.n_heads">
+<span class="sig-name descname"><span class="pre">n_heads</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">12</span></em><a class="headerlink" href="#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.n_heads" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.n_layers">
+<span class="sig-name descname"><span class="pre">n_layers</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">6</span></em><a class="headerlink" href="#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.n_layers" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'distilbert'</span></em><a class="headerlink" href="#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.output_past">
+<span class="sig-name descname"><span class="pre">output_past</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.output_past" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.pad_token_id">
+<span class="sig-name descname"><span class="pre">pad_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.pad_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.qa_dropout">
+<span class="sig-name descname"><span class="pre">qa_dropout</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.1</span></em><a class="headerlink" href="#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.qa_dropout" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.task">
+<span class="sig-name descname"><span class="pre">task</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'language_modeling'</span></em><a class="headerlink" href="#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.task" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.tie_weights_">
+<span class="sig-name descname"><span class="pre">tie_weights_</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.tie_weights_" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.vocab_size">
+<span class="sig-name descname"><span class="pre">vocab_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">42000</span></em><a class="headerlink" href="#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.vocab_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
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+            On this page
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+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.models.backbone.distilbert.distilbert_config module</a><ul>
+<li><a class="reference internal" href="#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig"><code class="docutils literal notranslate"><span class="pre">DistilBERTConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.activation"><code class="docutils literal notranslate"><span class="pre">DistilBERTConfig.activation</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.attention_dropout"><code class="docutils literal notranslate"><span class="pre">DistilBERTConfig.attention_dropout</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.dim"><code class="docutils literal notranslate"><span class="pre">DistilBERTConfig.dim</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.dropout"><code class="docutils literal notranslate"><span class="pre">DistilBERTConfig.dropout</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.hidden_dim"><code class="docutils literal notranslate"><span class="pre">DistilBERTConfig.hidden_dim</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.initializer_range"><code class="docutils literal notranslate"><span class="pre">DistilBERTConfig.initializer_range</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.max_position_embeddings"><code class="docutils literal notranslate"><span class="pre">DistilBERTConfig.max_position_embeddings</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.n_heads"><code class="docutils literal notranslate"><span class="pre">DistilBERTConfig.n_heads</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.n_layers"><code class="docutils literal notranslate"><span class="pre">DistilBERTConfig.n_layers</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.name"><code class="docutils literal notranslate"><span class="pre">DistilBERTConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.output_past"><code class="docutils literal notranslate"><span class="pre">DistilBERTConfig.output_past</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.pad_token_id"><code class="docutils literal notranslate"><span class="pre">DistilBERTConfig.pad_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.qa_dropout"><code class="docutils literal notranslate"><span class="pre">DistilBERTConfig.qa_dropout</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.task"><code class="docutils literal notranslate"><span class="pre">DistilBERTConfig.task</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.tie_weights_"><code class="docutils literal notranslate"><span class="pre">DistilBERTConfig.tie_weights_</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.vocab_size"><code class="docutils literal notranslate"><span class="pre">DistilBERTConfig.vocab_size</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
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diff --git a/source/hezar.models.backbone.distilbert.html b/source/hezar.models.backbone.distilbert.html
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
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+          <section id="hezar-models-backbone-distilbert-package">
+<h1>hezar.models.backbone.distilbert package<a class="headerlink" href="#hezar-models-backbone-distilbert-package" title="Link to this heading">#</a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">#</a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert.html">hezar.models.backbone.distilbert.distilbert module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert.html#hezar.models.backbone.distilbert.distilbert.DistilBERT"><code class="docutils literal notranslate"><span class="pre">DistilBERT</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert.html#hezar.models.backbone.distilbert.distilbert.DistilBERT.forward"><code class="docutils literal notranslate"><span class="pre">DistilBERT.forward()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert.html#hezar.models.backbone.distilbert.distilbert.DistilBERT.post_process"><code class="docutils literal notranslate"><span class="pre">DistilBERT.post_process()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert.html#hezar.models.backbone.distilbert.distilbert.DistilBERT.preprocess"><code class="docutils literal notranslate"><span class="pre">DistilBERT.preprocess()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert.html#hezar.models.backbone.distilbert.distilbert.DistilBERT.required_backends"><code class="docutils literal notranslate"><span class="pre">DistilBERT.required_backends</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert.html#hezar.models.backbone.distilbert.distilbert.DistilBERT.tokenizer_name"><code class="docutils literal notranslate"><span class="pre">DistilBERT.tokenizer_name</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert_config.html#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig"><code class="docutils literal notranslate"><span class="pre">DistilBERTConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert_config.html#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.activation"><code class="docutils literal notranslate"><span class="pre">DistilBERTConfig.activation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert_config.html#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.attention_dropout"><code class="docutils literal notranslate"><span class="pre">DistilBERTConfig.attention_dropout</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert_config.html#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.dim"><code class="docutils literal notranslate"><span class="pre">DistilBERTConfig.dim</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert_config.html#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.dropout"><code class="docutils literal notranslate"><span class="pre">DistilBERTConfig.dropout</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert_config.html#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.hidden_dim"><code class="docutils literal notranslate"><span class="pre">DistilBERTConfig.hidden_dim</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert_config.html#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.initializer_range"><code class="docutils literal notranslate"><span class="pre">DistilBERTConfig.initializer_range</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert_config.html#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.max_position_embeddings"><code class="docutils literal notranslate"><span class="pre">DistilBERTConfig.max_position_embeddings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert_config.html#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.n_heads"><code class="docutils literal notranslate"><span class="pre">DistilBERTConfig.n_heads</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert_config.html#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.n_layers"><code class="docutils literal notranslate"><span class="pre">DistilBERTConfig.n_layers</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert_config.html#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.name"><code class="docutils literal notranslate"><span class="pre">DistilBERTConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert_config.html#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.output_past"><code class="docutils literal notranslate"><span class="pre">DistilBERTConfig.output_past</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert_config.html#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.pad_token_id"><code class="docutils literal notranslate"><span class="pre">DistilBERTConfig.pad_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert_config.html#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.qa_dropout"><code class="docutils literal notranslate"><span class="pre">DistilBERTConfig.qa_dropout</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert_config.html#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.task"><code class="docutils literal notranslate"><span class="pre">DistilBERTConfig.task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert_config.html#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.tie_weights_"><code class="docutils literal notranslate"><span class="pre">DistilBERTConfig.tie_weights_</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert_config.html#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig.vocab_size"><code class="docutils literal notranslate"><span class="pre">DistilBERTConfig.vocab_size</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-hezar.models.backbone.distilbert">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-hezar.models.backbone.distilbert" title="Link to this heading">#</a></h2>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
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+          <section id="hezar-models-backbone-package">
+<h1>hezar.models.backbone package<a class="headerlink" href="#hezar-models-backbone-package" title="Link to this heading">#</a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading">#</a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.backbone.bert.html">hezar.models.backbone.bert package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.backbone.bert.html#submodules">Submodules</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.bert.bert.html">hezar.models.backbone.bert.bert module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.backbone.bert.bert.html#hezar.models.backbone.bert.bert.BERT"><code class="docutils literal notranslate"><span class="pre">BERT</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.bert.bert_config.html">hezar.models.backbone.bert.bert_config module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.backbone.bert.bert_config.html#hezar.models.backbone.bert.bert_config.BERTConfig"><code class="docutils literal notranslate"><span class="pre">BERTConfig</span></code></a></li>
+</ul>
+</li>
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+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.backbone.bert.html#module-hezar.models.backbone.bert">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.backbone.distilbert.html">hezar.models.backbone.distilbert package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.backbone.distilbert.html#submodules">Submodules</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert.html">hezar.models.backbone.distilbert.distilbert module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert.html#hezar.models.backbone.distilbert.distilbert.DistilBERT"><code class="docutils literal notranslate"><span class="pre">DistilBERT</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert_config.html#hezar.models.backbone.distilbert.distilbert_config.DistilBERTConfig"><code class="docutils literal notranslate"><span class="pre">DistilBERTConfig</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.backbone.distilbert.html#module-hezar.models.backbone.distilbert">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.backbone.roberta.html#submodules">Submodules</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.backbone.roberta.roberta.html#hezar.models.backbone.roberta.roberta.RoBERTa"><code class="docutils literal notranslate"><span class="pre">RoBERTa</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig"><code class="docutils literal notranslate"><span class="pre">RoBERTaConfig</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.backbone.roberta.html#module-hezar.models.backbone.roberta">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.backbone.vit.html#submodules">Submodules</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.backbone.vit.vit.html#hezar.models.backbone.vit.vit.ViT"><code class="docutils literal notranslate"><span class="pre">ViT</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html#hezar.models.backbone.vit.vit_config.ViTConfig"><code class="docutils literal notranslate"><span class="pre">ViTConfig</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.backbone.vit.html#module-hezar.models.backbone.vit">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-hezar.models.backbone">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-hezar.models.backbone" title="Link to this heading">#</a></h2>
+</section>
+</section>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 current has-children current-page"><a class="current reference internal" href="#">hezar.models.backbone.roberta package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
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+          <section id="hezar-models-backbone-roberta-package">
+<h1>hezar.models.backbone.roberta package<a class="headerlink" href="#hezar-models-backbone-roberta-package" title="Link to this heading">#</a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">#</a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.backbone.roberta.roberta.html#hezar.models.backbone.roberta.roberta.RoBERTa"><code class="docutils literal notranslate"><span class="pre">RoBERTa</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.roberta.roberta.html#hezar.models.backbone.roberta.roberta.RoBERTa.forward"><code class="docutils literal notranslate"><span class="pre">RoBERTa.forward()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.roberta.roberta.html#hezar.models.backbone.roberta.roberta.RoBERTa.post_process"><code class="docutils literal notranslate"><span class="pre">RoBERTa.post_process()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.roberta.roberta.html#hezar.models.backbone.roberta.roberta.RoBERTa.preprocess"><code class="docutils literal notranslate"><span class="pre">RoBERTa.preprocess()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.roberta.roberta.html#hezar.models.backbone.roberta.roberta.RoBERTa.required_backends"><code class="docutils literal notranslate"><span class="pre">RoBERTa.required_backends</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.roberta.roberta.html#hezar.models.backbone.roberta.roberta.RoBERTa.skip_keys_on_load"><code class="docutils literal notranslate"><span class="pre">RoBERTa.skip_keys_on_load</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.roberta.roberta.html#hezar.models.backbone.roberta.roberta.RoBERTa.tokenizer_name"><code class="docutils literal notranslate"><span class="pre">RoBERTa.tokenizer_name</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig"><code class="docutils literal notranslate"><span class="pre">RoBERTaConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.attention_probs_dropout_prob"><code class="docutils literal notranslate"><span class="pre">RoBERTaConfig.attention_probs_dropout_prob</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.bos_token_id"><code class="docutils literal notranslate"><span class="pre">RoBERTaConfig.bos_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.eos_token_id"><code class="docutils literal notranslate"><span class="pre">RoBERTaConfig.eos_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.gradient_checkpointing"><code class="docutils literal notranslate"><span class="pre">RoBERTaConfig.gradient_checkpointing</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.hidden_act"><code class="docutils literal notranslate"><span class="pre">RoBERTaConfig.hidden_act</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.hidden_dropout_prob"><code class="docutils literal notranslate"><span class="pre">RoBERTaConfig.hidden_dropout_prob</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.hidden_size"><code class="docutils literal notranslate"><span class="pre">RoBERTaConfig.hidden_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.initializer_range"><code class="docutils literal notranslate"><span class="pre">RoBERTaConfig.initializer_range</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.intermediate_size"><code class="docutils literal notranslate"><span class="pre">RoBERTaConfig.intermediate_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.layer_norm_eps"><code class="docutils literal notranslate"><span class="pre">RoBERTaConfig.layer_norm_eps</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.max_position_embeddings"><code class="docutils literal notranslate"><span class="pre">RoBERTaConfig.max_position_embeddings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.name"><code class="docutils literal notranslate"><span class="pre">RoBERTaConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.num_attention_heads"><code class="docutils literal notranslate"><span class="pre">RoBERTaConfig.num_attention_heads</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.num_hidden_layers"><code class="docutils literal notranslate"><span class="pre">RoBERTaConfig.num_hidden_layers</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.pad_token_id"><code class="docutils literal notranslate"><span class="pre">RoBERTaConfig.pad_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.position_embedding_type"><code class="docutils literal notranslate"><span class="pre">RoBERTaConfig.position_embedding_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.task"><code class="docutils literal notranslate"><span class="pre">RoBERTaConfig.task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.type_vocab_size"><code class="docutils literal notranslate"><span class="pre">RoBERTaConfig.type_vocab_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.use_cache"><code class="docutils literal notranslate"><span class="pre">RoBERTaConfig.use_cache</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.vocab_size"><code class="docutils literal notranslate"><span class="pre">RoBERTaConfig.vocab_size</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-hezar.models.backbone.roberta">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-hezar.models.backbone.roberta" title="Link to this heading">#</a></h2>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
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+</ul>
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+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
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+</ul>
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+</ul>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
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+          <section id="module-hezar.models.backbone.roberta.roberta">
+<span id="hezar-models-backbone-roberta-roberta-module"></span><h1>hezar.models.backbone.roberta.roberta module<a class="headerlink" href="#module-hezar.models.backbone.roberta.roberta" title="Link to this heading">#</a></h1>
+<p>RoBERTa base language model (HuggingFace Transformers) wrapped by a Hezar Model class</p>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.backbone.roberta.roberta.RoBERTa">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.backbone.roberta.roberta.</span></span><span class="sig-name descname"><span class="pre">RoBERTa</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/backbone/roberta/roberta.html#RoBERTa"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.backbone.roberta.roberta.RoBERTa" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.models.model.html#hezar.models.model.Model" title="hezar.models.model.Model"><code class="xref py py-class docutils literal notranslate"><span class="pre">Model</span></code></a></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.backbone.roberta.roberta.RoBERTa.forward">
+<span class="sig-name descname"><span class="pre">forward</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">token_ids</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">attention_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">token_type_ids</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">position_ids</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">head_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">inputs_embeds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">encoder_hidden_states</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">encoder_attention_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">past_key_values</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_cache</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_attentions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_hidden_states</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/backbone/roberta/roberta.html#RoBERTa.forward"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.backbone.roberta.roberta.RoBERTa.forward" title="Link to this definition">#</a></dt>
+<dd><p>Forward inputs through the model and return logits, etc.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>model_inputs</strong> – The required inputs for the model forward</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dict of outputs like logits, loss, etc.</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.backbone.roberta.roberta.RoBERTa.post_process">
+<span class="sig-name descname"><span class="pre">post_process</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_outputs</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/backbone/roberta/roberta.html#RoBERTa.post_process"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.backbone.roberta.roberta.RoBERTa.post_process" title="Link to this definition">#</a></dt>
+<dd><p>Process model outputs and return human-readable results. Called in <cite>self.predict()</cite></p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>model_outputs</strong> – model outputs to process</p></li>
+<li><p><strong>**kwargs</strong> – extra arguments specific to the derived class</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Processed model output values and converted to human-readable results</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.backbone.roberta.roberta.RoBERTa.preprocess">
+<span class="sig-name descname"><span class="pre">preprocess</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/backbone/roberta/roberta.html#RoBERTa.preprocess"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.backbone.roberta.roberta.RoBERTa.preprocess" title="Link to this definition">#</a></dt>
+<dd><p>Given raw inputs, preprocess the inputs and prepare them for model’s <cite>forward()</cite>.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>raw_inputs</strong> – Raw model inputs</p></li>
+<li><p><strong>**kwargs</strong> – Extra kwargs specific to the model. See the model’s specific class for more info</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dict of inputs for model forward</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.roberta.roberta.RoBERTa.required_backends">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[Backends.TRANSFORMERS,</span> <span class="pre">Backends.TOKENIZERS]</span></em><a class="headerlink" href="#hezar.models.backbone.roberta.roberta.RoBERTa.required_backends" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.roberta.roberta.RoBERTa.skip_keys_on_load">
+<span class="sig-name descname"><span class="pre">skip_keys_on_load</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">['model.embeddings.position_ids',</span> <span class="pre">'roberta.embeddings.position_ids']</span></em><a class="headerlink" href="#hezar.models.backbone.roberta.roberta.RoBERTa.skip_keys_on_load" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.roberta.roberta.RoBERTa.tokenizer_name">
+<span class="sig-name descname"><span class="pre">tokenizer_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'bpe_tokenizer'</span></em><a class="headerlink" href="#hezar.models.backbone.roberta.roberta.RoBERTa.tokenizer_name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
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+                </div>
+                <div class="title">hezar.models.backbone.roberta.roberta_config module</div>
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+              <a class="muted-link " href="https://t.me/hezarai" aria-label="Telegram"><i class="fa-brands fa-telegram fa-2x" style="color: #229ed9;"></i></a>
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+        
+      </footer>
+    </div>
+    <aside class="toc-drawer">
+      
+      
+      <div class="toc-sticky toc-scroll">
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+          <span class="toc-title">
+            On this page
+          </span>
+        </div>
+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.models.backbone.roberta.roberta module</a><ul>
+<li><a class="reference internal" href="#hezar.models.backbone.roberta.roberta.RoBERTa"><code class="docutils literal notranslate"><span class="pre">RoBERTa</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.backbone.roberta.roberta.RoBERTa.forward"><code class="docutils literal notranslate"><span class="pre">RoBERTa.forward()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.roberta.roberta.RoBERTa.post_process"><code class="docutils literal notranslate"><span class="pre">RoBERTa.post_process()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.roberta.roberta.RoBERTa.preprocess"><code class="docutils literal notranslate"><span class="pre">RoBERTa.preprocess()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.roberta.roberta.RoBERTa.required_backends"><code class="docutils literal notranslate"><span class="pre">RoBERTa.required_backends</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.roberta.roberta.RoBERTa.skip_keys_on_load"><code class="docutils literal notranslate"><span class="pre">RoBERTa.skip_keys_on_load</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.roberta.roberta.RoBERTa.tokenizer_name"><code class="docutils literal notranslate"><span class="pre">RoBERTa.tokenizer_name</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
+          </div>
+        </div>
+      </div>
+      
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+</html>
\ No newline at end of file
diff --git a/source/hezar.models.backbone.roberta.roberta_config.html b/source/hezar.models.backbone.roberta.roberta_config.html
new file mode 100644
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
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+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
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+          <section id="module-hezar.models.backbone.roberta.roberta_config">
+<span id="hezar-models-backbone-roberta-roberta-config-module"></span><h1>hezar.models.backbone.roberta.roberta_config module<a class="headerlink" href="#module-hezar.models.backbone.roberta.roberta_config" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.backbone.roberta.roberta_config.RoBERTaConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.backbone.roberta.roberta_config.</span></span><span class="sig-name descname"><span class="pre">RoBERTaConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">task:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">&lt;TaskType.LANGUAGE_MODELING:</span> <span class="pre">'language_modeling'&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">attention_probs_dropout_prob:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bos_token_id:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">eos_token_id:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">gradient_checkpointing:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_act:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'gelu'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_dropout_prob:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_size:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">768</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initializer_range:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0.02</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">intermediate_size:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">3072</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">layer_norm_eps:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">1e-12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_position_embeddings:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">514</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_attention_heads:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_hidden_layers:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_token_id:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">position_embedding_type:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'absolute'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">type_vocab_size:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_cache:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vocab_size:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">42000</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/backbone/roberta/roberta_config.html#RoBERTaConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.ModelConfig" title="hezar.configs.ModelConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">ModelConfig</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.attention_probs_dropout_prob">
+<span class="sig-name descname"><span class="pre">attention_probs_dropout_prob</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.1</span></em><a class="headerlink" href="#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.attention_probs_dropout_prob" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.bos_token_id">
+<span class="sig-name descname"><span class="pre">bos_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.bos_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.eos_token_id">
+<span class="sig-name descname"><span class="pre">eos_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">2</span></em><a class="headerlink" href="#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.eos_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.gradient_checkpointing">
+<span class="sig-name descname"><span class="pre">gradient_checkpointing</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.gradient_checkpointing" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.hidden_act">
+<span class="sig-name descname"><span class="pre">hidden_act</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'gelu'</span></em><a class="headerlink" href="#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.hidden_act" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.hidden_dropout_prob">
+<span class="sig-name descname"><span class="pre">hidden_dropout_prob</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.1</span></em><a class="headerlink" href="#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.hidden_dropout_prob" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.hidden_size">
+<span class="sig-name descname"><span class="pre">hidden_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">768</span></em><a class="headerlink" href="#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.hidden_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.initializer_range">
+<span class="sig-name descname"><span class="pre">initializer_range</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.02</span></em><a class="headerlink" href="#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.initializer_range" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.intermediate_size">
+<span class="sig-name descname"><span class="pre">intermediate_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">3072</span></em><a class="headerlink" href="#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.intermediate_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.layer_norm_eps">
+<span class="sig-name descname"><span class="pre">layer_norm_eps</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1e-12</span></em><a class="headerlink" href="#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.layer_norm_eps" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.max_position_embeddings">
+<span class="sig-name descname"><span class="pre">max_position_embeddings</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">514</span></em><a class="headerlink" href="#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.max_position_embeddings" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'roberta'</span></em><a class="headerlink" href="#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.num_attention_heads">
+<span class="sig-name descname"><span class="pre">num_attention_heads</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">12</span></em><a class="headerlink" href="#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.num_attention_heads" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.num_hidden_layers">
+<span class="sig-name descname"><span class="pre">num_hidden_layers</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">12</span></em><a class="headerlink" href="#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.num_hidden_layers" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.pad_token_id">
+<span class="sig-name descname"><span class="pre">pad_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1</span></em><a class="headerlink" href="#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.pad_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.position_embedding_type">
+<span class="sig-name descname"><span class="pre">position_embedding_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'absolute'</span></em><a class="headerlink" href="#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.position_embedding_type" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.task">
+<span class="sig-name descname"><span class="pre">task</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'language_modeling'</span></em><a class="headerlink" href="#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.task" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.type_vocab_size">
+<span class="sig-name descname"><span class="pre">type_vocab_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1</span></em><a class="headerlink" href="#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.type_vocab_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.use_cache">
+<span class="sig-name descname"><span class="pre">use_cache</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.use_cache" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.vocab_size">
+<span class="sig-name descname"><span class="pre">vocab_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">42000</span></em><a class="headerlink" href="#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.vocab_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
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+                <div class="title">hezar.models.backbone.vit package</div>
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+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.models.backbone.roberta.roberta_config module</a><ul>
+<li><a class="reference internal" href="#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig"><code class="docutils literal notranslate"><span class="pre">RoBERTaConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.attention_probs_dropout_prob"><code class="docutils literal notranslate"><span class="pre">RoBERTaConfig.attention_probs_dropout_prob</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.bos_token_id"><code class="docutils literal notranslate"><span class="pre">RoBERTaConfig.bos_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.eos_token_id"><code class="docutils literal notranslate"><span class="pre">RoBERTaConfig.eos_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.gradient_checkpointing"><code class="docutils literal notranslate"><span class="pre">RoBERTaConfig.gradient_checkpointing</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.hidden_act"><code class="docutils literal notranslate"><span class="pre">RoBERTaConfig.hidden_act</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.hidden_dropout_prob"><code class="docutils literal notranslate"><span class="pre">RoBERTaConfig.hidden_dropout_prob</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.hidden_size"><code class="docutils literal notranslate"><span class="pre">RoBERTaConfig.hidden_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.initializer_range"><code class="docutils literal notranslate"><span class="pre">RoBERTaConfig.initializer_range</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.intermediate_size"><code class="docutils literal notranslate"><span class="pre">RoBERTaConfig.intermediate_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.layer_norm_eps"><code class="docutils literal notranslate"><span class="pre">RoBERTaConfig.layer_norm_eps</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.max_position_embeddings"><code class="docutils literal notranslate"><span class="pre">RoBERTaConfig.max_position_embeddings</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.name"><code class="docutils literal notranslate"><span class="pre">RoBERTaConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.num_attention_heads"><code class="docutils literal notranslate"><span class="pre">RoBERTaConfig.num_attention_heads</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.num_hidden_layers"><code class="docutils literal notranslate"><span class="pre">RoBERTaConfig.num_hidden_layers</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.pad_token_id"><code class="docutils literal notranslate"><span class="pre">RoBERTaConfig.pad_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.position_embedding_type"><code class="docutils literal notranslate"><span class="pre">RoBERTaConfig.position_embedding_type</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.task"><code class="docutils literal notranslate"><span class="pre">RoBERTaConfig.task</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.type_vocab_size"><code class="docutils literal notranslate"><span class="pre">RoBERTaConfig.type_vocab_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.use_cache"><code class="docutils literal notranslate"><span class="pre">RoBERTaConfig.use_cache</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.roberta.roberta_config.RoBERTaConfig.vocab_size"><code class="docutils literal notranslate"><span class="pre">RoBERTaConfig.vocab_size</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
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+<h1>hezar.models.backbone.vit package<a class="headerlink" href="#hezar-models-backbone-vit-package" title="Link to this heading">#</a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">#</a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.backbone.vit.vit.html#hezar.models.backbone.vit.vit.ViT"><code class="docutils literal notranslate"><span class="pre">ViT</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.vit.vit.html#hezar.models.backbone.vit.vit.ViT.forward"><code class="docutils literal notranslate"><span class="pre">ViT.forward()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.vit.vit.html#hezar.models.backbone.vit.vit.ViT.image_processor"><code class="docutils literal notranslate"><span class="pre">ViT.image_processor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.vit.vit.html#hezar.models.backbone.vit.vit.ViT.loss_fn_name"><code class="docutils literal notranslate"><span class="pre">ViT.loss_fn_name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.vit.vit.html#hezar.models.backbone.vit.vit.ViT.post_process"><code class="docutils literal notranslate"><span class="pre">ViT.post_process()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.vit.vit.html#hezar.models.backbone.vit.vit.ViT.preprocess"><code class="docutils literal notranslate"><span class="pre">ViT.preprocess()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.vit.vit.html#hezar.models.backbone.vit.vit.ViT.required_backends"><code class="docutils literal notranslate"><span class="pre">ViT.required_backends</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html#hezar.models.backbone.vit.vit_config.ViTConfig"><code class="docutils literal notranslate"><span class="pre">ViTConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html#hezar.models.backbone.vit.vit_config.ViTConfig.attention_probs_dropout_prob"><code class="docutils literal notranslate"><span class="pre">ViTConfig.attention_probs_dropout_prob</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html#hezar.models.backbone.vit.vit_config.ViTConfig.encoder_stride"><code class="docutils literal notranslate"><span class="pre">ViTConfig.encoder_stride</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html#hezar.models.backbone.vit.vit_config.ViTConfig.hidden_act"><code class="docutils literal notranslate"><span class="pre">ViTConfig.hidden_act</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html#hezar.models.backbone.vit.vit_config.ViTConfig.hidden_dropout_prob"><code class="docutils literal notranslate"><span class="pre">ViTConfig.hidden_dropout_prob</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html#hezar.models.backbone.vit.vit_config.ViTConfig.hidden_size"><code class="docutils literal notranslate"><span class="pre">ViTConfig.hidden_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html#hezar.models.backbone.vit.vit_config.ViTConfig.image_size"><code class="docutils literal notranslate"><span class="pre">ViTConfig.image_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html#hezar.models.backbone.vit.vit_config.ViTConfig.initializer_range"><code class="docutils literal notranslate"><span class="pre">ViTConfig.initializer_range</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html#hezar.models.backbone.vit.vit_config.ViTConfig.intermediate_size"><code class="docutils literal notranslate"><span class="pre">ViTConfig.intermediate_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html#hezar.models.backbone.vit.vit_config.ViTConfig.layer_norm_eps"><code class="docutils literal notranslate"><span class="pre">ViTConfig.layer_norm_eps</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html#hezar.models.backbone.vit.vit_config.ViTConfig.name"><code class="docutils literal notranslate"><span class="pre">ViTConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html#hezar.models.backbone.vit.vit_config.ViTConfig.num_attention_heads"><code class="docutils literal notranslate"><span class="pre">ViTConfig.num_attention_heads</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html#hezar.models.backbone.vit.vit_config.ViTConfig.num_channels"><code class="docutils literal notranslate"><span class="pre">ViTConfig.num_channels</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html#hezar.models.backbone.vit.vit_config.ViTConfig.num_hidden_layers"><code class="docutils literal notranslate"><span class="pre">ViTConfig.num_hidden_layers</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html#hezar.models.backbone.vit.vit_config.ViTConfig.patch_size"><code class="docutils literal notranslate"><span class="pre">ViTConfig.patch_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html#hezar.models.backbone.vit.vit_config.ViTConfig.qkv_bias"><code class="docutils literal notranslate"><span class="pre">ViTConfig.qkv_bias</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-hezar.models.backbone.vit">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-hezar.models.backbone.vit" title="Link to this heading">#</a></h2>
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+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.builders.html">hezar.builders module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html">hezar.configs module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html">hezar.constants module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.registry.html">hezar.registry module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../contributing.html">Contributing to Hezar</a></li>
+</ul>
+
+</div>
+</div>
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+      </div>
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+        <article role="main">
+          <section id="module-hezar.models.backbone.vit.vit">
+<span id="hezar-models-backbone-vit-vit-module"></span><h1>hezar.models.backbone.vit.vit module<a class="headerlink" href="#module-hezar.models.backbone.vit.vit" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.backbone.vit.vit.ViT">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.backbone.vit.vit.</span></span><span class="sig-name descname"><span class="pre">ViT</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html#hezar.models.backbone.vit.vit_config.ViTConfig" title="hezar.models.backbone.vit.vit_config.ViTConfig"><span class="pre">ViTConfig</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/backbone/vit/vit.html#ViT"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.backbone.vit.vit.ViT" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.models.model.html#hezar.models.model.Model" title="hezar.models.model.Model"><code class="xref py py-class docutils literal notranslate"><span class="pre">Model</span></code></a></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.backbone.vit.vit.ViT.forward">
+<span class="sig-name descname"><span class="pre">forward</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pixel_values</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bool_masked_pos</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">head_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_attentions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_hidden_states</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">interpolate_pos_encoding</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/backbone/vit/vit.html#ViT.forward"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.backbone.vit.vit.ViT.forward" title="Link to this definition">#</a></dt>
+<dd><p>Forward inputs through the model and return logits, etc.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>model_inputs</strong> – The required inputs for the model forward</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dict of outputs like logits, loss, etc.</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.vit.vit.ViT.image_processor">
+<span class="sig-name descname"><span class="pre">image_processor</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'image_processor'</span></em><a class="headerlink" href="#hezar.models.backbone.vit.vit.ViT.image_processor" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.vit.vit.ViT.loss_fn_name">
+<span class="sig-name descname"><span class="pre">loss_fn_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.LossType" title="hezar.constants.LossType"><span class="pre">LossType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'cross_entropy'</span></em><a class="headerlink" href="#hezar.models.backbone.vit.vit.ViT.loss_fn_name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.backbone.vit.vit.ViT.post_process">
+<span class="sig-name descname"><span class="pre">post_process</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_outputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/backbone/vit/vit.html#ViT.post_process"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.backbone.vit.vit.ViT.post_process" title="Link to this definition">#</a></dt>
+<dd><p>Process model outputs and return human-readable results. Called in <cite>self.predict()</cite></p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>model_outputs</strong> – model outputs to process</p></li>
+<li><p><strong>**kwargs</strong> – extra arguments specific to the derived class</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Processed model output values and converted to human-readable results</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.backbone.vit.vit.ViT.preprocess">
+<span class="sig-name descname"><span class="pre">preprocess</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">np.ndarray</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'Image'</span></span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">torch.Tensor</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/backbone/vit/vit.html#ViT.preprocess"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.backbone.vit.vit.ViT.preprocess" title="Link to this definition">#</a></dt>
+<dd><p>Given raw inputs, preprocess the inputs and prepare them for model’s <cite>forward()</cite>.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>raw_inputs</strong> – Raw model inputs</p></li>
+<li><p><strong>**kwargs</strong> – Extra kwargs specific to the model. See the model’s specific class for more info</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dict of inputs for model forward</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.vit.vit.ViT.required_backends">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[Backends.TRANSFORMERS,</span> <span class="pre">Backends.TOKENIZERS,</span> <span class="pre">Backends.PILLOW]</span></em><a class="headerlink" href="#hezar.models.backbone.vit.vit.ViT.required_backends" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
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+                <div class="title">hezar.models.backbone.vit.vit_config module</div>
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+            <ul>
+<li><a class="reference internal" href="#">hezar.models.backbone.vit.vit module</a><ul>
+<li><a class="reference internal" href="#hezar.models.backbone.vit.vit.ViT"><code class="docutils literal notranslate"><span class="pre">ViT</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.backbone.vit.vit.ViT.forward"><code class="docutils literal notranslate"><span class="pre">ViT.forward()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.vit.vit.ViT.image_processor"><code class="docutils literal notranslate"><span class="pre">ViT.image_processor</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.vit.vit.ViT.loss_fn_name"><code class="docutils literal notranslate"><span class="pre">ViT.loss_fn_name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.vit.vit.ViT.post_process"><code class="docutils literal notranslate"><span class="pre">ViT.post_process()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.vit.vit.ViT.preprocess"><code class="docutils literal notranslate"><span class="pre">ViT.preprocess()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.vit.vit.ViT.required_backends"><code class="docutils literal notranslate"><span class="pre">ViT.required_backends</span></code></a></li>
+</ul>
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diff --git a/source/hezar.models.backbone.vit.vit_config.html b/source/hezar.models.backbone.vit.vit_config.html
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+<li class="toctree-l5"><a class="reference internal" href="hezar.data.datasets.sequence_labeling_dataset.html">hezar.data.datasets.sequence_labeling_dataset module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.data.datasets.text_classification_dataset.html">hezar.data.datasets.text_classification_dataset module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.data.datasets.text_summarization_dataset.html">hezar.data.datasets.text_summarization_dataset module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.data.data_collators.html">hezar.data.data_collators module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.embeddings.html">hezar.embeddings package</a><input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" role="switch" type="checkbox"/><label for="toctree-checkbox-8"><div class="visually-hidden">Toggle navigation of hezar.embeddings package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.embeddings.embedding.html">hezar.embeddings.embedding module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.embeddings.fasttext.html">hezar.embeddings.fasttext module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.embeddings.word2vec.html">hezar.embeddings.word2vec module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.metrics.html">hezar.metrics package</a><input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" role="switch" type="checkbox"/><label for="toctree-checkbox-9"><div class="visually-hidden">Toggle navigation of hezar.metrics package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.cer.html">hezar.metrics.cer module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.wer.html">hezar.metrics.wer module</a></li>
+</ul>
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+<li class="toctree-l3 current has-children"><a class="reference internal" href="hezar.models.html">hezar.models package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" role="switch" type="checkbox"/><label for="toctree-checkbox-10"><div class="visually-hidden">Toggle navigation of hezar.models package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.bert.bert_config.html">hezar.models.backbone.bert.bert_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert.html">hezar.models.backbone.distilbert.distilbert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
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+<li class="toctree-l5 current has-children"><a class="reference internal" href="hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
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+<li class="toctree-l6 current current-page"><a class="current reference internal" href="#">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
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+        <article role="main">
+          <section id="module-hezar.models.backbone.vit.vit_config">
+<span id="hezar-models-backbone-vit-vit-config-module"></span><h1>hezar.models.backbone.vit.vit_config module<a class="headerlink" href="#module-hezar.models.backbone.vit.vit_config" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.backbone.vit.vit_config.ViTConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.backbone.vit.vit_config.</span></span><span class="sig-name descname"><span class="pre">ViTConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">hidden_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">768</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_hidden_layers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_attention_heads</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">intermediate_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3072</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_act</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'gelu'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_dropout_prob</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">attention_probs_dropout_prob</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initializer_range</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.02</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">layer_norm_eps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1e-12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">image_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">224</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">patch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">16</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_channels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">qkv_bias</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">encoder_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">16</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/backbone/vit/vit_config.html#ViTConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.backbone.vit.vit_config.ViTConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.ModelConfig" title="hezar.configs.ModelConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">ModelConfig</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.vit.vit_config.ViTConfig.attention_probs_dropout_prob">
+<span class="sig-name descname"><span class="pre">attention_probs_dropout_prob</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.0</span></em><a class="headerlink" href="#hezar.models.backbone.vit.vit_config.ViTConfig.attention_probs_dropout_prob" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.vit.vit_config.ViTConfig.encoder_stride">
+<span class="sig-name descname"><span class="pre">encoder_stride</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">16</span></em><a class="headerlink" href="#hezar.models.backbone.vit.vit_config.ViTConfig.encoder_stride" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.vit.vit_config.ViTConfig.hidden_act">
+<span class="sig-name descname"><span class="pre">hidden_act</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'gelu'</span></em><a class="headerlink" href="#hezar.models.backbone.vit.vit_config.ViTConfig.hidden_act" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.vit.vit_config.ViTConfig.hidden_dropout_prob">
+<span class="sig-name descname"><span class="pre">hidden_dropout_prob</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.0</span></em><a class="headerlink" href="#hezar.models.backbone.vit.vit_config.ViTConfig.hidden_dropout_prob" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.vit.vit_config.ViTConfig.hidden_size">
+<span class="sig-name descname"><span class="pre">hidden_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">768</span></em><a class="headerlink" href="#hezar.models.backbone.vit.vit_config.ViTConfig.hidden_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.vit.vit_config.ViTConfig.image_size">
+<span class="sig-name descname"><span class="pre">image_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">224</span></em><a class="headerlink" href="#hezar.models.backbone.vit.vit_config.ViTConfig.image_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.vit.vit_config.ViTConfig.initializer_range">
+<span class="sig-name descname"><span class="pre">initializer_range</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.02</span></em><a class="headerlink" href="#hezar.models.backbone.vit.vit_config.ViTConfig.initializer_range" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.vit.vit_config.ViTConfig.intermediate_size">
+<span class="sig-name descname"><span class="pre">intermediate_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">3072</span></em><a class="headerlink" href="#hezar.models.backbone.vit.vit_config.ViTConfig.intermediate_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.vit.vit_config.ViTConfig.layer_norm_eps">
+<span class="sig-name descname"><span class="pre">layer_norm_eps</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1e-12</span></em><a class="headerlink" href="#hezar.models.backbone.vit.vit_config.ViTConfig.layer_norm_eps" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.vit.vit_config.ViTConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'vit'</span></em><a class="headerlink" href="#hezar.models.backbone.vit.vit_config.ViTConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.vit.vit_config.ViTConfig.num_attention_heads">
+<span class="sig-name descname"><span class="pre">num_attention_heads</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">12</span></em><a class="headerlink" href="#hezar.models.backbone.vit.vit_config.ViTConfig.num_attention_heads" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.vit.vit_config.ViTConfig.num_channels">
+<span class="sig-name descname"><span class="pre">num_channels</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">3</span></em><a class="headerlink" href="#hezar.models.backbone.vit.vit_config.ViTConfig.num_channels" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.vit.vit_config.ViTConfig.num_hidden_layers">
+<span class="sig-name descname"><span class="pre">num_hidden_layers</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">12</span></em><a class="headerlink" href="#hezar.models.backbone.vit.vit_config.ViTConfig.num_hidden_layers" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.vit.vit_config.ViTConfig.patch_size">
+<span class="sig-name descname"><span class="pre">patch_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">16</span></em><a class="headerlink" href="#hezar.models.backbone.vit.vit_config.ViTConfig.patch_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.backbone.vit.vit_config.ViTConfig.qkv_bias">
+<span class="sig-name descname"><span class="pre">qkv_bias</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.backbone.vit.vit_config.ViTConfig.qkv_bias" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
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+            <ul>
+<li><a class="reference internal" href="#">hezar.models.backbone.vit.vit_config module</a><ul>
+<li><a class="reference internal" href="#hezar.models.backbone.vit.vit_config.ViTConfig"><code class="docutils literal notranslate"><span class="pre">ViTConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.backbone.vit.vit_config.ViTConfig.attention_probs_dropout_prob"><code class="docutils literal notranslate"><span class="pre">ViTConfig.attention_probs_dropout_prob</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.vit.vit_config.ViTConfig.encoder_stride"><code class="docutils literal notranslate"><span class="pre">ViTConfig.encoder_stride</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.vit.vit_config.ViTConfig.hidden_act"><code class="docutils literal notranslate"><span class="pre">ViTConfig.hidden_act</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.vit.vit_config.ViTConfig.hidden_dropout_prob"><code class="docutils literal notranslate"><span class="pre">ViTConfig.hidden_dropout_prob</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.vit.vit_config.ViTConfig.hidden_size"><code class="docutils literal notranslate"><span class="pre">ViTConfig.hidden_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.vit.vit_config.ViTConfig.image_size"><code class="docutils literal notranslate"><span class="pre">ViTConfig.image_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.vit.vit_config.ViTConfig.initializer_range"><code class="docutils literal notranslate"><span class="pre">ViTConfig.initializer_range</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.vit.vit_config.ViTConfig.intermediate_size"><code class="docutils literal notranslate"><span class="pre">ViTConfig.intermediate_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.vit.vit_config.ViTConfig.layer_norm_eps"><code class="docutils literal notranslate"><span class="pre">ViTConfig.layer_norm_eps</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.vit.vit_config.ViTConfig.name"><code class="docutils literal notranslate"><span class="pre">ViTConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.vit.vit_config.ViTConfig.num_attention_heads"><code class="docutils literal notranslate"><span class="pre">ViTConfig.num_attention_heads</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.vit.vit_config.ViTConfig.num_channels"><code class="docutils literal notranslate"><span class="pre">ViTConfig.num_channels</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.vit.vit_config.ViTConfig.num_hidden_layers"><code class="docutils literal notranslate"><span class="pre">ViTConfig.num_hidden_layers</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.vit.vit_config.ViTConfig.patch_size"><code class="docutils literal notranslate"><span class="pre">ViTConfig.patch_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.backbone.vit.vit_config.ViTConfig.qkv_bias"><code class="docutils literal notranslate"><span class="pre">ViTConfig.qkv_bias</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
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diff --git a/source/hezar.models.html b/source/hezar.models.html
new file mode 100644
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+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.builders.html">hezar.builders module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html">hezar.configs module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html">hezar.constants module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.registry.html">hezar.registry module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../contributing.html">Contributing to Hezar</a></li>
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+          <section id="hezar-models-package">
+<h1>hezar.models package<a class="headerlink" href="#hezar-models-package" title="Link to this heading">#</a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading">#</a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.backbone.html">hezar.models.backbone package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.backbone.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.bert.html">hezar.models.backbone.bert package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.backbone.bert.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.backbone.bert.html#module-hezar.models.backbone.bert">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.distilbert.html">hezar.models.backbone.distilbert package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.backbone.distilbert.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.backbone.distilbert.html#module-hezar.models.backbone.distilbert">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.backbone.roberta.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.backbone.roberta.html#module-hezar.models.backbone.roberta">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.backbone.vit.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.backbone.vit.html#module-hezar.models.backbone.vit">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.backbone.html#module-hezar.models.backbone">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.image2text.html">hezar.models.image2text package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.image2text.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html#module-hezar.models.image2text.beit_roberta">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.image2text.crnn.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.image2text.crnn.html#module-hezar.models.image2text.crnn">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.image2text.trocr.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.image2text.trocr.html#module-hezar.models.image2text.trocr">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html#module-hezar.models.image2text.vit_gpt2">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html#module-hezar.models.image2text.vit_roberta">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.image2text.html#module-hezar.models.image2text">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.mask_filling.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.mask_filling.bert.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.mask_filling.bert.html#module-contents">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html#module-contents">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.mask_filling.roberta.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.mask_filling.roberta.html#module-contents">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.mask_filling.html#module-contents">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.sequence_labeling.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html#module-hezar.models.sequence_labeling.bert">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html#module-hezar.models.sequence_labeling.distilbert">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html#module-hezar.models.sequence_labeling.roberta">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.sequence_labeling.html#module-hezar.models.sequence_labeling">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.speech_recognition.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html#module-hezar.models.speech_recognition.whisper">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.speech_recognition.html#module-hezar.models.speech_recognition">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.text_classification.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_classification.bert.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_classification.bert.html#module-hezar.models.text_classification.bert">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_classification.distilbert.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_classification.distilbert.html#module-hezar.models.text_classification.distilbert">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_classification.roberta.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_classification.roberta.html#module-hezar.models.text_classification.roberta">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.text_classification.html#module-hezar.models.text_classification">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.text_embedding.html#module-hezar.models.text_embedding">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.text_generation.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_generation.gpt2.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_generation.gpt2.html#module-hezar.models.text_generation.gpt2">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_generation.t5.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_generation.t5.html#module-hezar.models.text_generation.t5">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.text_generation.html#module-hezar.models.text_generation">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">#</a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.model.html#hezar.models.model.Model"><code class="docutils literal notranslate"><span class="pre">Model</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model.html#hezar.models.model.Model.compute_loss"><code class="docutils literal notranslate"><span class="pre">Model.compute_loss()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model.html#hezar.models.model.Model.config_filename"><code class="docutils literal notranslate"><span class="pre">Model.config_filename</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model.html#hezar.models.model.Model.criterion"><code class="docutils literal notranslate"><span class="pre">Model.criterion</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model.html#hezar.models.model.Model.device"><code class="docutils literal notranslate"><span class="pre">Model.device</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model.html#hezar.models.model.Model.forward"><code class="docutils literal notranslate"><span class="pre">Model.forward()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model.html#hezar.models.model.Model.generate"><code class="docutils literal notranslate"><span class="pre">Model.generate()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model.html#hezar.models.model.Model.is_generative"><code class="docutils literal notranslate"><span class="pre">Model.is_generative</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model.html#hezar.models.model.Model.load"><code class="docutils literal notranslate"><span class="pre">Model.load()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model.html#hezar.models.model.Model.load_state_dict"><code class="docutils literal notranslate"><span class="pre">Model.load_state_dict()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model.html#hezar.models.model.Model.loss_fn_kwargs"><code class="docutils literal notranslate"><span class="pre">Model.loss_fn_kwargs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model.html#hezar.models.model.Model.loss_fn_name"><code class="docutils literal notranslate"><span class="pre">Model.loss_fn_name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model.html#hezar.models.model.Model.model_filename"><code class="docutils literal notranslate"><span class="pre">Model.model_filename</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model.html#hezar.models.model.Model.num_parameters"><code class="docutils literal notranslate"><span class="pre">Model.num_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model.html#hezar.models.model.Model.num_trainable_parameters"><code class="docutils literal notranslate"><span class="pre">Model.num_trainable_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model.html#hezar.models.model.Model.post_process"><code class="docutils literal notranslate"><span class="pre">Model.post_process()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model.html#hezar.models.model.Model.predict"><code class="docutils literal notranslate"><span class="pre">Model.predict()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model.html#hezar.models.model.Model.preprocess"><code class="docutils literal notranslate"><span class="pre">Model.preprocess()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model.html#hezar.models.model.Model.preprocessor"><code class="docutils literal notranslate"><span class="pre">Model.preprocessor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model.html#hezar.models.model.Model.push_to_hub"><code class="docutils literal notranslate"><span class="pre">Model.push_to_hub()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model.html#hezar.models.model.Model.required_backends"><code class="docutils literal notranslate"><span class="pre">Model.required_backends</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model.html#hezar.models.model.Model.save"><code class="docutils literal notranslate"><span class="pre">Model.save()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model.html#hezar.models.model.Model.skip_keys_on_load"><code class="docutils literal notranslate"><span class="pre">Model.skip_keys_on_load</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.model_outputs.html#hezar.models.model_outputs.Image2TextOutput"><code class="docutils literal notranslate"><span class="pre">Image2TextOutput</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model_outputs.html#hezar.models.model_outputs.Image2TextOutput.score"><code class="docutils literal notranslate"><span class="pre">Image2TextOutput.score</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model_outputs.html#hezar.models.model_outputs.Image2TextOutput.text"><code class="docutils literal notranslate"><span class="pre">Image2TextOutput.text</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.model_outputs.html#hezar.models.model_outputs.LanguageModelingOutput"><code class="docutils literal notranslate"><span class="pre">LanguageModelingOutput</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model_outputs.html#hezar.models.model_outputs.LanguageModelingOutput.score"><code class="docutils literal notranslate"><span class="pre">LanguageModelingOutput.score</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model_outputs.html#hezar.models.model_outputs.LanguageModelingOutput.sequence"><code class="docutils literal notranslate"><span class="pre">LanguageModelingOutput.sequence</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model_outputs.html#hezar.models.model_outputs.LanguageModelingOutput.token"><code class="docutils literal notranslate"><span class="pre">LanguageModelingOutput.token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model_outputs.html#hezar.models.model_outputs.LanguageModelingOutput.token_id"><code class="docutils literal notranslate"><span class="pre">LanguageModelingOutput.token_id</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.model_outputs.html#hezar.models.model_outputs.ModelOutput"><code class="docutils literal notranslate"><span class="pre">ModelOutput</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model_outputs.html#hezar.models.model_outputs.ModelOutput.dict"><code class="docutils literal notranslate"><span class="pre">ModelOutput.dict()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model_outputs.html#hezar.models.model_outputs.ModelOutput.items"><code class="docutils literal notranslate"><span class="pre">ModelOutput.items()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model_outputs.html#hezar.models.model_outputs.ModelOutput.keys"><code class="docutils literal notranslate"><span class="pre">ModelOutput.keys()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model_outputs.html#hezar.models.model_outputs.ModelOutput.values"><code class="docutils literal notranslate"><span class="pre">ModelOutput.values()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.model_outputs.html#hezar.models.model_outputs.SequenceLabelingOutput"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingOutput</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model_outputs.html#hezar.models.model_outputs.SequenceLabelingOutput.end"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingOutput.end</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model_outputs.html#hezar.models.model_outputs.SequenceLabelingOutput.label"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingOutput.label</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model_outputs.html#hezar.models.model_outputs.SequenceLabelingOutput.score"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingOutput.score</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model_outputs.html#hezar.models.model_outputs.SequenceLabelingOutput.start"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingOutput.start</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model_outputs.html#hezar.models.model_outputs.SequenceLabelingOutput.token"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingOutput.token</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.model_outputs.html#hezar.models.model_outputs.SpeechRecognitionOutput"><code class="docutils literal notranslate"><span class="pre">SpeechRecognitionOutput</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model_outputs.html#hezar.models.model_outputs.SpeechRecognitionOutput.chunks"><code class="docutils literal notranslate"><span class="pre">SpeechRecognitionOutput.chunks</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model_outputs.html#hezar.models.model_outputs.SpeechRecognitionOutput.text"><code class="docutils literal notranslate"><span class="pre">SpeechRecognitionOutput.text</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.model_outputs.html#hezar.models.model_outputs.TextClassificationOutput"><code class="docutils literal notranslate"><span class="pre">TextClassificationOutput</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model_outputs.html#hezar.models.model_outputs.TextClassificationOutput.label"><code class="docutils literal notranslate"><span class="pre">TextClassificationOutput.label</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model_outputs.html#hezar.models.model_outputs.TextClassificationOutput.score"><code class="docutils literal notranslate"><span class="pre">TextClassificationOutput.score</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.model_outputs.html#hezar.models.model_outputs.TextGenerationOutput"><code class="docutils literal notranslate"><span class="pre">TextGenerationOutput</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.model_outputs.html#hezar.models.model_outputs.TextGenerationOutput.text"><code class="docutils literal notranslate"><span class="pre">TextGenerationOutput.text</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-hezar.models">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-hezar.models" title="Link to this heading">#</a></h2>
+</section>
+</section>
+
+        </article>
+      </div>
+      <footer>
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+<li><a class="reference internal" href="#">hezar.models package</a><ul>
+<li><a class="reference internal" href="#subpackages">Subpackages</a></li>
+<li><a class="reference internal" href="#submodules">Submodules</a></li>
+<li><a class="reference internal" href="#module-hezar.models">Module contents</a></li>
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diff --git a/source/hezar.models.image2text.beit_roberta.beit_roberta_image2text.html b/source/hezar.models.image2text.beit_roberta.beit_roberta_image2text.html
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index 00000000..a0ccc7fb
--- /dev/null
+++ b/source/hezar.models.image2text.beit_roberta.beit_roberta_image2text.html
@@ -0,0 +1,667 @@
+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../">
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+
+    <link rel="shortcut icon" href="../_static/hezar_logo.svg"/><!-- Generated with Sphinx 7.2.6 and Furo 2023.09.10 -->
+        <title>hezar.models.image2text.beit_roberta.beit_roberta_image2text module - Hezar Documentation</title>
+      <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=83e35b93" />
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+<style>
+  body {
+    --color-code-background: #f8f8f8;
+  --color-code-foreground: black;
+  --color-foreground-primary: #2C3E50;
+  --color-inline-code-background: #F1F1F1;
+  --color-background-border: white;
+  --color-toc-background: #F8F9FB;
+  --color-highlight-on-target: white;
+  
+  }
+  @media not print {
+    body[data-theme="dark"] {
+      --color-code-background: #263238;
+  --color-code-foreground: #EEFFFF;
+  --color-foreground-primary: #CEDDEB;
+  --color-inline-code-background: #1A1C1E;
+  --color-background-primary: #1A1A1B;
+  --color-background-border: #1A1B1C;
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+  --color-highlight-on-target: #1A1A1B;
+  
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+    @media (prefers-color-scheme: dark) {
+      body:not([data-theme="light"]) {
+        --color-code-background: #263238;
+  --color-code-foreground: #EEFFFF;
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
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+</ul>
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+</ul>
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+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
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+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
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+        <article role="main">
+          <section id="module-hezar.models.image2text.beit_roberta.beit_roberta_image2text">
+<span id="hezar-models-image2text-beit-roberta-beit-roberta-image2text-module"></span><h1>hezar.models.image2text.beit_roberta.beit_roberta_image2text module<a class="headerlink" href="#module-hezar.models.image2text.beit_roberta.beit_roberta_image2text" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.image2text.beit_roberta.beit_roberta_image2text.</span></span><span class="sig-name descname"><span class="pre">BeitRobertaImage2Text</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.BeitRobertaImage2TextConfig" title="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.BeitRobertaImage2TextConfig"><span class="pre">BeitRobertaImage2TextConfig</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/beit_roberta/beit_roberta_image2text.html#BeitRobertaImage2Text"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.models.model.html#hezar.models.model.Model" title="hezar.models.model.Model"><code class="xref py py-class docutils literal notranslate"><span class="pre">Model</span></code></a></p>
+<p>BEiT + RoBERTa for image to text</p>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.compute_loss">
+<span class="sig-name descname"><span class="pre">compute_loss</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">logits</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference internal" href="../_modules/hezar/models/image2text/beit_roberta/beit_roberta_image2text.html#BeitRobertaImage2Text.compute_loss"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.compute_loss" title="Link to this definition">#</a></dt>
+<dd><p>Compute loss on the model outputs against the given labels</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>inputs</strong> – Input tensor to compute loss on</p></li>
+<li><p><strong>targets</strong> – Target tensor</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Loss tensor</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.forward">
+<span class="sig-name descname"><span class="pre">forward</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pixel_values</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder_input_ids</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder_attention_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">encoder_outputs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">past_key_values</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder_inputs_embeds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_cache</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_attentions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_hidden_states</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/beit_roberta/beit_roberta_image2text.html#BeitRobertaImage2Text.forward"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.forward" title="Link to this definition">#</a></dt>
+<dd><p>Forward inputs through the model and return logits, etc.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>model_inputs</strong> – The required inputs for the model forward</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dict of outputs like logits, loss, etc.</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.generate">
+<span class="sig-name descname"><span class="pre">generate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pixel_values</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">generation_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/beit_roberta/beit_roberta_image2text.html#BeitRobertaImage2Text.generate"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.generate" title="Link to this definition">#</a></dt>
+<dd><p>Generation method for all generative models. Generative models have the <cite>is_generative</cite> attribute set to True.
+The behavior of this method is usually controlled by <cite>generation</cite> part of the model’s config.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>model_inputs</strong> – Model inputs for generation, usually the same as forward’s <cite>model_inputs</cite></p></li>
+<li><p><strong>**kwargs</strong> – Generation kwargs</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Generated output tensor</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.image_processor">
+<span class="sig-name descname"><span class="pre">image_processor</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'image_processor'</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.image_processor" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.is_generative">
+<span class="sig-name descname"><span class="pre">is_generative</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.is_generative" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.loss_fn_name">
+<span class="sig-name descname"><span class="pre">loss_fn_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.LossType" title="hezar.constants.LossType"><span class="pre">LossType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'cross_entropy'</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.loss_fn_name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.post_process">
+<span class="sig-name descname"><span class="pre">post_process</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_outputs</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/beit_roberta/beit_roberta_image2text.html#BeitRobertaImage2Text.post_process"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.post_process" title="Link to this definition">#</a></dt>
+<dd><p>Process model outputs and return human-readable results. Called in <cite>self.predict()</cite></p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>model_outputs</strong> – model outputs to process</p></li>
+<li><p><strong>**kwargs</strong> – extra arguments specific to the derived class</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Processed model output values and converted to human-readable results</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.preprocess">
+<span class="sig-name descname"><span class="pre">preprocess</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">np.ndarray</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'Image'</span></span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">torch.Tensor</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/beit_roberta/beit_roberta_image2text.html#BeitRobertaImage2Text.preprocess"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.preprocess" title="Link to this definition">#</a></dt>
+<dd><p>Given raw inputs, preprocess the inputs and prepare them for model’s <cite>forward()</cite>.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>raw_inputs</strong> – Raw model inputs</p></li>
+<li><p><strong>**kwargs</strong> – Extra kwargs specific to the model. See the model’s specific class for more info</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dict of inputs for model forward</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.required_backends">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[Backends.TRANSFORMERS,</span> <span class="pre">Backends.TOKENIZERS,</span> <span class="pre">Backends.PILLOW]</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.required_backends" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.tokenizer_name">
+<span class="sig-name descname"><span class="pre">tokenizer_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'bpe_tokenizer'</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.tokenizer_name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
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+                  <span>Next</span>
+                </div>
+                <div class="title">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</div>
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+            <ul>
+<li><a class="reference internal" href="#">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a><ul>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text"><code class="docutils literal notranslate"><span class="pre">BeitRobertaImage2Text</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.compute_loss"><code class="docutils literal notranslate"><span class="pre">BeitRobertaImage2Text.compute_loss()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.forward"><code class="docutils literal notranslate"><span class="pre">BeitRobertaImage2Text.forward()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.generate"><code class="docutils literal notranslate"><span class="pre">BeitRobertaImage2Text.generate()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.image_processor"><code class="docutils literal notranslate"><span class="pre">BeitRobertaImage2Text.image_processor</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.is_generative"><code class="docutils literal notranslate"><span class="pre">BeitRobertaImage2Text.is_generative</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.loss_fn_name"><code class="docutils literal notranslate"><span class="pre">BeitRobertaImage2Text.loss_fn_name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.post_process"><code class="docutils literal notranslate"><span class="pre">BeitRobertaImage2Text.post_process()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.preprocess"><code class="docutils literal notranslate"><span class="pre">BeitRobertaImage2Text.preprocess()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.required_backends"><code class="docutils literal notranslate"><span class="pre">BeitRobertaImage2Text.required_backends</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.tokenizer_name"><code class="docutils literal notranslate"><span class="pre">BeitRobertaImage2Text.tokenizer_name</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
+          </div>
+        </div>
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diff --git a/source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html b/source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html
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+<li class="toctree-l5 current has-children"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6 current current-page"><a class="current reference internal" href="#">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
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+          <section id="module-hezar.models.image2text.beit_roberta.beit_roberta_image2text_config">
+<span id="hezar-models-image2text-beit-roberta-beit-roberta-image2text-config-module"></span><h1>hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module<a class="headerlink" href="#module-hezar.models.image2text.beit_roberta.beit_roberta_image2text_config" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.BeitRobertaImage2TextConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.</span></span><span class="sig-name descname"><span class="pre">BeitRobertaImage2TextConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">encoder:</span> <span class="pre">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig</span> <span class="pre">=</span> <span class="pre">&lt;factory&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder:</span> <span class="pre">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig</span> <span class="pre">=</span> <span class="pre">&lt;factory&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">generation:</span> <span class="pre">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig</span> <span class="pre">=</span> <span class="pre">&lt;factory&gt;</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/beit_roberta/beit_roberta_image2text_config.html#BeitRobertaImage2TextConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.BeitRobertaImage2TextConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.ModelConfig" title="hezar.configs.ModelConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">ModelConfig</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.BeitRobertaImage2TextConfig.decoder">
+<span class="sig-name descname"><span class="pre">decoder</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig" title="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig"><span class="pre">DecoderConfig</span></a></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.BeitRobertaImage2TextConfig.decoder" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.BeitRobertaImage2TextConfig.encoder">
+<span class="sig-name descname"><span class="pre">encoder</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig" title="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig"><span class="pre">EncoderConfig</span></a></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.BeitRobertaImage2TextConfig.encoder" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.BeitRobertaImage2TextConfig.generation">
+<span class="sig-name descname"><span class="pre">generation</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig" title="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig"><span class="pre">GenerationConfig</span></a></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.BeitRobertaImage2TextConfig.generation" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.BeitRobertaImage2TextConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'beit_roberta_image2text'</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.BeitRobertaImage2TextConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.</span></span><span class="sig-name descname"><span class="pre">DecoderConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">is_decoder</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">add_cross_attention</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">attention_probs_dropout_prob</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bos_token_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">eos_token_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">classifier_dropout</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">gradient_checkpointing</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_act</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'gelu'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_dropout_prob</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">768</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initializer_range</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.02</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">intermediate_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3072</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">layer_norm_eps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1e-12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_position_embeddings</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">514</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_attention_heads</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_hidden_layers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_token_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">position_embedding_type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'absolute'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">type_vocab_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_cache</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vocab_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">42000</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/beit_roberta/beit_roberta_image2text_config.html#DecoderConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.ModelConfig" title="hezar.configs.ModelConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">ModelConfig</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.add_cross_attention">
+<span class="sig-name descname"><span class="pre">add_cross_attention</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.add_cross_attention" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.attention_probs_dropout_prob">
+<span class="sig-name descname"><span class="pre">attention_probs_dropout_prob</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.1</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.attention_probs_dropout_prob" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.bos_token_id">
+<span class="sig-name descname"><span class="pre">bos_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.bos_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.classifier_dropout">
+<span class="sig-name descname"><span class="pre">classifier_dropout</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.classifier_dropout" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.eos_token_id">
+<span class="sig-name descname"><span class="pre">eos_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">2</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.eos_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.gradient_checkpointing">
+<span class="sig-name descname"><span class="pre">gradient_checkpointing</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.gradient_checkpointing" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.hidden_act">
+<span class="sig-name descname"><span class="pre">hidden_act</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'gelu'</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.hidden_act" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.hidden_dropout_prob">
+<span class="sig-name descname"><span class="pre">hidden_dropout_prob</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.1</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.hidden_dropout_prob" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.hidden_size">
+<span class="sig-name descname"><span class="pre">hidden_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">768</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.hidden_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.initializer_range">
+<span class="sig-name descname"><span class="pre">initializer_range</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.02</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.initializer_range" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.intermediate_size">
+<span class="sig-name descname"><span class="pre">intermediate_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">3072</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.intermediate_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.is_decoder">
+<span class="sig-name descname"><span class="pre">is_decoder</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.is_decoder" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.layer_norm_eps">
+<span class="sig-name descname"><span class="pre">layer_norm_eps</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1e-12</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.layer_norm_eps" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.max_position_embeddings">
+<span class="sig-name descname"><span class="pre">max_position_embeddings</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">514</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.max_position_embeddings" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'beit_roberta_decoder'</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.num_attention_heads">
+<span class="sig-name descname"><span class="pre">num_attention_heads</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">12</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.num_attention_heads" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.num_hidden_layers">
+<span class="sig-name descname"><span class="pre">num_hidden_layers</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">12</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.num_hidden_layers" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.pad_token_id">
+<span class="sig-name descname"><span class="pre">pad_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.pad_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.position_embedding_type">
+<span class="sig-name descname"><span class="pre">position_embedding_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'absolute'</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.position_embedding_type" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.type_vocab_size">
+<span class="sig-name descname"><span class="pre">type_vocab_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.type_vocab_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.use_cache">
+<span class="sig-name descname"><span class="pre">use_cache</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.use_cache" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.vocab_size">
+<span class="sig-name descname"><span class="pre">vocab_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">42000</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.vocab_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.</span></span><span class="sig-name descname"><span class="pre">EncoderConfig</span></span><a class="reference internal" href="../_modules/hezar/models/image2text/beit_roberta/beit_roberta_image2text_config.html#EncoderConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.ModelConfig" title="hezar.configs.ModelConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">ModelConfig</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.attention_probs_dropout_prob">
+<span class="sig-name descname"><span class="pre">attention_probs_dropout_prob</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.0</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.attention_probs_dropout_prob" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.auxiliary_channels">
+<span class="sig-name descname"><span class="pre">auxiliary_channels</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">256</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.auxiliary_channels" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.auxiliary_concat_input">
+<span class="sig-name descname"><span class="pre">auxiliary_concat_input</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.auxiliary_concat_input" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.auxiliary_loss_weight">
+<span class="sig-name descname"><span class="pre">auxiliary_loss_weight</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.4</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.auxiliary_loss_weight" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.auxiliary_num_convs">
+<span class="sig-name descname"><span class="pre">auxiliary_num_convs</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.auxiliary_num_convs" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.drop_path_rate">
+<span class="sig-name descname"><span class="pre">drop_path_rate</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.1</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.drop_path_rate" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.hidden_act">
+<span class="sig-name descname"><span class="pre">hidden_act</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'gelu'</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.hidden_act" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.hidden_dropout_prob">
+<span class="sig-name descname"><span class="pre">hidden_dropout_prob</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.0</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.hidden_dropout_prob" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.hidden_size">
+<span class="sig-name descname"><span class="pre">hidden_size</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">768</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.hidden_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.image_size">
+<span class="sig-name descname"><span class="pre">image_size</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">224</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.image_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.initializer_range">
+<span class="sig-name descname"><span class="pre">initializer_range</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.02</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.initializer_range" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.intermediate_size">
+<span class="sig-name descname"><span class="pre">intermediate_size</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">3072</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.intermediate_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.layer_norm_eps">
+<span class="sig-name descname"><span class="pre">layer_norm_eps</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1e-12</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.layer_norm_eps" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.layer_scale_init_value">
+<span class="sig-name descname"><span class="pre">layer_scale_init_value</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.1</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.layer_scale_init_value" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'beit_roberta_encoder'</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.num_attention_heads">
+<span class="sig-name descname"><span class="pre">num_attention_heads</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">12</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.num_attention_heads" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.num_channels">
+<span class="sig-name descname"><span class="pre">num_channels</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">3</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.num_channels" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.num_hidden_layers">
+<span class="sig-name descname"><span class="pre">num_hidden_layers</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">12</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.num_hidden_layers" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.out_indices">
+<span class="sig-name descname"><span class="pre">out_indices</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[3,</span> <span class="pre">5,</span> <span class="pre">7,</span> <span class="pre">11]</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.out_indices" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.patch_size">
+<span class="sig-name descname"><span class="pre">patch_size</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">16</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.patch_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.pool_scales">
+<span class="sig-name descname"><span class="pre">pool_scales</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[1,</span> <span class="pre">2,</span> <span class="pre">3,</span> <span class="pre">6]</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.pool_scales" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.semantic_loss_ignore_index">
+<span class="sig-name descname"><span class="pre">semantic_loss_ignore_index</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">255</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.semantic_loss_ignore_index" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.use_absolute_position_embeddings">
+<span class="sig-name descname"><span class="pre">use_absolute_position_embeddings</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.use_absolute_position_embeddings" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.use_auxiliary_head">
+<span class="sig-name descname"><span class="pre">use_auxiliary_head</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.use_auxiliary_head" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.use_mask_token">
+<span class="sig-name descname"><span class="pre">use_mask_token</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.use_mask_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.use_mean_pooling">
+<span class="sig-name descname"><span class="pre">use_mean_pooling</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.use_mean_pooling" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.use_relative_position_bias">
+<span class="sig-name descname"><span class="pre">use_relative_position_bias</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.use_relative_position_bias" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.use_shared_relative_position_bias">
+<span class="sig-name descname"><span class="pre">use_shared_relative_position_bias</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.use_shared_relative_position_bias" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.vocab_size">
+<span class="sig-name descname"><span class="pre">vocab_size</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">8192</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.vocab_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.</span></span><span class="sig-name descname"><span class="pre">GenerationConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">bos_token_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder_start_token_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">early_stopping</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">eos_token_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">length_penalty</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_length</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">64</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">no_repeat_ngram_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_beams</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_token_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/beit_roberta/beit_roberta_image2text_config.html#GenerationConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.bos_token_id">
+<span class="sig-name descname"><span class="pre">bos_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.bos_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.decoder_start_token_id">
+<span class="sig-name descname"><span class="pre">decoder_start_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.decoder_start_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.early_stopping">
+<span class="sig-name descname"><span class="pre">early_stopping</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.early_stopping" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.eos_token_id">
+<span class="sig-name descname"><span class="pre">eos_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">2</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.eos_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.length_penalty">
+<span class="sig-name descname"><span class="pre">length_penalty</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">2.0</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.length_penalty" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.max_length">
+<span class="sig-name descname"><span class="pre">max_length</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">64</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.max_length" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.no_repeat_ngram_size">
+<span class="sig-name descname"><span class="pre">no_repeat_ngram_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">3</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.no_repeat_ngram_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.num_beams">
+<span class="sig-name descname"><span class="pre">num_beams</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">4</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.num_beams" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.pad_token_id">
+<span class="sig-name descname"><span class="pre">pad_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1</span></em><a class="headerlink" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.pad_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
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+            On this page
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+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a><ul>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.BeitRobertaImage2TextConfig"><code class="docutils literal notranslate"><span class="pre">BeitRobertaImage2TextConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.BeitRobertaImage2TextConfig.decoder"><code class="docutils literal notranslate"><span class="pre">BeitRobertaImage2TextConfig.decoder</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.BeitRobertaImage2TextConfig.encoder"><code class="docutils literal notranslate"><span class="pre">BeitRobertaImage2TextConfig.encoder</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.BeitRobertaImage2TextConfig.generation"><code class="docutils literal notranslate"><span class="pre">BeitRobertaImage2TextConfig.generation</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.BeitRobertaImage2TextConfig.name"><code class="docutils literal notranslate"><span class="pre">BeitRobertaImage2TextConfig.name</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig"><code class="docutils literal notranslate"><span class="pre">DecoderConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.add_cross_attention"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.add_cross_attention</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.attention_probs_dropout_prob"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.attention_probs_dropout_prob</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.bos_token_id"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.bos_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.classifier_dropout"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.classifier_dropout</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.eos_token_id"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.eos_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.gradient_checkpointing"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.gradient_checkpointing</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.hidden_act"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.hidden_act</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.hidden_dropout_prob"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.hidden_dropout_prob</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.hidden_size"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.hidden_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.initializer_range"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.initializer_range</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.intermediate_size"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.intermediate_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.is_decoder"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.is_decoder</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.layer_norm_eps"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.layer_norm_eps</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.max_position_embeddings"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.max_position_embeddings</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.name"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.num_attention_heads"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.num_attention_heads</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.num_hidden_layers"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.num_hidden_layers</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.pad_token_id"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.pad_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.position_embedding_type"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.position_embedding_type</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.type_vocab_size"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.type_vocab_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.use_cache"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.use_cache</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.vocab_size"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.vocab_size</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig"><code class="docutils literal notranslate"><span class="pre">EncoderConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.attention_probs_dropout_prob"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.attention_probs_dropout_prob</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.auxiliary_channels"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.auxiliary_channels</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.auxiliary_concat_input"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.auxiliary_concat_input</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.auxiliary_loss_weight"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.auxiliary_loss_weight</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.auxiliary_num_convs"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.auxiliary_num_convs</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.drop_path_rate"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.drop_path_rate</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.hidden_act"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.hidden_act</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.hidden_dropout_prob"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.hidden_dropout_prob</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.hidden_size"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.hidden_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.image_size"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.image_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.initializer_range"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.initializer_range</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.intermediate_size"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.intermediate_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.layer_norm_eps"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.layer_norm_eps</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.layer_scale_init_value"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.layer_scale_init_value</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.name"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.num_attention_heads"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.num_attention_heads</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.num_channels"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.num_channels</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.num_hidden_layers"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.num_hidden_layers</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.out_indices"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.out_indices</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.patch_size"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.patch_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.pool_scales"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.pool_scales</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.semantic_loss_ignore_index"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.semantic_loss_ignore_index</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.use_absolute_position_embeddings"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.use_absolute_position_embeddings</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.use_auxiliary_head"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.use_auxiliary_head</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.use_mask_token"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.use_mask_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.use_mean_pooling"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.use_mean_pooling</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.use_relative_position_bias"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.use_relative_position_bias</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.use_shared_relative_position_bias"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.use_shared_relative_position_bias</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.vocab_size"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.vocab_size</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig"><code class="docutils literal notranslate"><span class="pre">GenerationConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.bos_token_id"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.bos_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.decoder_start_token_id"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.decoder_start_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.early_stopping"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.early_stopping</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.eos_token_id"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.eos_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.length_penalty"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.length_penalty</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.max_length"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.max_length</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.no_repeat_ngram_size"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.no_repeat_ngram_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.num_beams"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.num_beams</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.pad_token_id"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.pad_token_id</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
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diff --git a/source/hezar.models.image2text.beit_roberta.html b/source/hezar.models.image2text.beit_roberta.html
new file mode 100644
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.builders.html">hezar.builders module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html">hezar.configs module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html">hezar.constants module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.registry.html">hezar.registry module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../contributing.html">Contributing to Hezar</a></li>
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+          <section id="hezar-models-image2text-beit-roberta-package">
+<h1>hezar.models.image2text.beit_roberta package<a class="headerlink" href="#hezar-models-image2text-beit-roberta-package" title="Link to this heading">#</a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">#</a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text"><code class="docutils literal notranslate"><span class="pre">BeitRobertaImage2Text</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.compute_loss"><code class="docutils literal notranslate"><span class="pre">BeitRobertaImage2Text.compute_loss()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.forward"><code class="docutils literal notranslate"><span class="pre">BeitRobertaImage2Text.forward()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.generate"><code class="docutils literal notranslate"><span class="pre">BeitRobertaImage2Text.generate()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.image_processor"><code class="docutils literal notranslate"><span class="pre">BeitRobertaImage2Text.image_processor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.is_generative"><code class="docutils literal notranslate"><span class="pre">BeitRobertaImage2Text.is_generative</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.loss_fn_name"><code class="docutils literal notranslate"><span class="pre">BeitRobertaImage2Text.loss_fn_name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.post_process"><code class="docutils literal notranslate"><span class="pre">BeitRobertaImage2Text.post_process()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.preprocess"><code class="docutils literal notranslate"><span class="pre">BeitRobertaImage2Text.preprocess()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.required_backends"><code class="docutils literal notranslate"><span class="pre">BeitRobertaImage2Text.required_backends</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text.tokenizer_name"><code class="docutils literal notranslate"><span class="pre">BeitRobertaImage2Text.tokenizer_name</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.BeitRobertaImage2TextConfig"><code class="docutils literal notranslate"><span class="pre">BeitRobertaImage2TextConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.BeitRobertaImage2TextConfig.decoder"><code class="docutils literal notranslate"><span class="pre">BeitRobertaImage2TextConfig.decoder</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.BeitRobertaImage2TextConfig.encoder"><code class="docutils literal notranslate"><span class="pre">BeitRobertaImage2TextConfig.encoder</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.BeitRobertaImage2TextConfig.generation"><code class="docutils literal notranslate"><span class="pre">BeitRobertaImage2TextConfig.generation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.BeitRobertaImage2TextConfig.name"><code class="docutils literal notranslate"><span class="pre">BeitRobertaImage2TextConfig.name</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig"><code class="docutils literal notranslate"><span class="pre">DecoderConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.add_cross_attention"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.add_cross_attention</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.attention_probs_dropout_prob"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.attention_probs_dropout_prob</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.bos_token_id"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.bos_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.classifier_dropout"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.classifier_dropout</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.eos_token_id"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.eos_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.gradient_checkpointing"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.gradient_checkpointing</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.hidden_act"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.hidden_act</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.hidden_dropout_prob"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.hidden_dropout_prob</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.hidden_size"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.hidden_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.initializer_range"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.initializer_range</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.intermediate_size"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.intermediate_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.is_decoder"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.is_decoder</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.layer_norm_eps"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.layer_norm_eps</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.max_position_embeddings"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.max_position_embeddings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.name"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.num_attention_heads"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.num_attention_heads</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.num_hidden_layers"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.num_hidden_layers</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.pad_token_id"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.pad_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.position_embedding_type"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.position_embedding_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.type_vocab_size"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.type_vocab_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.use_cache"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.use_cache</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig.vocab_size"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.vocab_size</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig"><code class="docutils literal notranslate"><span class="pre">EncoderConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.attention_probs_dropout_prob"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.attention_probs_dropout_prob</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.auxiliary_channels"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.auxiliary_channels</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.auxiliary_concat_input"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.auxiliary_concat_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.auxiliary_loss_weight"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.auxiliary_loss_weight</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.auxiliary_num_convs"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.auxiliary_num_convs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.drop_path_rate"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.drop_path_rate</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.hidden_act"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.hidden_act</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.hidden_dropout_prob"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.hidden_dropout_prob</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.hidden_size"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.hidden_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.image_size"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.image_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.initializer_range"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.initializer_range</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.intermediate_size"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.intermediate_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.layer_norm_eps"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.layer_norm_eps</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.layer_scale_init_value"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.layer_scale_init_value</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.name"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.num_attention_heads"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.num_attention_heads</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.num_channels"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.num_channels</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.num_hidden_layers"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.num_hidden_layers</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.out_indices"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.out_indices</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.patch_size"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.patch_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.pool_scales"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.pool_scales</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.semantic_loss_ignore_index"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.semantic_loss_ignore_index</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.use_absolute_position_embeddings"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.use_absolute_position_embeddings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.use_auxiliary_head"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.use_auxiliary_head</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.use_mask_token"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.use_mask_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.use_mean_pooling"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.use_mean_pooling</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.use_relative_position_bias"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.use_relative_position_bias</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.use_shared_relative_position_bias"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.use_shared_relative_position_bias</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig.vocab_size"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.vocab_size</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig"><code class="docutils literal notranslate"><span class="pre">GenerationConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.bos_token_id"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.bos_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.decoder_start_token_id"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.decoder_start_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.early_stopping"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.early_stopping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.eos_token_id"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.eos_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.length_penalty"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.length_penalty</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.max_length"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.max_length</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.no_repeat_ngram_size"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.no_repeat_ngram_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.num_beams"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.num_beams</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig.pad_token_id"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.pad_token_id</span></code></a></li>
+</ul>
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diff --git a/source/hezar.models.image2text.crnn.crnn_decode_utils.html b/source/hezar.models.image2text.crnn.crnn_decode_utils.html
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 current has-children"><a class="reference internal" href="hezar.models.image2text.html">hezar.models.image2text package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 current has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l6 current current-page"><a class="current reference internal" href="#">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
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+          <section id="module-hezar.models.image2text.crnn.crnn_decode_utils">
+<span id="hezar-models-image2text-crnn-crnn-decode-utils-module"></span><h1>hezar.models.image2text.crnn.crnn_decode_utils module<a class="headerlink" href="#module-hezar.models.image2text.crnn.crnn_decode_utils" title="Link to this heading">#</a></h1>
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.models.image2text.crnn.crnn_decode_utils.ctc_decode">
+<span class="sig-prename descclassname"><span class="pre">hezar.models.image2text.crnn.crnn_decode_utils.</span></span><span class="sig-name descname"><span class="pre">ctc_decode</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">log_probs</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id2label</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">blank</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/crnn/crnn_decode_utils.html#ctc_decode"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.crnn.crnn_decode_utils.ctc_decode" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.models.image2text.crnn.crnn_decode_utils.greedy_decode">
+<span class="sig-prename descclassname"><span class="pre">hezar.models.image2text.crnn.crnn_decode_utils.</span></span><span class="sig-name descname"><span class="pre">greedy_decode</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">emission_log_prob</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">blank</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/crnn/crnn_decode_utils.html#greedy_decode"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.crnn.crnn_decode_utils.greedy_decode" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
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+<li><a class="reference internal" href="#hezar.models.image2text.crnn.crnn_decode_utils.ctc_decode"><code class="docutils literal notranslate"><span class="pre">ctc_decode()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.crnn.crnn_decode_utils.greedy_decode"><code class="docutils literal notranslate"><span class="pre">greedy_decode()</span></code></a></li>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
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+          <section id="module-hezar.models.image2text.crnn.crnn_image2text">
+<span id="hezar-models-image2text-crnn-crnn-image2text-module"></span><h1>hezar.models.image2text.crnn.crnn_image2text module<a class="headerlink" href="#module-hezar.models.image2text.crnn.crnn_image2text" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.image2text.crnn.crnn_image2text.</span></span><span class="sig-name descname"><span class="pre">CRNNImage2Text</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig" title="hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig"><span class="pre">CRNNImage2TextConfig</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/crnn/crnn_image2text.html#CRNNImage2Text"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.models.model.html#hezar.models.model.Model" title="hezar.models.model.Model"><code class="xref py py-class docutils literal notranslate"><span class="pre">Model</span></code></a></p>
+<p>A robust CRNN model for character level OCR based on the original paper.</p>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.compute_loss">
+<span class="sig-name descname"><span class="pre">compute_loss</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">logits</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/crnn/crnn_image2text.html#CRNNImage2Text.compute_loss"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.compute_loss" title="Link to this definition">#</a></dt>
+<dd><p>Compute loss on the model outputs against the given labels</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>inputs</strong> – Input tensor to compute loss on</p></li>
+<li><p><strong>targets</strong> – Target tensor</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Loss tensor</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.forward">
+<span class="sig-name descname"><span class="pre">forward</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pixel_values</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/crnn/crnn_image2text.html#CRNNImage2Text.forward"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.forward" title="Link to this definition">#</a></dt>
+<dd><p>Forward inputs through the model and return logits, etc.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>model_inputs</strong> – The required inputs for the model forward</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dict of outputs like logits, loss, etc.</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.generate">
+<span class="sig-name descname"><span class="pre">generate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pixel_values</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/crnn/crnn_image2text.html#CRNNImage2Text.generate"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.generate" title="Link to this definition">#</a></dt>
+<dd><p>Generation method for all generative models. Generative models have the <cite>is_generative</cite> attribute set to True.
+The behavior of this method is usually controlled by <cite>generation</cite> part of the model’s config.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>model_inputs</strong> – Model inputs for generation, usually the same as forward’s <cite>model_inputs</cite></p></li>
+<li><p><strong>**kwargs</strong> – Generation kwargs</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Generated output tensor</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.image_processor">
+<span class="sig-name descname"><span class="pre">image_processor</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'image_processor'</span></em><a class="headerlink" href="#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.image_processor" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.is_generative">
+<span class="sig-name descname"><span class="pre">is_generative</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.is_generative" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.loss_fn_kwargs">
+<span class="sig-name descname"><span class="pre">loss_fn_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{'zero_infinity':</span> <span class="pre">True}</span></em><a class="headerlink" href="#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.loss_fn_kwargs" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.loss_fn_name">
+<span class="sig-name descname"><span class="pre">loss_fn_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.LossType" title="hezar.constants.LossType"><span class="pre">LossType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'ctc'</span></em><a class="headerlink" href="#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.loss_fn_name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.post_process">
+<span class="sig-name descname"><span class="pre">post_process</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">generation_outputs</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_scores</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/crnn/crnn_image2text.html#CRNNImage2Text.post_process"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.post_process" title="Link to this definition">#</a></dt>
+<dd><p>Process model outputs and return human-readable results. Called in <cite>self.predict()</cite></p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>model_outputs</strong> – model outputs to process</p></li>
+<li><p><strong>**kwargs</strong> – extra arguments specific to the derived class</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Processed model output values and converted to human-readable results</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.preprocess">
+<span class="sig-name descname"><span class="pre">preprocess</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputs</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/crnn/crnn_image2text.html#CRNNImage2Text.preprocess"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.preprocess" title="Link to this definition">#</a></dt>
+<dd><p>Given raw inputs, preprocess the inputs and prepare them for model’s <cite>forward()</cite>.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>raw_inputs</strong> – Raw model inputs</p></li>
+<li><p><strong>**kwargs</strong> – Extra kwargs specific to the model. See the model’s specific class for more info</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dict of inputs for model forward</p>
+</dd>
+</dl>
+</dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.image2text.crnn.crnn_image2text.ConvBlock">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.image2text.crnn.crnn_image2text.</span></span><span class="sig-name descname"><span class="pre">ConvBlock</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_channel</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_channel</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">kernel_sizes</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">strides</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">paddings</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_norm</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/crnn/crnn_image2text.html#ConvBlock"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.crnn.crnn_image2text.ConvBlock" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">Module</span></code></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.image2text.crnn.crnn_image2text.ConvBlock.forward">
+<span class="sig-name descname"><span class="pre">forward</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/crnn/crnn_image2text.html#ConvBlock.forward"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.crnn.crnn_image2text.ConvBlock.forward" title="Link to this definition">#</a></dt>
+<dd><p>Defines the computation performed at every call.</p>
+<p>Should be overridden by all subclasses.</p>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>Although the recipe for forward pass needs to be defined within
+this function, one should call the <code class="xref py py-class docutils literal notranslate"><span class="pre">Module</span></code> instance afterwards
+instead of this since the former takes care of running the
+registered hooks while the latter silently ignores them.</p>
+</div>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.crnn.crnn_image2text.ConvBlock.training">
+<span class="sig-name descname"><span class="pre">training</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#hezar.models.image2text.crnn.crnn_image2text.ConvBlock.training" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
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+                </div>
+                <div class="title">hezar.models.image2text.crnn.crnn_image2text_config module</div>
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+              
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+        
+      </footer>
+    </div>
+    <aside class="toc-drawer">
+      
+      
+      <div class="toc-sticky toc-scroll">
+        <div class="toc-title-container">
+          <span class="toc-title">
+            On this page
+          </span>
+        </div>
+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.models.image2text.crnn.crnn_image2text module</a><ul>
+<li><a class="reference internal" href="#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text"><code class="docutils literal notranslate"><span class="pre">CRNNImage2Text</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.compute_loss"><code class="docutils literal notranslate"><span class="pre">CRNNImage2Text.compute_loss()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.forward"><code class="docutils literal notranslate"><span class="pre">CRNNImage2Text.forward()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.generate"><code class="docutils literal notranslate"><span class="pre">CRNNImage2Text.generate()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.image_processor"><code class="docutils literal notranslate"><span class="pre">CRNNImage2Text.image_processor</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.is_generative"><code class="docutils literal notranslate"><span class="pre">CRNNImage2Text.is_generative</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.loss_fn_kwargs"><code class="docutils literal notranslate"><span class="pre">CRNNImage2Text.loss_fn_kwargs</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.loss_fn_name"><code class="docutils literal notranslate"><span class="pre">CRNNImage2Text.loss_fn_name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.post_process"><code class="docutils literal notranslate"><span class="pre">CRNNImage2Text.post_process()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.preprocess"><code class="docutils literal notranslate"><span class="pre">CRNNImage2Text.preprocess()</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.models.image2text.crnn.crnn_image2text.ConvBlock"><code class="docutils literal notranslate"><span class="pre">ConvBlock</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.image2text.crnn.crnn_image2text.ConvBlock.forward"><code class="docutils literal notranslate"><span class="pre">ConvBlock.forward()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.crnn.crnn_image2text.ConvBlock.training"><code class="docutils literal notranslate"><span class="pre">ConvBlock.training</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
+          </div>
+        </div>
+      </div>
+      
+      
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+          <section id="module-hezar.models.image2text.crnn.crnn_image2text_config">
+<span id="hezar-models-image2text-crnn-crnn-image2text-config-module"></span><h1>hezar.models.image2text.crnn.crnn_image2text_config module<a class="headerlink" href="#module-hezar.models.image2text.crnn.crnn_image2text_config" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.image2text.crnn.crnn_image2text_config.</span></span><span class="sig-name descname"><span class="pre">CRNNImage2TextConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">id2label</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">blank_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_channels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">image_height</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">32</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">image_width</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">128</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">map2seq_in_dim</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2048</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">map2seq_out_dim</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">64</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rnn_dim</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">256</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">reverse_prediction_text</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">reverse_output_digits</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/crnn/crnn_image2text_config.html#CRNNImage2TextConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.ModelConfig" title="hezar.configs.ModelConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">ModelConfig</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.blank_id">
+<span class="sig-name descname"><span class="pre">blank_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.blank_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.id2label">
+<span class="sig-name descname"><span class="pre">id2label</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.id2label" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.image_height">
+<span class="sig-name descname"><span class="pre">image_height</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">32</span></em><a class="headerlink" href="#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.image_height" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.image_width">
+<span class="sig-name descname"><span class="pre">image_width</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">128</span></em><a class="headerlink" href="#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.image_width" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.map2seq_in_dim">
+<span class="sig-name descname"><span class="pre">map2seq_in_dim</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">2048</span></em><a class="headerlink" href="#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.map2seq_in_dim" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.map2seq_out_dim">
+<span class="sig-name descname"><span class="pre">map2seq_out_dim</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">64</span></em><a class="headerlink" href="#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.map2seq_out_dim" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.n_channels">
+<span class="sig-name descname"><span class="pre">n_channels</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1</span></em><a class="headerlink" href="#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.n_channels" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'crnn_image2text'</span></em><a class="headerlink" href="#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.reverse_output_digits">
+<span class="sig-name descname"><span class="pre">reverse_output_digits</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.reverse_output_digits" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.reverse_prediction_text">
+<span class="sig-name descname"><span class="pre">reverse_prediction_text</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.reverse_prediction_text" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.rnn_dim">
+<span class="sig-name descname"><span class="pre">rnn_dim</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">256</span></em><a class="headerlink" href="#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.rnn_dim" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
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+                <div class="title">hezar.models.image2text.trocr package</div>
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+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.models.image2text.crnn.crnn_image2text_config module</a><ul>
+<li><a class="reference internal" href="#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig"><code class="docutils literal notranslate"><span class="pre">CRNNImage2TextConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.blank_id"><code class="docutils literal notranslate"><span class="pre">CRNNImage2TextConfig.blank_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.id2label"><code class="docutils literal notranslate"><span class="pre">CRNNImage2TextConfig.id2label</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.image_height"><code class="docutils literal notranslate"><span class="pre">CRNNImage2TextConfig.image_height</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.image_width"><code class="docutils literal notranslate"><span class="pre">CRNNImage2TextConfig.image_width</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.map2seq_in_dim"><code class="docutils literal notranslate"><span class="pre">CRNNImage2TextConfig.map2seq_in_dim</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.map2seq_out_dim"><code class="docutils literal notranslate"><span class="pre">CRNNImage2TextConfig.map2seq_out_dim</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.n_channels"><code class="docutils literal notranslate"><span class="pre">CRNNImage2TextConfig.n_channels</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.name"><code class="docutils literal notranslate"><span class="pre">CRNNImage2TextConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.reverse_output_digits"><code class="docutils literal notranslate"><span class="pre">CRNNImage2TextConfig.reverse_output_digits</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.reverse_prediction_text"><code class="docutils literal notranslate"><span class="pre">CRNNImage2TextConfig.reverse_prediction_text</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.rnn_dim"><code class="docutils literal notranslate"><span class="pre">CRNNImage2TextConfig.rnn_dim</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.builders.html">hezar.builders module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html">hezar.configs module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html">hezar.constants module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.registry.html">hezar.registry module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../contributing.html">Contributing to Hezar</a></li>
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+        <article role="main">
+          <section id="hezar-models-image2text-crnn-package">
+<h1>hezar.models.image2text.crnn package<a class="headerlink" href="#hezar-models-image2text-crnn-package" title="Link to this heading">#</a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">#</a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html#hezar.models.image2text.crnn.crnn_decode_utils.ctc_decode"><code class="docutils literal notranslate"><span class="pre">ctc_decode()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html#hezar.models.image2text.crnn.crnn_decode_utils.greedy_decode"><code class="docutils literal notranslate"><span class="pre">greedy_decode()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text"><code class="docutils literal notranslate"><span class="pre">CRNNImage2Text</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.compute_loss"><code class="docutils literal notranslate"><span class="pre">CRNNImage2Text.compute_loss()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.forward"><code class="docutils literal notranslate"><span class="pre">CRNNImage2Text.forward()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.generate"><code class="docutils literal notranslate"><span class="pre">CRNNImage2Text.generate()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.image_processor"><code class="docutils literal notranslate"><span class="pre">CRNNImage2Text.image_processor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.is_generative"><code class="docutils literal notranslate"><span class="pre">CRNNImage2Text.is_generative</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.loss_fn_kwargs"><code class="docutils literal notranslate"><span class="pre">CRNNImage2Text.loss_fn_kwargs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.loss_fn_name"><code class="docutils literal notranslate"><span class="pre">CRNNImage2Text.loss_fn_name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.post_process"><code class="docutils literal notranslate"><span class="pre">CRNNImage2Text.post_process()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text.preprocess"><code class="docutils literal notranslate"><span class="pre">CRNNImage2Text.preprocess()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html#hezar.models.image2text.crnn.crnn_image2text.ConvBlock"><code class="docutils literal notranslate"><span class="pre">ConvBlock</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html#hezar.models.image2text.crnn.crnn_image2text.ConvBlock.forward"><code class="docutils literal notranslate"><span class="pre">ConvBlock.forward()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html#hezar.models.image2text.crnn.crnn_image2text.ConvBlock.training"><code class="docutils literal notranslate"><span class="pre">ConvBlock.training</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig"><code class="docutils literal notranslate"><span class="pre">CRNNImage2TextConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.blank_id"><code class="docutils literal notranslate"><span class="pre">CRNNImage2TextConfig.blank_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.id2label"><code class="docutils literal notranslate"><span class="pre">CRNNImage2TextConfig.id2label</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.image_height"><code class="docutils literal notranslate"><span class="pre">CRNNImage2TextConfig.image_height</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.image_width"><code class="docutils literal notranslate"><span class="pre">CRNNImage2TextConfig.image_width</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.map2seq_in_dim"><code class="docutils literal notranslate"><span class="pre">CRNNImage2TextConfig.map2seq_in_dim</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.map2seq_out_dim"><code class="docutils literal notranslate"><span class="pre">CRNNImage2TextConfig.map2seq_out_dim</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.n_channels"><code class="docutils literal notranslate"><span class="pre">CRNNImage2TextConfig.n_channels</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.name"><code class="docutils literal notranslate"><span class="pre">CRNNImage2TextConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.reverse_output_digits"><code class="docutils literal notranslate"><span class="pre">CRNNImage2TextConfig.reverse_output_digits</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.reverse_prediction_text"><code class="docutils literal notranslate"><span class="pre">CRNNImage2TextConfig.reverse_prediction_text</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig.rnn_dim"><code class="docutils literal notranslate"><span class="pre">CRNNImage2TextConfig.rnn_dim</span></code></a></li>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.embeddings.html">hezar.embeddings package</a><input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" role="switch" type="checkbox"/><label for="toctree-checkbox-8"><div class="visually-hidden">Toggle navigation of hezar.embeddings package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.embeddings.embedding.html">hezar.embeddings.embedding module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.embeddings.fasttext.html">hezar.embeddings.fasttext module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.embeddings.word2vec.html">hezar.embeddings.word2vec module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.metrics.html">hezar.metrics package</a><input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" role="switch" type="checkbox"/><label for="toctree-checkbox-9"><div class="visually-hidden">Toggle navigation of hezar.metrics package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.accuracy.html">hezar.metrics.accuracy module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.cer.html">hezar.metrics.cer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.f1.html">hezar.metrics.f1 module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.metric.html">hezar.metrics.metric module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.precision.html">hezar.metrics.precision module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.recall.html">hezar.metrics.recall module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.rouge.html">hezar.metrics.rouge module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.seqeval.html">hezar.metrics.seqeval module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.wer.html">hezar.metrics.wer module</a></li>
+</ul>
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+<li class="toctree-l3 current has-children"><a class="reference internal" href="hezar.models.html">hezar.models package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" role="switch" type="checkbox"/><label for="toctree-checkbox-10"><div class="visually-hidden">Toggle navigation of hezar.models package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.bert.bert.html">hezar.models.backbone.bert.bert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.bert.bert_config.html">hezar.models.backbone.bert.bert_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.distilbert.html">hezar.models.backbone.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" role="switch" type="checkbox"/><label for="toctree-checkbox-13"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert.html">hezar.models.backbone.distilbert.distilbert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 current has-children current-page"><a class="current reference internal" href="#">hezar.models.image2text package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.builders.html">hezar.builders module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html">hezar.configs module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html">hezar.constants module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.registry.html">hezar.registry module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../contributing.html">Contributing to Hezar</a></li>
+</ul>
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+          </label>
+        </div>
+        <article role="main">
+          <section id="hezar-models-image2text-package">
+<h1>hezar.models.image2text package<a class="headerlink" href="#hezar-models-image2text-package" title="Link to this heading">#</a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading">#</a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html#submodules">Submodules</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text.BeitRobertaImage2Text"><code class="docutils literal notranslate"><span class="pre">BeitRobertaImage2Text</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.BeitRobertaImage2TextConfig"><code class="docutils literal notranslate"><span class="pre">BeitRobertaImage2TextConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.DecoderConfig"><code class="docutils literal notranslate"><span class="pre">DecoderConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.EncoderConfig"><code class="docutils literal notranslate"><span class="pre">EncoderConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html#hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.GenerationConfig"><code class="docutils literal notranslate"><span class="pre">GenerationConfig</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html#module-hezar.models.image2text.beit_roberta">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.image2text.crnn.html#submodules">Submodules</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html#hezar.models.image2text.crnn.crnn_decode_utils.ctc_decode"><code class="docutils literal notranslate"><span class="pre">ctc_decode()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html#hezar.models.image2text.crnn.crnn_decode_utils.greedy_decode"><code class="docutils literal notranslate"><span class="pre">greedy_decode()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html#hezar.models.image2text.crnn.crnn_image2text.CRNNImage2Text"><code class="docutils literal notranslate"><span class="pre">CRNNImage2Text</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html#hezar.models.image2text.crnn.crnn_image2text.ConvBlock"><code class="docutils literal notranslate"><span class="pre">ConvBlock</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html#hezar.models.image2text.crnn.crnn_image2text_config.CRNNImage2TextConfig"><code class="docutils literal notranslate"><span class="pre">CRNNImage2TextConfig</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.image2text.crnn.html#module-hezar.models.image2text.crnn">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.image2text.trocr.html#submodules">Submodules</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text"><code class="docutils literal notranslate"><span class="pre">TrOCRImage2Text</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig"><code class="docutils literal notranslate"><span class="pre">DecoderConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig"><code class="docutils literal notranslate"><span class="pre">EncoderConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig"><code class="docutils literal notranslate"><span class="pre">GenerationConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.TrOCRImage2TextConfig"><code class="docutils literal notranslate"><span class="pre">TrOCRImage2TextConfig</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.image2text.trocr.html#module-hezar.models.image2text.trocr">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html#submodules">Submodules</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text"><code class="docutils literal notranslate"><span class="pre">ViTGPT2Image2Text</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig"><code class="docutils literal notranslate"><span class="pre">DecoderConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig"><code class="docutils literal notranslate"><span class="pre">EncoderConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig"><code class="docutils literal notranslate"><span class="pre">GenerationConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.ViTGPT2Image2TextConfig"><code class="docutils literal notranslate"><span class="pre">ViTGPT2Image2TextConfig</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html#module-hezar.models.image2text.vit_gpt2">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html#submodules">Submodules</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text"><code class="docutils literal notranslate"><span class="pre">ViTRobertaImage2Text</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig"><code class="docutils literal notranslate"><span class="pre">DecoderConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig"><code class="docutils literal notranslate"><span class="pre">EncoderConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig"><code class="docutils literal notranslate"><span class="pre">GenerationConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.ViTRobertaImage2TextConfig"><code class="docutils literal notranslate"><span class="pre">ViTRobertaImage2TextConfig</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.backbone.html">hezar.models.backbone package</a><input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" role="switch" type="checkbox"/><label for="toctree-checkbox-11"><div class="visually-hidden">Toggle navigation of hezar.models.backbone package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.bert.bert.html">hezar.models.backbone.bert.bert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.bert.bert_config.html">hezar.models.backbone.bert.bert_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.distilbert.html">hezar.models.backbone.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" role="switch" type="checkbox"/><label for="toctree-checkbox-13"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert.html">hezar.models.backbone.distilbert.distilbert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 current has-children"><a class="reference internal" href="hezar.models.image2text.html">hezar.models.image2text package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 current has-children current-page"><a class="current reference internal" href="#">hezar.models.image2text.trocr package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
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+        <article role="main">
+          <section id="hezar-models-image2text-trocr-package">
+<h1>hezar.models.image2text.trocr package<a class="headerlink" href="#hezar-models-image2text-trocr-package" title="Link to this heading">#</a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">#</a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text"><code class="docutils literal notranslate"><span class="pre">TrOCRImage2Text</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.compute_loss"><code class="docutils literal notranslate"><span class="pre">TrOCRImage2Text.compute_loss()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.forward"><code class="docutils literal notranslate"><span class="pre">TrOCRImage2Text.forward()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.generate"><code class="docutils literal notranslate"><span class="pre">TrOCRImage2Text.generate()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.image_processor"><code class="docutils literal notranslate"><span class="pre">TrOCRImage2Text.image_processor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.is_generative"><code class="docutils literal notranslate"><span class="pre">TrOCRImage2Text.is_generative</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.loss_fn_name"><code class="docutils literal notranslate"><span class="pre">TrOCRImage2Text.loss_fn_name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.post_process"><code class="docutils literal notranslate"><span class="pre">TrOCRImage2Text.post_process()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.preprocess"><code class="docutils literal notranslate"><span class="pre">TrOCRImage2Text.preprocess()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.required_backends"><code class="docutils literal notranslate"><span class="pre">TrOCRImage2Text.required_backends</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.tokenizer_name"><code class="docutils literal notranslate"><span class="pre">TrOCRImage2Text.tokenizer_name</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig"><code class="docutils literal notranslate"><span class="pre">DecoderConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.add_cross_attention"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.add_cross_attention</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.attention_probs_dropout_prob"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.attention_probs_dropout_prob</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.bos_token_id"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.bos_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.classifier_dropout"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.classifier_dropout</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.eos_token_id"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.eos_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.gradient_checkpointing"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.gradient_checkpointing</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.hidden_act"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.hidden_act</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.hidden_dropout_prob"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.hidden_dropout_prob</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.hidden_size"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.hidden_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.initializer_range"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.initializer_range</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.intermediate_size"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.intermediate_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.is_decoder"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.is_decoder</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.layer_norm_eps"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.layer_norm_eps</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.max_position_embeddings"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.max_position_embeddings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.num_attention_heads"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.num_attention_heads</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.num_hidden_layers"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.num_hidden_layers</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.pad_token_id"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.pad_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.position_embedding_type"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.position_embedding_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.type_vocab_size"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.type_vocab_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.use_cache"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.use_cache</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.vocab_size"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.vocab_size</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig"><code class="docutils literal notranslate"><span class="pre">EncoderConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.attention_probs_dropout_prob"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.attention_probs_dropout_prob</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.encoder_stride"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.encoder_stride</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.hidden_act"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.hidden_act</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.hidden_dropout_prob"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.hidden_dropout_prob</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.hidden_size"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.hidden_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.image_size"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.image_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.initializer_range"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.initializer_range</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.intermediate_size"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.intermediate_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.layer_norm_eps"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.layer_norm_eps</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.num_attention_heads"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.num_attention_heads</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.num_channels"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.num_channels</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.num_hidden_layers"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.num_hidden_layers</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.patch_size"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.patch_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.qkv_bias"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.qkv_bias</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig"><code class="docutils literal notranslate"><span class="pre">GenerationConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.bos_token_id"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.bos_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.decoder_start_token_id"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.decoder_start_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.early_stopping"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.early_stopping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.eos_token_id"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.eos_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.length_penalty"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.length_penalty</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.max_length"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.max_length</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.no_repeat_ngram_size"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.no_repeat_ngram_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.num_beams"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.num_beams</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.pad_token_id"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.pad_token_id</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.TrOCRImage2TextConfig"><code class="docutils literal notranslate"><span class="pre">TrOCRImage2TextConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.TrOCRImage2TextConfig.decoder"><code class="docutils literal notranslate"><span class="pre">TrOCRImage2TextConfig.decoder</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.TrOCRImage2TextConfig.encoder"><code class="docutils literal notranslate"><span class="pre">TrOCRImage2TextConfig.encoder</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.TrOCRImage2TextConfig.generation"><code class="docutils literal notranslate"><span class="pre">TrOCRImage2TextConfig.generation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.TrOCRImage2TextConfig.name"><code class="docutils literal notranslate"><span class="pre">TrOCRImage2TextConfig.name</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
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+<section id="module-hezar.models.image2text.trocr">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-hezar.models.image2text.trocr" title="Link to this heading">#</a></h2>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
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+<li class="toctree-l5 current has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
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+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
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+          <section id="module-hezar.models.image2text.trocr.trocr_image2text">
+<span id="hezar-models-image2text-trocr-trocr-image2text-module"></span><h1>hezar.models.image2text.trocr.trocr_image2text module<a class="headerlink" href="#module-hezar.models.image2text.trocr.trocr_image2text" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.image2text.trocr.trocr_image2text.</span></span><span class="sig-name descname"><span class="pre">TrOCRImage2Text</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html#hezar.models.image2text.trocr.trocr_image2text_config.TrOCRImage2TextConfig" title="hezar.models.image2text.trocr.trocr_image2text_config.TrOCRImage2TextConfig"><span class="pre">TrOCRImage2TextConfig</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/trocr/trocr_image2text.html#TrOCRImage2Text"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.models.model.html#hezar.models.model.Model" title="hezar.models.model.Model"><code class="xref py py-class docutils literal notranslate"><span class="pre">Model</span></code></a></p>
+<p>TrOCR for optical character recognition</p>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.compute_loss">
+<span class="sig-name descname"><span class="pre">compute_loss</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">logits</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference internal" href="../_modules/hezar/models/image2text/trocr/trocr_image2text.html#TrOCRImage2Text.compute_loss"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.compute_loss" title="Link to this definition">#</a></dt>
+<dd><p>Compute loss on the model outputs against the given labels</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>inputs</strong> – Input tensor to compute loss on</p></li>
+<li><p><strong>targets</strong> – Target tensor</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Loss tensor</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.forward">
+<span class="sig-name descname"><span class="pre">forward</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pixel_values</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder_input_ids</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder_attention_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">encoder_outputs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">past_key_values</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder_inputs_embeds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_cache</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_attentions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_hidden_states</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/trocr/trocr_image2text.html#TrOCRImage2Text.forward"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.forward" title="Link to this definition">#</a></dt>
+<dd><p>Forward inputs through the model and return logits, etc.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>model_inputs</strong> – The required inputs for the model forward</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dict of outputs like logits, loss, etc.</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.generate">
+<span class="sig-name descname"><span class="pre">generate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pixel_values</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">generation_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/trocr/trocr_image2text.html#TrOCRImage2Text.generate"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.generate" title="Link to this definition">#</a></dt>
+<dd><p>Generation method for all generative models. Generative models have the <cite>is_generative</cite> attribute set to True.
+The behavior of this method is usually controlled by <cite>generation</cite> part of the model’s config.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>model_inputs</strong> – Model inputs for generation, usually the same as forward’s <cite>model_inputs</cite></p></li>
+<li><p><strong>**kwargs</strong> – Generation kwargs</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Generated output tensor</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.image_processor">
+<span class="sig-name descname"><span class="pre">image_processor</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'image_processor'</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.image_processor" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.is_generative">
+<span class="sig-name descname"><span class="pre">is_generative</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.is_generative" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.loss_fn_name">
+<span class="sig-name descname"><span class="pre">loss_fn_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.LossType" title="hezar.constants.LossType"><span class="pre">LossType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'cross_entropy'</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.loss_fn_name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.post_process">
+<span class="sig-name descname"><span class="pre">post_process</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_outputs</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/trocr/trocr_image2text.html#TrOCRImage2Text.post_process"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.post_process" title="Link to this definition">#</a></dt>
+<dd><p>Process model outputs and return human-readable results. Called in <cite>self.predict()</cite></p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>model_outputs</strong> – model outputs to process</p></li>
+<li><p><strong>**kwargs</strong> – extra arguments specific to the derived class</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Processed model output values and converted to human-readable results</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.preprocess">
+<span class="sig-name descname"><span class="pre">preprocess</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">np.ndarray</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'Image'</span></span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">torch.Tensor</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/trocr/trocr_image2text.html#TrOCRImage2Text.preprocess"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.preprocess" title="Link to this definition">#</a></dt>
+<dd><p>Given raw inputs, preprocess the inputs and prepare them for model’s <cite>forward()</cite>.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>raw_inputs</strong> – Raw model inputs</p></li>
+<li><p><strong>**kwargs</strong> – Extra kwargs specific to the model. See the model’s specific class for more info</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dict of inputs for model forward</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.required_backends">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[Backends.TRANSFORMERS,</span> <span class="pre">Backends.TOKENIZERS,</span> <span class="pre">Backends.PILLOW]</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.required_backends" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.tokenizer_name">
+<span class="sig-name descname"><span class="pre">tokenizer_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'bpe_tokenizer'</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.tokenizer_name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
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+                <div class="title">hezar.models.image2text.trocr.trocr_image2text_config module</div>
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+            <ul>
+<li><a class="reference internal" href="#">hezar.models.image2text.trocr.trocr_image2text module</a><ul>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text"><code class="docutils literal notranslate"><span class="pre">TrOCRImage2Text</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.compute_loss"><code class="docutils literal notranslate"><span class="pre">TrOCRImage2Text.compute_loss()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.forward"><code class="docutils literal notranslate"><span class="pre">TrOCRImage2Text.forward()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.generate"><code class="docutils literal notranslate"><span class="pre">TrOCRImage2Text.generate()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.image_processor"><code class="docutils literal notranslate"><span class="pre">TrOCRImage2Text.image_processor</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.is_generative"><code class="docutils literal notranslate"><span class="pre">TrOCRImage2Text.is_generative</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.loss_fn_name"><code class="docutils literal notranslate"><span class="pre">TrOCRImage2Text.loss_fn_name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.post_process"><code class="docutils literal notranslate"><span class="pre">TrOCRImage2Text.post_process()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.preprocess"><code class="docutils literal notranslate"><span class="pre">TrOCRImage2Text.preprocess()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.required_backends"><code class="docutils literal notranslate"><span class="pre">TrOCRImage2Text.required_backends</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text.TrOCRImage2Text.tokenizer_name"><code class="docutils literal notranslate"><span class="pre">TrOCRImage2Text.tokenizer_name</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
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+          <section id="module-hezar.models.image2text.trocr.trocr_image2text_config">
+<span id="hezar-models-image2text-trocr-trocr-image2text-config-module"></span><h1>hezar.models.image2text.trocr.trocr_image2text_config module<a class="headerlink" href="#module-hezar.models.image2text.trocr.trocr_image2text_config" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.image2text.trocr.trocr_image2text_config.</span></span><span class="sig-name descname"><span class="pre">DecoderConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">is_decoder</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">add_cross_attention</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">attention_probs_dropout_prob</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bos_token_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">eos_token_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">classifier_dropout</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">gradient_checkpointing</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_act</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'gelu'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_dropout_prob</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">768</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initializer_range</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.02</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">intermediate_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3072</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">layer_norm_eps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1e-12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_position_embeddings</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">514</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_attention_heads</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_hidden_layers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_token_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">position_embedding_type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'absolute'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">type_vocab_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_cache</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vocab_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">42000</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/trocr/trocr_image2text_config.html#DecoderConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.ModelConfig" title="hezar.configs.ModelConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">ModelConfig</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.add_cross_attention">
+<span class="sig-name descname"><span class="pre">add_cross_attention</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.add_cross_attention" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.attention_probs_dropout_prob">
+<span class="sig-name descname"><span class="pre">attention_probs_dropout_prob</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.1</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.attention_probs_dropout_prob" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.bos_token_id">
+<span class="sig-name descname"><span class="pre">bos_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.bos_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.classifier_dropout">
+<span class="sig-name descname"><span class="pre">classifier_dropout</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.classifier_dropout" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.eos_token_id">
+<span class="sig-name descname"><span class="pre">eos_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">2</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.eos_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.gradient_checkpointing">
+<span class="sig-name descname"><span class="pre">gradient_checkpointing</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.gradient_checkpointing" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.hidden_act">
+<span class="sig-name descname"><span class="pre">hidden_act</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'gelu'</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.hidden_act" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.hidden_dropout_prob">
+<span class="sig-name descname"><span class="pre">hidden_dropout_prob</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.1</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.hidden_dropout_prob" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.hidden_size">
+<span class="sig-name descname"><span class="pre">hidden_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">768</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.hidden_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.initializer_range">
+<span class="sig-name descname"><span class="pre">initializer_range</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.02</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.initializer_range" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.intermediate_size">
+<span class="sig-name descname"><span class="pre">intermediate_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">3072</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.intermediate_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.is_decoder">
+<span class="sig-name descname"><span class="pre">is_decoder</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.is_decoder" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.layer_norm_eps">
+<span class="sig-name descname"><span class="pre">layer_norm_eps</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1e-12</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.layer_norm_eps" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.max_position_embeddings">
+<span class="sig-name descname"><span class="pre">max_position_embeddings</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">514</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.max_position_embeddings" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.num_attention_heads">
+<span class="sig-name descname"><span class="pre">num_attention_heads</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">12</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.num_attention_heads" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.num_hidden_layers">
+<span class="sig-name descname"><span class="pre">num_hidden_layers</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">12</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.num_hidden_layers" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.pad_token_id">
+<span class="sig-name descname"><span class="pre">pad_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.pad_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.position_embedding_type">
+<span class="sig-name descname"><span class="pre">position_embedding_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'absolute'</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.position_embedding_type" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.type_vocab_size">
+<span class="sig-name descname"><span class="pre">type_vocab_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.type_vocab_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.use_cache">
+<span class="sig-name descname"><span class="pre">use_cache</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.use_cache" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.vocab_size">
+<span class="sig-name descname"><span class="pre">vocab_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">42000</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.vocab_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.image2text.trocr.trocr_image2text_config.</span></span><span class="sig-name descname"><span class="pre">EncoderConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">hidden_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">768</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_hidden_layers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_attention_heads</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">intermediate_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3072</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_act</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'gelu'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_dropout_prob</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">attention_probs_dropout_prob</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initializer_range</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.02</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">layer_norm_eps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1e-12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">image_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">224</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">patch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">16</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_channels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">qkv_bias</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">encoder_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">16</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/trocr/trocr_image2text_config.html#EncoderConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.ModelConfig" title="hezar.configs.ModelConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">ModelConfig</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.attention_probs_dropout_prob">
+<span class="sig-name descname"><span class="pre">attention_probs_dropout_prob</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.0</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.attention_probs_dropout_prob" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.encoder_stride">
+<span class="sig-name descname"><span class="pre">encoder_stride</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">16</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.encoder_stride" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.hidden_act">
+<span class="sig-name descname"><span class="pre">hidden_act</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'gelu'</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.hidden_act" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.hidden_dropout_prob">
+<span class="sig-name descname"><span class="pre">hidden_dropout_prob</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.0</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.hidden_dropout_prob" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.hidden_size">
+<span class="sig-name descname"><span class="pre">hidden_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">768</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.hidden_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.image_size">
+<span class="sig-name descname"><span class="pre">image_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">224</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.image_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.initializer_range">
+<span class="sig-name descname"><span class="pre">initializer_range</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.02</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.initializer_range" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.intermediate_size">
+<span class="sig-name descname"><span class="pre">intermediate_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">3072</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.intermediate_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.layer_norm_eps">
+<span class="sig-name descname"><span class="pre">layer_norm_eps</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1e-12</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.layer_norm_eps" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.num_attention_heads">
+<span class="sig-name descname"><span class="pre">num_attention_heads</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">12</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.num_attention_heads" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.num_channels">
+<span class="sig-name descname"><span class="pre">num_channels</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">3</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.num_channels" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.num_hidden_layers">
+<span class="sig-name descname"><span class="pre">num_hidden_layers</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">12</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.num_hidden_layers" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.patch_size">
+<span class="sig-name descname"><span class="pre">patch_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">16</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.patch_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.qkv_bias">
+<span class="sig-name descname"><span class="pre">qkv_bias</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.qkv_bias" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.image2text.trocr.trocr_image2text_config.</span></span><span class="sig-name descname"><span class="pre">GenerationConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">bos_token_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder_start_token_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">early_stopping</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">eos_token_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">length_penalty</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_length</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">64</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">no_repeat_ngram_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_beams</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_token_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/trocr/trocr_image2text_config.html#GenerationConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.bos_token_id">
+<span class="sig-name descname"><span class="pre">bos_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.bos_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.decoder_start_token_id">
+<span class="sig-name descname"><span class="pre">decoder_start_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.decoder_start_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.early_stopping">
+<span class="sig-name descname"><span class="pre">early_stopping</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.early_stopping" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.eos_token_id">
+<span class="sig-name descname"><span class="pre">eos_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">2</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.eos_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.length_penalty">
+<span class="sig-name descname"><span class="pre">length_penalty</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">2.0</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.length_penalty" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.max_length">
+<span class="sig-name descname"><span class="pre">max_length</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">64</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.max_length" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.no_repeat_ngram_size">
+<span class="sig-name descname"><span class="pre">no_repeat_ngram_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">3</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.no_repeat_ngram_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.num_beams">
+<span class="sig-name descname"><span class="pre">num_beams</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">4</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.num_beams" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.pad_token_id">
+<span class="sig-name descname"><span class="pre">pad_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.pad_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.TrOCRImage2TextConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.image2text.trocr.trocr_image2text_config.</span></span><span class="sig-name descname"><span class="pre">TrOCRImage2TextConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">encoder:</span> <span class="pre">hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig</span> <span class="pre">=</span> <span class="pre">&lt;factory&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder:</span> <span class="pre">hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig</span> <span class="pre">=</span> <span class="pre">&lt;factory&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">generation:</span> <span class="pre">hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig</span> <span class="pre">=</span> <span class="pre">&lt;factory&gt;</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/trocr/trocr_image2text_config.html#TrOCRImage2TextConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.TrOCRImage2TextConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.ModelConfig" title="hezar.configs.ModelConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">ModelConfig</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.TrOCRImage2TextConfig.decoder">
+<span class="sig-name descname"><span class="pre">decoder</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig" title="hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig"><span class="pre">DecoderConfig</span></a></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.TrOCRImage2TextConfig.decoder" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.TrOCRImage2TextConfig.encoder">
+<span class="sig-name descname"><span class="pre">encoder</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig" title="hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig"><span class="pre">EncoderConfig</span></a></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.TrOCRImage2TextConfig.encoder" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.TrOCRImage2TextConfig.generation">
+<span class="sig-name descname"><span class="pre">generation</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig" title="hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig"><span class="pre">GenerationConfig</span></a></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.TrOCRImage2TextConfig.generation" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.trocr.trocr_image2text_config.TrOCRImage2TextConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'trocr_image2text'</span></em><a class="headerlink" href="#hezar.models.image2text.trocr.trocr_image2text_config.TrOCRImage2TextConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
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+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.models.image2text.trocr.trocr_image2text_config module</a><ul>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig"><code class="docutils literal notranslate"><span class="pre">DecoderConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.add_cross_attention"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.add_cross_attention</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.attention_probs_dropout_prob"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.attention_probs_dropout_prob</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.bos_token_id"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.bos_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.classifier_dropout"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.classifier_dropout</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.eos_token_id"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.eos_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.gradient_checkpointing"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.gradient_checkpointing</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.hidden_act"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.hidden_act</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.hidden_dropout_prob"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.hidden_dropout_prob</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.hidden_size"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.hidden_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.initializer_range"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.initializer_range</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.intermediate_size"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.intermediate_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.is_decoder"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.is_decoder</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.layer_norm_eps"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.layer_norm_eps</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.max_position_embeddings"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.max_position_embeddings</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.num_attention_heads"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.num_attention_heads</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.num_hidden_layers"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.num_hidden_layers</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.pad_token_id"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.pad_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.position_embedding_type"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.position_embedding_type</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.type_vocab_size"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.type_vocab_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.use_cache"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.use_cache</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.DecoderConfig.vocab_size"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.vocab_size</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig"><code class="docutils literal notranslate"><span class="pre">EncoderConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.attention_probs_dropout_prob"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.attention_probs_dropout_prob</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.encoder_stride"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.encoder_stride</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.hidden_act"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.hidden_act</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.hidden_dropout_prob"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.hidden_dropout_prob</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.hidden_size"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.hidden_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.image_size"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.image_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.initializer_range"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.initializer_range</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.intermediate_size"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.intermediate_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.layer_norm_eps"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.layer_norm_eps</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.num_attention_heads"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.num_attention_heads</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.num_channels"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.num_channels</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.num_hidden_layers"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.num_hidden_layers</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.patch_size"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.patch_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.EncoderConfig.qkv_bias"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.qkv_bias</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig"><code class="docutils literal notranslate"><span class="pre">GenerationConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.bos_token_id"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.bos_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.decoder_start_token_id"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.decoder_start_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.early_stopping"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.early_stopping</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.eos_token_id"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.eos_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.length_penalty"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.length_penalty</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.max_length"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.max_length</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.no_repeat_ngram_size"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.no_repeat_ngram_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.num_beams"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.num_beams</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.GenerationConfig.pad_token_id"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.pad_token_id</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.TrOCRImage2TextConfig"><code class="docutils literal notranslate"><span class="pre">TrOCRImage2TextConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.TrOCRImage2TextConfig.decoder"><code class="docutils literal notranslate"><span class="pre">TrOCRImage2TextConfig.decoder</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.TrOCRImage2TextConfig.encoder"><code class="docutils literal notranslate"><span class="pre">TrOCRImage2TextConfig.encoder</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.TrOCRImage2TextConfig.generation"><code class="docutils literal notranslate"><span class="pre">TrOCRImage2TextConfig.generation</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.trocr.trocr_image2text_config.TrOCRImage2TextConfig.name"><code class="docutils literal notranslate"><span class="pre">TrOCRImage2TextConfig.name</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.builders.html">hezar.builders module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html">hezar.configs module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html">hezar.constants module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.registry.html">hezar.registry module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l1"><a class="reference internal" href="../contributing.html">Contributing to Hezar</a></li>
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+          <section id="hezar-models-image2text-vit-gpt2-package">
+<h1>hezar.models.image2text.vit_gpt2 package<a class="headerlink" href="#hezar-models-image2text-vit-gpt2-package" title="Link to this heading">#</a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">#</a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text"><code class="docutils literal notranslate"><span class="pre">ViTGPT2Image2Text</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.compute_loss"><code class="docutils literal notranslate"><span class="pre">ViTGPT2Image2Text.compute_loss()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.forward"><code class="docutils literal notranslate"><span class="pre">ViTGPT2Image2Text.forward()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.generate"><code class="docutils literal notranslate"><span class="pre">ViTGPT2Image2Text.generate()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.image_processor"><code class="docutils literal notranslate"><span class="pre">ViTGPT2Image2Text.image_processor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.is_generative"><code class="docutils literal notranslate"><span class="pre">ViTGPT2Image2Text.is_generative</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.loss_fn_name"><code class="docutils literal notranslate"><span class="pre">ViTGPT2Image2Text.loss_fn_name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.post_process"><code class="docutils literal notranslate"><span class="pre">ViTGPT2Image2Text.post_process()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.preprocess"><code class="docutils literal notranslate"><span class="pre">ViTGPT2Image2Text.preprocess()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.required_backends"><code class="docutils literal notranslate"><span class="pre">ViTGPT2Image2Text.required_backends</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.tokenizer_name"><code class="docutils literal notranslate"><span class="pre">ViTGPT2Image2Text.tokenizer_name</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig"><code class="docutils literal notranslate"><span class="pre">DecoderConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.add_cross_attention"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.add_cross_attention</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.attn_pdrop"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.attn_pdrop</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.bos_token_id"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.bos_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.embd_pdrop"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.embd_pdrop</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.eos_token_id"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.eos_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.gradient_checkpointing"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.gradient_checkpointing</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.initializer_range"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.initializer_range</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.layer_norm_epsilon"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.layer_norm_epsilon</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.model_type"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.model_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.n_ctx"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.n_ctx</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.n_embd"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.n_embd</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.n_head"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.n_head</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.n_inner"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.n_inner</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.n_layer"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.n_layer</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.n_positions"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.n_positions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.name"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.resid_pdrop"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.resid_pdrop</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.summary_activation"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.summary_activation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.summary_first_dropout"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.summary_first_dropout</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.use_cache"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.use_cache</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.vocab_size"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.vocab_size</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig"><code class="docutils literal notranslate"><span class="pre">EncoderConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.attention_probs_dropout_prob"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.attention_probs_dropout_prob</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.encoder_stride"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.encoder_stride</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.hidden_act"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.hidden_act</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.hidden_dropout_prob"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.hidden_dropout_prob</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.hidden_size"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.hidden_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.image_size"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.image_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.initializer_range"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.initializer_range</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.intermediate_size"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.intermediate_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.layer_norm_eps"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.layer_norm_eps</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.name"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.num_attention_heads"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.num_attention_heads</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.num_channels"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.num_channels</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.num_hidden_layers"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.num_hidden_layers</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.patch_size"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.patch_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.qkv_bias"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.qkv_bias</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig"><code class="docutils literal notranslate"><span class="pre">GenerationConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.bos_token_id"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.bos_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.decoder_start_token_id"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.decoder_start_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.early_stopping"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.early_stopping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.eos_token_id"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.eos_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.length_penalty"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.length_penalty</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.max_new_tokens"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.max_new_tokens</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.no_repeat_ngram_size"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.no_repeat_ngram_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.num_beams"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.num_beams</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.pad_token_id"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.pad_token_id</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.ViTGPT2Image2TextConfig"><code class="docutils literal notranslate"><span class="pre">ViTGPT2Image2TextConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.ViTGPT2Image2TextConfig.decoder"><code class="docutils literal notranslate"><span class="pre">ViTGPT2Image2TextConfig.decoder</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.ViTGPT2Image2TextConfig.encoder"><code class="docutils literal notranslate"><span class="pre">ViTGPT2Image2TextConfig.encoder</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.ViTGPT2Image2TextConfig.generation"><code class="docutils literal notranslate"><span class="pre">ViTGPT2Image2TextConfig.generation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.ViTGPT2Image2TextConfig.name"><code class="docutils literal notranslate"><span class="pre">ViTGPT2Image2TextConfig.name</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-hezar.models.image2text.vit_gpt2">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-hezar.models.image2text.vit_gpt2" title="Link to this heading">#</a></h2>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 current has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l6 current current-page"><a class="current reference internal" href="#">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
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+<li class="toctree-l1"><a class="reference internal" href="../contributing.html">Contributing to Hezar</a></li>
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+          <section id="module-hezar.models.image2text.vit_gpt2.vit_gpt2_image2text">
+<span id="hezar-models-image2text-vit-gpt2-vit-gpt2-image2text-module"></span><h1>hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module<a class="headerlink" href="#module-hezar.models.image2text.vit_gpt2.vit_gpt2_image2text" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.</span></span><span class="sig-name descname"><span class="pre">ViTGPT2Image2Text</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.ViTGPT2Image2TextConfig" title="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.ViTGPT2Image2TextConfig"><span class="pre">ViTGPT2Image2TextConfig</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/vit_gpt2/vit_gpt2_image2text.html#ViTGPT2Image2Text"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.models.model.html#hezar.models.model.Model" title="hezar.models.model.Model"><code class="xref py py-class docutils literal notranslate"><span class="pre">Model</span></code></a></p>
+<p>ViT + GPT2 for image to text generation (image captioning)</p>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.compute_loss">
+<span class="sig-name descname"><span class="pre">compute_loss</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">logits</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference internal" href="../_modules/hezar/models/image2text/vit_gpt2/vit_gpt2_image2text.html#ViTGPT2Image2Text.compute_loss"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.compute_loss" title="Link to this definition">#</a></dt>
+<dd><p>Compute loss on the model outputs against the given labels</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>inputs</strong> – Input tensor to compute loss on</p></li>
+<li><p><strong>targets</strong> – Target tensor</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Loss tensor</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.forward">
+<span class="sig-name descname"><span class="pre">forward</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pixel_values</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder_input_ids</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder_attention_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">encoder_outputs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">past_key_values</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder_inputs_embeds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_cache</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_attentions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_hidden_states</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/vit_gpt2/vit_gpt2_image2text.html#ViTGPT2Image2Text.forward"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.forward" title="Link to this definition">#</a></dt>
+<dd><p>Forward inputs through the model and return logits, etc.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>model_inputs</strong> – The required inputs for the model forward</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dict of outputs like logits, loss, etc.</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.generate">
+<span class="sig-name descname"><span class="pre">generate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pixel_values</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">generation_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/vit_gpt2/vit_gpt2_image2text.html#ViTGPT2Image2Text.generate"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.generate" title="Link to this definition">#</a></dt>
+<dd><p>Generation method for all generative models. Generative models have the <cite>is_generative</cite> attribute set to True.
+The behavior of this method is usually controlled by <cite>generation</cite> part of the model’s config.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>model_inputs</strong> – Model inputs for generation, usually the same as forward’s <cite>model_inputs</cite></p></li>
+<li><p><strong>**kwargs</strong> – Generation kwargs</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Generated output tensor</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.image_processor">
+<span class="sig-name descname"><span class="pre">image_processor</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'image_processor'</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.image_processor" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.is_generative">
+<span class="sig-name descname"><span class="pre">is_generative</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.is_generative" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.loss_fn_name">
+<span class="sig-name descname"><span class="pre">loss_fn_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.LossType" title="hezar.constants.LossType"><span class="pre">LossType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'cross_entropy'</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.loss_fn_name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.post_process">
+<span class="sig-name descname"><span class="pre">post_process</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_outputs</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/vit_gpt2/vit_gpt2_image2text.html#ViTGPT2Image2Text.post_process"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.post_process" title="Link to this definition">#</a></dt>
+<dd><p>Process model outputs and return human-readable results. Called in <cite>self.predict()</cite></p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>model_outputs</strong> – model outputs to process</p></li>
+<li><p><strong>**kwargs</strong> – extra arguments specific to the derived class</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Processed model output values and converted to human-readable results</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.preprocess">
+<span class="sig-name descname"><span class="pre">preprocess</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">np.ndarray</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'Image'</span></span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">torch.Tensor</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/vit_gpt2/vit_gpt2_image2text.html#ViTGPT2Image2Text.preprocess"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.preprocess" title="Link to this definition">#</a></dt>
+<dd><p>Given raw inputs, preprocess the inputs and prepare them for model’s <cite>forward()</cite>.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>raw_inputs</strong> – Raw model inputs</p></li>
+<li><p><strong>**kwargs</strong> – Extra kwargs specific to the model. See the model’s specific class for more info</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dict of inputs for model forward</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.required_backends">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[Backends.TRANSFORMERS,</span> <span class="pre">Backends.TOKENIZERS,</span> <span class="pre">Backends.PILLOW]</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.required_backends" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.tokenizer_name">
+<span class="sig-name descname"><span class="pre">tokenizer_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'bpe_tokenizer'</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.tokenizer_name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
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+<li><a class="reference internal" href="#">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a><ul>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text"><code class="docutils literal notranslate"><span class="pre">ViTGPT2Image2Text</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.compute_loss"><code class="docutils literal notranslate"><span class="pre">ViTGPT2Image2Text.compute_loss()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.forward"><code class="docutils literal notranslate"><span class="pre">ViTGPT2Image2Text.forward()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.generate"><code class="docutils literal notranslate"><span class="pre">ViTGPT2Image2Text.generate()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.image_processor"><code class="docutils literal notranslate"><span class="pre">ViTGPT2Image2Text.image_processor</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.is_generative"><code class="docutils literal notranslate"><span class="pre">ViTGPT2Image2Text.is_generative</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.loss_fn_name"><code class="docutils literal notranslate"><span class="pre">ViTGPT2Image2Text.loss_fn_name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.post_process"><code class="docutils literal notranslate"><span class="pre">ViTGPT2Image2Text.post_process()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.preprocess"><code class="docutils literal notranslate"><span class="pre">ViTGPT2Image2Text.preprocess()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.required_backends"><code class="docutils literal notranslate"><span class="pre">ViTGPT2Image2Text.required_backends</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.ViTGPT2Image2Text.tokenizer_name"><code class="docutils literal notranslate"><span class="pre">ViTGPT2Image2Text.tokenizer_name</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
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+
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diff --git a/source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html b/source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html
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+++ b/source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 current has-children"><a class="reference internal" href="hezar.models.image2text.html">hezar.models.image2text package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 current has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6 current current-page"><a class="current reference internal" href="#">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
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+          <section id="module-hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config">
+<span id="hezar-models-image2text-vit-gpt2-vit-gpt2-image2text-config-module"></span><h1>hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module<a class="headerlink" href="#module-hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.</span></span><span class="sig-name descname"><span class="pre">DecoderConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">add_cross_attention</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vocab_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">42001</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">attn_pdrop</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bos_token_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">embd_pdrop</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">eos_token_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">gradient_checkpointing</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initializer_range</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.02</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">layer_norm_epsilon</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1e-05</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'gpt2'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_ctx</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1024</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_embd</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">768</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_head</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_inner</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_layer</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_positions</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1024</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resid_pdrop</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">summary_activation</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">summary_first_dropout</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_cache</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/vit_gpt2/vit_gpt2_image2text_config.html#DecoderConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.ModelConfig" title="hezar.configs.ModelConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">ModelConfig</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.add_cross_attention">
+<span class="sig-name descname"><span class="pre">add_cross_attention</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.add_cross_attention" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.attn_pdrop">
+<span class="sig-name descname"><span class="pre">attn_pdrop</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.1</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.attn_pdrop" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.bos_token_id">
+<span class="sig-name descname"><span class="pre">bos_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">5</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.bos_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.embd_pdrop">
+<span class="sig-name descname"><span class="pre">embd_pdrop</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.1</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.embd_pdrop" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.eos_token_id">
+<span class="sig-name descname"><span class="pre">eos_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">5</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.eos_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.gradient_checkpointing">
+<span class="sig-name descname"><span class="pre">gradient_checkpointing</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.gradient_checkpointing" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.initializer_range">
+<span class="sig-name descname"><span class="pre">initializer_range</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.02</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.initializer_range" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.layer_norm_epsilon">
+<span class="sig-name descname"><span class="pre">layer_norm_epsilon</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1e-05</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.layer_norm_epsilon" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.model_type">
+<span class="sig-name descname"><span class="pre">model_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'gpt2'</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.model_type" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.n_ctx">
+<span class="sig-name descname"><span class="pre">n_ctx</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1024</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.n_ctx" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.n_embd">
+<span class="sig-name descname"><span class="pre">n_embd</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">768</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.n_embd" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.n_head">
+<span class="sig-name descname"><span class="pre">n_head</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">12</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.n_head" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.n_inner">
+<span class="sig-name descname"><span class="pre">n_inner</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.n_inner" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.n_layer">
+<span class="sig-name descname"><span class="pre">n_layer</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">12</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.n_layer" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.n_positions">
+<span class="sig-name descname"><span class="pre">n_positions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1024</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.n_positions" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'vit_gpt2_decoder'</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.resid_pdrop">
+<span class="sig-name descname"><span class="pre">resid_pdrop</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.1</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.resid_pdrop" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.summary_activation">
+<span class="sig-name descname"><span class="pre">summary_activation</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.summary_activation" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.summary_first_dropout">
+<span class="sig-name descname"><span class="pre">summary_first_dropout</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.1</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.summary_first_dropout" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.use_cache">
+<span class="sig-name descname"><span class="pre">use_cache</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.use_cache" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.vocab_size">
+<span class="sig-name descname"><span class="pre">vocab_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">42001</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.vocab_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.</span></span><span class="sig-name descname"><span class="pre">EncoderConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">hidden_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">768</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_hidden_layers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_attention_heads</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">intermediate_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3072</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_act</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'gelu'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_dropout_prob</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">attention_probs_dropout_prob</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initializer_range</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.02</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">layer_norm_eps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1e-12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">image_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">224</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">patch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">16</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_channels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">qkv_bias</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">encoder_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">16</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/vit_gpt2/vit_gpt2_image2text_config.html#EncoderConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.ModelConfig" title="hezar.configs.ModelConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">ModelConfig</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.attention_probs_dropout_prob">
+<span class="sig-name descname"><span class="pre">attention_probs_dropout_prob</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.0</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.attention_probs_dropout_prob" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.encoder_stride">
+<span class="sig-name descname"><span class="pre">encoder_stride</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">16</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.encoder_stride" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.hidden_act">
+<span class="sig-name descname"><span class="pre">hidden_act</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'gelu'</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.hidden_act" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.hidden_dropout_prob">
+<span class="sig-name descname"><span class="pre">hidden_dropout_prob</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.0</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.hidden_dropout_prob" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.hidden_size">
+<span class="sig-name descname"><span class="pre">hidden_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">768</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.hidden_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.image_size">
+<span class="sig-name descname"><span class="pre">image_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">224</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.image_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.initializer_range">
+<span class="sig-name descname"><span class="pre">initializer_range</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.02</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.initializer_range" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.intermediate_size">
+<span class="sig-name descname"><span class="pre">intermediate_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">3072</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.intermediate_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.layer_norm_eps">
+<span class="sig-name descname"><span class="pre">layer_norm_eps</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1e-12</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.layer_norm_eps" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'vit_gpt2_encoder'</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.num_attention_heads">
+<span class="sig-name descname"><span class="pre">num_attention_heads</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">12</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.num_attention_heads" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.num_channels">
+<span class="sig-name descname"><span class="pre">num_channels</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">3</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.num_channels" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.num_hidden_layers">
+<span class="sig-name descname"><span class="pre">num_hidden_layers</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">12</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.num_hidden_layers" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.patch_size">
+<span class="sig-name descname"><span class="pre">patch_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">16</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.patch_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.qkv_bias">
+<span class="sig-name descname"><span class="pre">qkv_bias</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.qkv_bias" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.</span></span><span class="sig-name descname"><span class="pre">GenerationConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">bos_token_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder_start_token_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">early_stopping</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">eos_token_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">length_penalty</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_new_tokens</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">24</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">no_repeat_ngram_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_beams</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_token_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/vit_gpt2/vit_gpt2_image2text_config.html#GenerationConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.ModelConfig" title="hezar.configs.ModelConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">ModelConfig</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.bos_token_id">
+<span class="sig-name descname"><span class="pre">bos_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.bos_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.decoder_start_token_id">
+<span class="sig-name descname"><span class="pre">decoder_start_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.decoder_start_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.early_stopping">
+<span class="sig-name descname"><span class="pre">early_stopping</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.early_stopping" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.eos_token_id">
+<span class="sig-name descname"><span class="pre">eos_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">2</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.eos_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.length_penalty">
+<span class="sig-name descname"><span class="pre">length_penalty</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">2.0</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.length_penalty" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.max_new_tokens">
+<span class="sig-name descname"><span class="pre">max_new_tokens</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">24</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.max_new_tokens" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.no_repeat_ngram_size">
+<span class="sig-name descname"><span class="pre">no_repeat_ngram_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">3</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.no_repeat_ngram_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.num_beams">
+<span class="sig-name descname"><span class="pre">num_beams</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">4</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.num_beams" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.pad_token_id">
+<span class="sig-name descname"><span class="pre">pad_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.pad_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.ViTGPT2Image2TextConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.</span></span><span class="sig-name descname"><span class="pre">ViTGPT2Image2TextConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">encoder:</span> <span class="pre">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig</span> <span class="pre">=</span> <span class="pre">&lt;factory&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder:</span> <span class="pre">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig</span> <span class="pre">=</span> <span class="pre">&lt;factory&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">generation:</span> <span class="pre">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig</span> <span class="pre">=</span> <span class="pre">&lt;factory&gt;</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/vit_gpt2/vit_gpt2_image2text_config.html#ViTGPT2Image2TextConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.ViTGPT2Image2TextConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.ModelConfig" title="hezar.configs.ModelConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">ModelConfig</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.ViTGPT2Image2TextConfig.decoder">
+<span class="sig-name descname"><span class="pre">decoder</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig" title="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig"><span class="pre">DecoderConfig</span></a></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.ViTGPT2Image2TextConfig.decoder" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.ViTGPT2Image2TextConfig.encoder">
+<span class="sig-name descname"><span class="pre">encoder</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig" title="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig"><span class="pre">EncoderConfig</span></a></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.ViTGPT2Image2TextConfig.encoder" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.ViTGPT2Image2TextConfig.generation">
+<span class="sig-name descname"><span class="pre">generation</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig" title="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig"><span class="pre">GenerationConfig</span></a></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.ViTGPT2Image2TextConfig.generation" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.ViTGPT2Image2TextConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'vit_gpt2_image2text'</span></em><a class="headerlink" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.ViTGPT2Image2TextConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
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+            On this page
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+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a><ul>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig"><code class="docutils literal notranslate"><span class="pre">DecoderConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.add_cross_attention"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.add_cross_attention</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.attn_pdrop"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.attn_pdrop</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.bos_token_id"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.bos_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.embd_pdrop"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.embd_pdrop</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.eos_token_id"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.eos_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.gradient_checkpointing"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.gradient_checkpointing</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.initializer_range"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.initializer_range</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.layer_norm_epsilon"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.layer_norm_epsilon</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.model_type"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.model_type</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.n_ctx"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.n_ctx</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.n_embd"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.n_embd</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.n_head"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.n_head</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.n_inner"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.n_inner</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.n_layer"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.n_layer</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.n_positions"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.n_positions</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.name"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.resid_pdrop"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.resid_pdrop</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.summary_activation"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.summary_activation</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.summary_first_dropout"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.summary_first_dropout</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.use_cache"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.use_cache</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.DecoderConfig.vocab_size"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.vocab_size</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig"><code class="docutils literal notranslate"><span class="pre">EncoderConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.attention_probs_dropout_prob"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.attention_probs_dropout_prob</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.encoder_stride"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.encoder_stride</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.hidden_act"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.hidden_act</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.hidden_dropout_prob"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.hidden_dropout_prob</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.hidden_size"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.hidden_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.image_size"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.image_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.initializer_range"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.initializer_range</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.intermediate_size"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.intermediate_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.layer_norm_eps"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.layer_norm_eps</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.name"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.num_attention_heads"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.num_attention_heads</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.num_channels"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.num_channels</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.num_hidden_layers"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.num_hidden_layers</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.patch_size"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.patch_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.EncoderConfig.qkv_bias"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.qkv_bias</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig"><code class="docutils literal notranslate"><span class="pre">GenerationConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.bos_token_id"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.bos_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.decoder_start_token_id"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.decoder_start_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.early_stopping"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.early_stopping</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.eos_token_id"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.eos_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.length_penalty"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.length_penalty</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.max_new_tokens"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.max_new_tokens</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.no_repeat_ngram_size"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.no_repeat_ngram_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.num_beams"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.num_beams</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.GenerationConfig.pad_token_id"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.pad_token_id</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.ViTGPT2Image2TextConfig"><code class="docutils literal notranslate"><span class="pre">ViTGPT2Image2TextConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.ViTGPT2Image2TextConfig.decoder"><code class="docutils literal notranslate"><span class="pre">ViTGPT2Image2TextConfig.decoder</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.ViTGPT2Image2TextConfig.encoder"><code class="docutils literal notranslate"><span class="pre">ViTGPT2Image2TextConfig.encoder</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.ViTGPT2Image2TextConfig.generation"><code class="docutils literal notranslate"><span class="pre">ViTGPT2Image2TextConfig.generation</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.ViTGPT2Image2TextConfig.name"><code class="docutils literal notranslate"><span class="pre">ViTGPT2Image2TextConfig.name</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
+          </div>
+        </div>
+      </div>
+      
+      
+    </aside>
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+</div><script src="../_static/documentation_options.js?v=5929fcd5"></script>
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\ No newline at end of file
diff --git a/source/hezar.models.image2text.vit_roberta.html b/source/hezar.models.image2text.vit_roberta.html
new file mode 100644
index 00000000..6ed9ffa7
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
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+<li class="toctree-l5 current has-children current-page"><a class="current reference internal" href="#">hezar.models.image2text.vit_roberta package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.builders.html">hezar.builders module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html">hezar.configs module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html">hezar.constants module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.registry.html">hezar.registry module</a></li>
+</ul>
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+</ul>
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+<li class="toctree-l1"><a class="reference internal" href="../contributing.html">Contributing to Hezar</a></li>
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+          <section id="hezar-models-image2text-vit-roberta-package">
+<h1>hezar.models.image2text.vit_roberta package<a class="headerlink" href="#hezar-models-image2text-vit-roberta-package" title="Link to this heading">#</a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">#</a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text"><code class="docutils literal notranslate"><span class="pre">ViTRobertaImage2Text</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.compute_loss"><code class="docutils literal notranslate"><span class="pre">ViTRobertaImage2Text.compute_loss()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.decoder"><code class="docutils literal notranslate"><span class="pre">ViTRobertaImage2Text.decoder</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.encoder"><code class="docutils literal notranslate"><span class="pre">ViTRobertaImage2Text.encoder</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.forward"><code class="docutils literal notranslate"><span class="pre">ViTRobertaImage2Text.forward()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.generate"><code class="docutils literal notranslate"><span class="pre">ViTRobertaImage2Text.generate()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.image_processor"><code class="docutils literal notranslate"><span class="pre">ViTRobertaImage2Text.image_processor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.is_generative"><code class="docutils literal notranslate"><span class="pre">ViTRobertaImage2Text.is_generative</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.loss_fn_name"><code class="docutils literal notranslate"><span class="pre">ViTRobertaImage2Text.loss_fn_name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.post_process"><code class="docutils literal notranslate"><span class="pre">ViTRobertaImage2Text.post_process()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.preprocess"><code class="docutils literal notranslate"><span class="pre">ViTRobertaImage2Text.preprocess()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.required_backends"><code class="docutils literal notranslate"><span class="pre">ViTRobertaImage2Text.required_backends</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.tokenizer_name"><code class="docutils literal notranslate"><span class="pre">ViTRobertaImage2Text.tokenizer_name</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig"><code class="docutils literal notranslate"><span class="pre">DecoderConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.add_cross_attention"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.add_cross_attention</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.attention_probs_dropout_prob"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.attention_probs_dropout_prob</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.bos_token_id"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.bos_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.classifier_dropout"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.classifier_dropout</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.eos_token_id"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.eos_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.gradient_checkpointing"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.gradient_checkpointing</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.hidden_act"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.hidden_act</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.hidden_dropout_prob"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.hidden_dropout_prob</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.hidden_size"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.hidden_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.initializer_range"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.initializer_range</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.intermediate_size"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.intermediate_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.is_decoder"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.is_decoder</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.layer_norm_eps"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.layer_norm_eps</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.max_position_embeddings"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.max_position_embeddings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.num_attention_heads"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.num_attention_heads</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.num_hidden_layers"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.num_hidden_layers</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.pad_token_id"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.pad_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.position_embedding_type"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.position_embedding_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.type_vocab_size"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.type_vocab_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.use_cache"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.use_cache</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.vocab_size"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.vocab_size</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig"><code class="docutils literal notranslate"><span class="pre">EncoderConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.attention_probs_dropout_prob"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.attention_probs_dropout_prob</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.encoder_stride"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.encoder_stride</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.hidden_act"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.hidden_act</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.hidden_dropout_prob"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.hidden_dropout_prob</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.hidden_size"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.hidden_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.image_size"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.image_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.initializer_range"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.initializer_range</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.intermediate_size"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.intermediate_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.layer_norm_eps"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.layer_norm_eps</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.num_attention_heads"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.num_attention_heads</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.num_channels"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.num_channels</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.num_hidden_layers"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.num_hidden_layers</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.patch_size"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.patch_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.qkv_bias"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.qkv_bias</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig"><code class="docutils literal notranslate"><span class="pre">GenerationConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.bos_token_id"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.bos_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.decoder_start_token_id"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.decoder_start_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.early_stopping"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.early_stopping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.eos_token_id"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.eos_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.length_penalty"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.length_penalty</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.max_length"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.max_length</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.no_repeat_ngram_size"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.no_repeat_ngram_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.num_beams"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.num_beams</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.pad_token_id"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.pad_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.return_dict_in_generate"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.return_dict_in_generate</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.ViTRobertaImage2TextConfig"><code class="docutils literal notranslate"><span class="pre">ViTRobertaImage2TextConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.ViTRobertaImage2TextConfig.decoder"><code class="docutils literal notranslate"><span class="pre">ViTRobertaImage2TextConfig.decoder</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.ViTRobertaImage2TextConfig.encoder"><code class="docutils literal notranslate"><span class="pre">ViTRobertaImage2TextConfig.encoder</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.ViTRobertaImage2TextConfig.generation"><code class="docutils literal notranslate"><span class="pre">ViTRobertaImage2TextConfig.generation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.ViTRobertaImage2TextConfig.name"><code class="docutils literal notranslate"><span class="pre">ViTRobertaImage2TextConfig.name</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-hezar.models.image2text.vit_roberta">
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
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+          <section id="module-hezar.models.image2text.vit_roberta.vit_roberta_image2text">
+<span id="hezar-models-image2text-vit-roberta-vit-roberta-image2text-module"></span><h1>hezar.models.image2text.vit_roberta.vit_roberta_image2text module<a class="headerlink" href="#module-hezar.models.image2text.vit_roberta.vit_roberta_image2text" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.image2text.vit_roberta.vit_roberta_image2text.</span></span><span class="sig-name descname"><span class="pre">ViTRobertaImage2Text</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.ViTRobertaImage2TextConfig" title="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.ViTRobertaImage2TextConfig"><span class="pre">ViTRobertaImage2TextConfig</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/vit_roberta/vit_roberta_image2text.html#ViTRobertaImage2Text"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.models.model.html#hezar.models.model.Model" title="hezar.models.model.Model"><code class="xref py py-class docutils literal notranslate"><span class="pre">Model</span></code></a></p>
+<p>ViT + RoBERTa for image to text</p>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.compute_loss">
+<span class="sig-name descname"><span class="pre">compute_loss</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">logits</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference internal" href="../_modules/hezar/models/image2text/vit_roberta/vit_roberta_image2text.html#ViTRobertaImage2Text.compute_loss"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.compute_loss" title="Link to this definition">#</a></dt>
+<dd><p>Compute loss on the model outputs against the given labels</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>inputs</strong> – Input tensor to compute loss on</p></li>
+<li><p><strong>targets</strong> – Target tensor</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Loss tensor</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.decoder">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">decoder</span></span><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.decoder" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.encoder">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">encoder</span></span><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.encoder" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.forward">
+<span class="sig-name descname"><span class="pre">forward</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pixel_values</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder_input_ids</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder_attention_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">encoder_outputs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">past_key_values</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder_inputs_embeds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_cache</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_attentions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_hidden_states</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/vit_roberta/vit_roberta_image2text.html#ViTRobertaImage2Text.forward"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.forward" title="Link to this definition">#</a></dt>
+<dd><p>Forward inputs through the model and return logits, etc.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>model_inputs</strong> – The required inputs for the model forward</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dict of outputs like logits, loss, etc.</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.generate">
+<span class="sig-name descname"><span class="pre">generate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pixel_values</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">generation_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/vit_roberta/vit_roberta_image2text.html#ViTRobertaImage2Text.generate"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.generate" title="Link to this definition">#</a></dt>
+<dd><p>Generation method for all generative models. Generative models have the <cite>is_generative</cite> attribute set to True.
+The behavior of this method is usually controlled by <cite>generation</cite> part of the model’s config.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>model_inputs</strong> – Model inputs for generation, usually the same as forward’s <cite>model_inputs</cite></p></li>
+<li><p><strong>**kwargs</strong> – Generation kwargs</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Generated output tensor</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.image_processor">
+<span class="sig-name descname"><span class="pre">image_processor</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'image_processor'</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.image_processor" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.is_generative">
+<span class="sig-name descname"><span class="pre">is_generative</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.is_generative" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.loss_fn_name">
+<span class="sig-name descname"><span class="pre">loss_fn_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.LossType" title="hezar.constants.LossType"><span class="pre">LossType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'cross_entropy'</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.loss_fn_name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.post_process">
+<span class="sig-name descname"><span class="pre">post_process</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_outputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/vit_roberta/vit_roberta_image2text.html#ViTRobertaImage2Text.post_process"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.post_process" title="Link to this definition">#</a></dt>
+<dd><p>Process model outputs and return human-readable results. Called in <cite>self.predict()</cite></p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>model_outputs</strong> – model outputs to process</p></li>
+<li><p><strong>**kwargs</strong> – extra arguments specific to the derived class</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Processed model output values and converted to human-readable results</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.preprocess">
+<span class="sig-name descname"><span class="pre">preprocess</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">np.ndarray</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'Image'</span></span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">torch.Tensor</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/vit_roberta/vit_roberta_image2text.html#ViTRobertaImage2Text.preprocess"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.preprocess" title="Link to this definition">#</a></dt>
+<dd><p>Given raw inputs, preprocess the inputs and prepare them for model’s <cite>forward()</cite>.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>raw_inputs</strong> – Raw model inputs</p></li>
+<li><p><strong>**kwargs</strong> – Extra kwargs specific to the model. See the model’s specific class for more info</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dict of inputs for model forward</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.required_backends">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[Backends.TRANSFORMERS,</span> <span class="pre">Backends.TOKENIZERS,</span> <span class="pre">Backends.PILLOW]</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.required_backends" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.tokenizer_name">
+<span class="sig-name descname"><span class="pre">tokenizer_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'bpe_tokenizer'</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.tokenizer_name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
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+                  <span>Next</span>
+                </div>
+                <div class="title">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</div>
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+            On this page
+          </span>
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+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a><ul>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text"><code class="docutils literal notranslate"><span class="pre">ViTRobertaImage2Text</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.compute_loss"><code class="docutils literal notranslate"><span class="pre">ViTRobertaImage2Text.compute_loss()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.decoder"><code class="docutils literal notranslate"><span class="pre">ViTRobertaImage2Text.decoder</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.encoder"><code class="docutils literal notranslate"><span class="pre">ViTRobertaImage2Text.encoder</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.forward"><code class="docutils literal notranslate"><span class="pre">ViTRobertaImage2Text.forward()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.generate"><code class="docutils literal notranslate"><span class="pre">ViTRobertaImage2Text.generate()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.image_processor"><code class="docutils literal notranslate"><span class="pre">ViTRobertaImage2Text.image_processor</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.is_generative"><code class="docutils literal notranslate"><span class="pre">ViTRobertaImage2Text.is_generative</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.loss_fn_name"><code class="docutils literal notranslate"><span class="pre">ViTRobertaImage2Text.loss_fn_name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.post_process"><code class="docutils literal notranslate"><span class="pre">ViTRobertaImage2Text.post_process()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.preprocess"><code class="docutils literal notranslate"><span class="pre">ViTRobertaImage2Text.preprocess()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.required_backends"><code class="docutils literal notranslate"><span class="pre">ViTRobertaImage2Text.required_backends</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text.ViTRobertaImage2Text.tokenizer_name"><code class="docutils literal notranslate"><span class="pre">ViTRobertaImage2Text.tokenizer_name</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
+          </div>
+        </div>
+      </div>
+      
+      
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+</div><script src="../_static/documentation_options.js?v=5929fcd5"></script>
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\ No newline at end of file
diff --git a/source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html b/source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html
new file mode 100644
index 00000000..f3c6aea0
--- /dev/null
+++ b/source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html
@@ -0,0 +1,869 @@
+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../">
+  <head><meta charset="utf-8"/>
+    <meta name="viewport" content="width=device-width,initial-scale=1"/>
+    <meta name="color-scheme" content="light dark"><meta name="viewport" content="width=device-width, initial-scale=1" />
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 current has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6 current current-page"><a class="current reference internal" href="#">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.logging.html">hezar.utils.logging module</a></li>
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+          <section id="module-hezar.models.image2text.vit_roberta.vit_roberta_image2text_config">
+<span id="hezar-models-image2text-vit-roberta-vit-roberta-image2text-config-module"></span><h1>hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module<a class="headerlink" href="#module-hezar.models.image2text.vit_roberta.vit_roberta_image2text_config" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.</span></span><span class="sig-name descname"><span class="pre">DecoderConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">is_decoder</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">add_cross_attention</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">attention_probs_dropout_prob</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bos_token_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">eos_token_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">classifier_dropout</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">gradient_checkpointing</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_act</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'gelu'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_dropout_prob</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">768</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initializer_range</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.02</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">intermediate_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3072</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">layer_norm_eps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1e-12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_position_embeddings</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">514</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_attention_heads</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_hidden_layers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_token_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">position_embedding_type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'absolute'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">type_vocab_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_cache</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vocab_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">42000</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/vit_roberta/vit_roberta_image2text_config.html#DecoderConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.ModelConfig" title="hezar.configs.ModelConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">ModelConfig</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.add_cross_attention">
+<span class="sig-name descname"><span class="pre">add_cross_attention</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.add_cross_attention" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.attention_probs_dropout_prob">
+<span class="sig-name descname"><span class="pre">attention_probs_dropout_prob</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.1</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.attention_probs_dropout_prob" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.bos_token_id">
+<span class="sig-name descname"><span class="pre">bos_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.bos_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.classifier_dropout">
+<span class="sig-name descname"><span class="pre">classifier_dropout</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.classifier_dropout" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.eos_token_id">
+<span class="sig-name descname"><span class="pre">eos_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">2</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.eos_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.gradient_checkpointing">
+<span class="sig-name descname"><span class="pre">gradient_checkpointing</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.gradient_checkpointing" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.hidden_act">
+<span class="sig-name descname"><span class="pre">hidden_act</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'gelu'</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.hidden_act" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.hidden_dropout_prob">
+<span class="sig-name descname"><span class="pre">hidden_dropout_prob</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.1</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.hidden_dropout_prob" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.hidden_size">
+<span class="sig-name descname"><span class="pre">hidden_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">768</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.hidden_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.initializer_range">
+<span class="sig-name descname"><span class="pre">initializer_range</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.02</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.initializer_range" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.intermediate_size">
+<span class="sig-name descname"><span class="pre">intermediate_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">3072</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.intermediate_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.is_decoder">
+<span class="sig-name descname"><span class="pre">is_decoder</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.is_decoder" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.layer_norm_eps">
+<span class="sig-name descname"><span class="pre">layer_norm_eps</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1e-12</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.layer_norm_eps" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.max_position_embeddings">
+<span class="sig-name descname"><span class="pre">max_position_embeddings</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">514</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.max_position_embeddings" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.num_attention_heads">
+<span class="sig-name descname"><span class="pre">num_attention_heads</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">12</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.num_attention_heads" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.num_hidden_layers">
+<span class="sig-name descname"><span class="pre">num_hidden_layers</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">12</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.num_hidden_layers" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.pad_token_id">
+<span class="sig-name descname"><span class="pre">pad_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">2</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.pad_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.position_embedding_type">
+<span class="sig-name descname"><span class="pre">position_embedding_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'absolute'</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.position_embedding_type" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.type_vocab_size">
+<span class="sig-name descname"><span class="pre">type_vocab_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.type_vocab_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.use_cache">
+<span class="sig-name descname"><span class="pre">use_cache</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.use_cache" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.vocab_size">
+<span class="sig-name descname"><span class="pre">vocab_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">42000</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.vocab_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.</span></span><span class="sig-name descname"><span class="pre">EncoderConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">hidden_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">768</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_hidden_layers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_attention_heads</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">intermediate_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3072</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_act</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'gelu'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_dropout_prob</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">attention_probs_dropout_prob</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initializer_range</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.02</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">layer_norm_eps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1e-12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">image_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">224</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">patch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">16</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_channels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">qkv_bias</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">encoder_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">16</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/vit_roberta/vit_roberta_image2text_config.html#EncoderConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.ModelConfig" title="hezar.configs.ModelConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">ModelConfig</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.attention_probs_dropout_prob">
+<span class="sig-name descname"><span class="pre">attention_probs_dropout_prob</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.0</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.attention_probs_dropout_prob" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.encoder_stride">
+<span class="sig-name descname"><span class="pre">encoder_stride</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">16</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.encoder_stride" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.hidden_act">
+<span class="sig-name descname"><span class="pre">hidden_act</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'gelu'</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.hidden_act" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.hidden_dropout_prob">
+<span class="sig-name descname"><span class="pre">hidden_dropout_prob</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.0</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.hidden_dropout_prob" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.hidden_size">
+<span class="sig-name descname"><span class="pre">hidden_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">768</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.hidden_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.image_size">
+<span class="sig-name descname"><span class="pre">image_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">224</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.image_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.initializer_range">
+<span class="sig-name descname"><span class="pre">initializer_range</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.02</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.initializer_range" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.intermediate_size">
+<span class="sig-name descname"><span class="pre">intermediate_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">3072</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.intermediate_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.layer_norm_eps">
+<span class="sig-name descname"><span class="pre">layer_norm_eps</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1e-12</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.layer_norm_eps" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.num_attention_heads">
+<span class="sig-name descname"><span class="pre">num_attention_heads</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">12</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.num_attention_heads" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.num_channels">
+<span class="sig-name descname"><span class="pre">num_channels</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">3</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.num_channels" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.num_hidden_layers">
+<span class="sig-name descname"><span class="pre">num_hidden_layers</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">12</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.num_hidden_layers" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.patch_size">
+<span class="sig-name descname"><span class="pre">patch_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">16</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.patch_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.qkv_bias">
+<span class="sig-name descname"><span class="pre">qkv_bias</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.qkv_bias" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.</span></span><span class="sig-name descname"><span class="pre">GenerationConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">bos_token_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder_start_token_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_dict_in_generate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">early_stopping</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">eos_token_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">length_penalty</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_length</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">64</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">no_repeat_ngram_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_beams</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_token_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/vit_roberta/vit_roberta_image2text_config.html#GenerationConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.bos_token_id">
+<span class="sig-name descname"><span class="pre">bos_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.bos_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.decoder_start_token_id">
+<span class="sig-name descname"><span class="pre">decoder_start_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.decoder_start_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.early_stopping">
+<span class="sig-name descname"><span class="pre">early_stopping</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.early_stopping" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.eos_token_id">
+<span class="sig-name descname"><span class="pre">eos_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">2</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.eos_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.length_penalty">
+<span class="sig-name descname"><span class="pre">length_penalty</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">2.0</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.length_penalty" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.max_length">
+<span class="sig-name descname"><span class="pre">max_length</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">64</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.max_length" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.no_repeat_ngram_size">
+<span class="sig-name descname"><span class="pre">no_repeat_ngram_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">3</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.no_repeat_ngram_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.num_beams">
+<span class="sig-name descname"><span class="pre">num_beams</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">4</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.num_beams" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.pad_token_id">
+<span class="sig-name descname"><span class="pre">pad_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">2</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.pad_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.return_dict_in_generate">
+<span class="sig-name descname"><span class="pre">return_dict_in_generate</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.return_dict_in_generate" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.ViTRobertaImage2TextConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.</span></span><span class="sig-name descname"><span class="pre">ViTRobertaImage2TextConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">encoder:</span> <span class="pre">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig</span> <span class="pre">=</span> <span class="pre">&lt;factory&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder:</span> <span class="pre">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig</span> <span class="pre">=</span> <span class="pre">&lt;factory&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">generation:</span> <span class="pre">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig</span> <span class="pre">=</span> <span class="pre">&lt;factory&gt;</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/image2text/vit_roberta/vit_roberta_image2text_config.html#ViTRobertaImage2TextConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.ViTRobertaImage2TextConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.ModelConfig" title="hezar.configs.ModelConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">ModelConfig</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.ViTRobertaImage2TextConfig.decoder">
+<span class="sig-name descname"><span class="pre">decoder</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig" title="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig"><span class="pre">DecoderConfig</span></a></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.ViTRobertaImage2TextConfig.decoder" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.ViTRobertaImage2TextConfig.encoder">
+<span class="sig-name descname"><span class="pre">encoder</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig" title="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig"><span class="pre">EncoderConfig</span></a></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.ViTRobertaImage2TextConfig.encoder" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.ViTRobertaImage2TextConfig.generation">
+<span class="sig-name descname"><span class="pre">generation</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig" title="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig"><span class="pre">GenerationConfig</span></a></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.ViTRobertaImage2TextConfig.generation" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.ViTRobertaImage2TextConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'vit_roberta_image2text'</span></em><a class="headerlink" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.ViTRobertaImage2TextConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
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+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a><ul>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig"><code class="docutils literal notranslate"><span class="pre">DecoderConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.add_cross_attention"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.add_cross_attention</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.attention_probs_dropout_prob"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.attention_probs_dropout_prob</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.bos_token_id"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.bos_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.classifier_dropout"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.classifier_dropout</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.eos_token_id"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.eos_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.gradient_checkpointing"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.gradient_checkpointing</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.hidden_act"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.hidden_act</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.hidden_dropout_prob"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.hidden_dropout_prob</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.hidden_size"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.hidden_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.initializer_range"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.initializer_range</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.intermediate_size"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.intermediate_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.is_decoder"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.is_decoder</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.layer_norm_eps"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.layer_norm_eps</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.max_position_embeddings"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.max_position_embeddings</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.num_attention_heads"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.num_attention_heads</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.num_hidden_layers"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.num_hidden_layers</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.pad_token_id"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.pad_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.position_embedding_type"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.position_embedding_type</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.type_vocab_size"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.type_vocab_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.use_cache"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.use_cache</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.DecoderConfig.vocab_size"><code class="docutils literal notranslate"><span class="pre">DecoderConfig.vocab_size</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig"><code class="docutils literal notranslate"><span class="pre">EncoderConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.attention_probs_dropout_prob"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.attention_probs_dropout_prob</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.encoder_stride"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.encoder_stride</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.hidden_act"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.hidden_act</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.hidden_dropout_prob"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.hidden_dropout_prob</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.hidden_size"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.hidden_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.image_size"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.image_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.initializer_range"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.initializer_range</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.intermediate_size"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.intermediate_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.layer_norm_eps"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.layer_norm_eps</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.num_attention_heads"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.num_attention_heads</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.num_channels"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.num_channels</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.num_hidden_layers"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.num_hidden_layers</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.patch_size"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.patch_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.EncoderConfig.qkv_bias"><code class="docutils literal notranslate"><span class="pre">EncoderConfig.qkv_bias</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig"><code class="docutils literal notranslate"><span class="pre">GenerationConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.bos_token_id"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.bos_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.decoder_start_token_id"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.decoder_start_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.early_stopping"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.early_stopping</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.eos_token_id"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.eos_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.length_penalty"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.length_penalty</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.max_length"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.max_length</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.no_repeat_ngram_size"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.no_repeat_ngram_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.num_beams"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.num_beams</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.pad_token_id"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.pad_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.GenerationConfig.return_dict_in_generate"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.return_dict_in_generate</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.ViTRobertaImage2TextConfig"><code class="docutils literal notranslate"><span class="pre">ViTRobertaImage2TextConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.ViTRobertaImage2TextConfig.decoder"><code class="docutils literal notranslate"><span class="pre">ViTRobertaImage2TextConfig.decoder</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.ViTRobertaImage2TextConfig.encoder"><code class="docutils literal notranslate"><span class="pre">ViTRobertaImage2TextConfig.encoder</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.ViTRobertaImage2TextConfig.generation"><code class="docutils literal notranslate"><span class="pre">ViTRobertaImage2TextConfig.generation</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.ViTRobertaImage2TextConfig.name"><code class="docutils literal notranslate"><span class="pre">ViTRobertaImage2TextConfig.name</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
+          </div>
+        </div>
+      </div>
+      
+      
+    </aside>
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\ No newline at end of file
diff --git a/source/hezar.models.mask_filling.bert.bert_mask_filling.html b/source/hezar.models.mask_filling.bert.bert_mask_filling.html
new file mode 100644
index 00000000..db2e034d
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 current has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l5 current has-children current-page"><a class="current reference internal" href="#">hezar.models.mask_filling.bert package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.data.datasets.ocr_dataset.html">hezar.data.datasets.ocr_dataset module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.data.datasets.sequence_labeling_dataset.html">hezar.data.datasets.sequence_labeling_dataset module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.data.datasets.text_classification_dataset.html">hezar.data.datasets.text_classification_dataset module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.data.datasets.text_summarization_dataset.html">hezar.data.datasets.text_summarization_dataset module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.data.data_collators.html">hezar.data.data_collators module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.embeddings.html">hezar.embeddings package</a><input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" role="switch" type="checkbox"/><label for="toctree-checkbox-8"><div class="visually-hidden">Toggle navigation of hezar.embeddings package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.embeddings.embedding.html">hezar.embeddings.embedding module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.embeddings.fasttext.html">hezar.embeddings.fasttext module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.embeddings.word2vec.html">hezar.embeddings.word2vec module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.metrics.html">hezar.metrics package</a><input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" role="switch" type="checkbox"/><label for="toctree-checkbox-9"><div class="visually-hidden">Toggle navigation of hezar.metrics package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.cer.html">hezar.metrics.cer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.f1.html">hezar.metrics.f1 module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.wer.html">hezar.metrics.wer module</a></li>
+</ul>
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+<li class="toctree-l3 current has-children"><a class="reference internal" href="hezar.models.html">hezar.models package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" role="switch" type="checkbox"/><label for="toctree-checkbox-10"><div class="visually-hidden">Toggle navigation of hezar.models package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.bert.bert.html">hezar.models.backbone.bert.bert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.bert.bert_config.html">hezar.models.backbone.bert.bert_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert.html">hezar.models.backbone.distilbert.distilbert module</a></li>
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+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 current has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 current has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l6 current current-page"><a class="current reference internal" href="#">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
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+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.f1.html">hezar.metrics.f1 module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.metric.html">hezar.metrics.metric module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.precision.html">hezar.metrics.precision module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.recall.html">hezar.metrics.recall module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.rouge.html">hezar.metrics.rouge module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.seqeval.html">hezar.metrics.seqeval module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.wer.html">hezar.metrics.wer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 current has-children"><a class="reference internal" href="hezar.models.html">hezar.models package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" role="switch" type="checkbox"/><label for="toctree-checkbox-10"><div class="visually-hidden">Toggle navigation of hezar.models package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.backbone.html">hezar.models.backbone package</a><input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" role="switch" type="checkbox"/><label for="toctree-checkbox-11"><div class="visually-hidden">Toggle navigation of hezar.models.backbone package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.bert.html">hezar.models.backbone.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" role="switch" type="checkbox"/><label for="toctree-checkbox-12"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.bert.bert.html">hezar.models.backbone.bert.bert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.bert.bert_config.html">hezar.models.backbone.bert.bert_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.distilbert.html">hezar.models.backbone.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" role="switch" type="checkbox"/><label for="toctree-checkbox-13"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert.html">hezar.models.backbone.distilbert.distilbert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 current has-children current-page"><a class="current reference internal" href="#">hezar.models.mask_filling package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
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diff --git a/source/hezar.models.mask_filling.roberta.roberta_mask_filling.html b/source/hezar.models.mask_filling.roberta.roberta_mask_filling.html
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 current has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 current has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l6 current current-page"><a class="current reference internal" href="#">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.embeddings.html">hezar.embeddings package</a><input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" role="switch" type="checkbox"/><label for="toctree-checkbox-8"><div class="visually-hidden">Toggle navigation of hezar.embeddings package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.embeddings.embedding.html">hezar.embeddings.embedding module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.embeddings.fasttext.html">hezar.embeddings.fasttext module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.embeddings.word2vec.html">hezar.embeddings.word2vec module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.metrics.html">hezar.metrics package</a><input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" role="switch" type="checkbox"/><label for="toctree-checkbox-9"><div class="visually-hidden">Toggle navigation of hezar.metrics package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.cer.html">hezar.metrics.cer module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.wer.html">hezar.metrics.wer module</a></li>
+</ul>
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+<li class="toctree-l3 current has-children"><a class="reference internal" href="hezar.models.html">hezar.models package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" role="switch" type="checkbox"/><label for="toctree-checkbox-10"><div class="visually-hidden">Toggle navigation of hezar.models package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.bert.bert.html">hezar.models.backbone.bert.bert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.bert.bert_config.html">hezar.models.backbone.bert.bert_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert.html">hezar.models.backbone.distilbert.distilbert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 current has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 current has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6 current current-page"><a class="current reference internal" href="#">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
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+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 current current-page"><a class="current reference internal" href="#">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
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+</ul>
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+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html">hezar.configs module</a></li>
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+<li class="toctree-l1"><a class="reference internal" href="../contributing.html">Contributing to Hezar</a></li>
+</ul>
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+          <section id="module-hezar.models.model">
+<span id="hezar-models-model-module"></span><h1>hezar.models.model module<a class="headerlink" href="#module-hezar.models.model" title="Link to this heading">#</a></h1>
+<p>Hezar models inherit the base class <cite>Model</cite>. A <cite>Model</cite> itself is a PyTorch Module to implement neural networks but has
+some extra Hezar-specific functionalities and methods e.g, pushing to hub, loading from hub, etc.</p>
+<p class="rubric">Examples</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="c1"># Load from hub</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">hezar.models</span> <span class="kn">import</span> <span class="n">Model</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">model</span> <span class="o">=</span> <span class="n">Model</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;hezarai/bert-base-fa&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.model.Model">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.model.</span></span><span class="sig-name descname"><span class="pre">Model</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.configs.html#hezar.configs.ModelConfig" title="hezar.configs.ModelConfig"><span class="pre">ModelConfig</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/model.html#Model"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.model.Model" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">Module</span></code></p>
+<p>Base class for all neural network models in Hezar.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>config</strong> – A dataclass model config</p>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.model.Model.compute_loss">
+<span class="sig-name descname"><span class="pre">compute_loss</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">targets</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference internal" href="../_modules/hezar/models/model.html#Model.compute_loss"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.model.Model.compute_loss" title="Link to this definition">#</a></dt>
+<dd><p>Compute loss on the model outputs against the given labels</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>inputs</strong> – Input tensor to compute loss on</p></li>
+<li><p><strong>targets</strong> – Target tensor</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Loss tensor</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.model.Model.config_filename">
+<span class="sig-name descname"><span class="pre">config_filename</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'model_config.yaml'</span></em><a class="headerlink" href="#hezar.models.model.Model.config_filename" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="hezar.models.model.Model.criterion">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">criterion</span></span><a class="headerlink" href="#hezar.models.model.Model.criterion" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="hezar.models.model.Model.device">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">device</span></span><a class="headerlink" href="#hezar.models.model.Model.device" title="Link to this definition">#</a></dt>
+<dd><p>Get the model’s device. This method is only safe when all weights of the model are on the same device.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.model.Model.forward">
+<span class="sig-name descname"><span class="pre">forward</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">model_inputs</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span></span></span><a class="reference internal" href="../_modules/hezar/models/model.html#Model.forward"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.model.Model.forward" title="Link to this definition">#</a></dt>
+<dd><p>Forward inputs through the model and return logits, etc.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>model_inputs</strong> – The required inputs for the model forward</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dict of outputs like logits, loss, etc.</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.model.Model.generate">
+<span class="sig-name descname"><span class="pre">generate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">model_inputs</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference internal" href="../_modules/hezar/models/model.html#Model.generate"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.model.Model.generate" title="Link to this definition">#</a></dt>
+<dd><p>Generation method for all generative models. Generative models have the <cite>is_generative</cite> attribute set to True.
+The behavior of this method is usually controlled by <cite>generation</cite> part of the model’s config.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>model_inputs</strong> – Model inputs for generation, usually the same as forward’s <cite>model_inputs</cite></p></li>
+<li><p><strong>**kwargs</strong> – Generation kwargs</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Generated output tensor</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.model.Model.is_generative">
+<span class="sig-name descname"><span class="pre">is_generative</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#hezar.models.model.Model.is_generative" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.model.Model.load">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">load</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">hub_or_local_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">os.PathLike</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">load_locally</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">load_preprocessor</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config_filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">os.PathLike</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cache_dir</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">os.PathLike</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#hezar.models.model.Model" title="hezar.models.model.Model"><span class="pre">Model</span></a></span></span><a class="reference internal" href="../_modules/hezar/models/model.html#Model.load"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.model.Model.load" title="Link to this definition">#</a></dt>
+<dd><p>Load the model from local path or hub.</p>
+<p>It’s recommended to actually use this method with <code class="xref py py-class docutils literal notranslate"><span class="pre">hezar.Model</span></code> rather than any other model class
+unless you actually know that the class is the same as the one on the Hub, because the output will always be
+the one specified on the Hub!</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>hub_or_local_path</strong> – Path to the model living on the Hub or local disk.</p></li>
+<li><p><strong>load_locally</strong> – Force loading from local path</p></li>
+<li><p><strong>load_preprocessor</strong> – Whether to load the preprocessor(s) or not</p></li>
+<li><p><strong>model_filename</strong> – Optional model filename.</p></li>
+<li><p><strong>config_filename</strong> – Optional config filename</p></li>
+<li><p><strong>save_path</strong> – Save model to this path after loading</p></li>
+<li><p><strong>cache_dir</strong> – Path to cache directory, defaults to <cite>~/.cache/hezar</cite></p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>The fully loaded Hezar model</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.model.Model.load_state_dict">
+<span class="sig-name descname"><span class="pre">load_state_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">state_dict</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Mapping</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/model.html#Model.load_state_dict"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.model.Model.load_state_dict" title="Link to this definition">#</a></dt>
+<dd><p>Flexibly load the state dict to the model.</p>
+<p>Any incompatible or missing key is ignored and other layer weights are
+loaded. In that case a warning with additional info is raised.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>state_dict</strong> – Model state dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.model.Model.loss_fn_kwargs">
+<span class="sig-name descname"><span class="pre">loss_fn_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{}</span></em><a class="headerlink" href="#hezar.models.model.Model.loss_fn_kwargs" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.model.Model.loss_fn_name">
+<span class="sig-name descname"><span class="pre">loss_fn_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.LossType" title="hezar.constants.LossType"><span class="pre">LossType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'cross_entropy'</span></em><a class="headerlink" href="#hezar.models.model.Model.loss_fn_name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.model.Model.model_filename">
+<span class="sig-name descname"><span class="pre">model_filename</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'model.pt'</span></em><a class="headerlink" href="#hezar.models.model.Model.model_filename" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="hezar.models.model.Model.num_parameters">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">num_parameters</span></span><a class="headerlink" href="#hezar.models.model.Model.num_parameters" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="hezar.models.model.Model.num_trainable_parameters">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">num_trainable_parameters</span></span><a class="headerlink" href="#hezar.models.model.Model.num_trainable_parameters" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.model.Model.post_process">
+<span class="sig-name descname"><span class="pre">post_process</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">model_outputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">torch.Tensor</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">torch.Tensor</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/model.html#Model.post_process"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.model.Model.post_process" title="Link to this definition">#</a></dt>
+<dd><p>Process model outputs and return human-readable results. Called in <cite>self.predict()</cite></p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>model_outputs</strong> – model outputs to process</p></li>
+<li><p><strong>**kwargs</strong> – extra arguments specific to the derived class</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Processed model output values and converted to human-readable results</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.model.Model.predict">
+<span class="sig-name descname"><span class="pre">predict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Any</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">torch.device</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">unpack_forward_inputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">torch.Tensor</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">Iterable</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.models.model_outputs.html#hezar.models.model_outputs.ModelOutput" title="hezar.models.model_outputs.ModelOutput"><span class="pre">ModelOutput</span></a></span></span><a class="reference internal" href="../_modules/hezar/models/model.html#Model.predict"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.model.Model.predict" title="Link to this definition">#</a></dt>
+<dd><p>Perform an end-to-end prediction on raw inputs.</p>
+<p>If the model is a generative model, it has to implement the <cite>generate()</cite> method too which will be called
+instead of <cite>forward()</cite>. (<cite>forward()</cite> method is called internally within the <cite>generate()</cite> method)</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>inputs</strong> – Raw inputs e.g, a list of texts, path to images, etc.</p></li>
+<li><p><strong>device</strong> – What device to perform inference on</p></li>
+<li><p><strong>unpack_forward_inputs</strong> – Whether to unpack forward inputs. Set to False if you want to send preprocess outputs
+directly to the forward/generate method without unpacking it. Note that this only applies to the cases that
+the preprocess method’s output is a dict-like/mapping object.</p></li>
+<li><p><strong>**kwargs</strong> – Other arguments for <cite>preprocess</cite>, <cite>forward</cite>, <cite>generate</cite> and <cite>post_process</cite>. each will be passed to
+the correct method automatically.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Output dict of results</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.model.Model.preprocess">
+<span class="sig-name descname"><span class="pre">preprocess</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">raw_inputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Any</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/model.html#Model.preprocess"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.model.Model.preprocess" title="Link to this definition">#</a></dt>
+<dd><p>Given raw inputs, preprocess the inputs and prepare them for model’s <cite>forward()</cite>.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>raw_inputs</strong> – Raw model inputs</p></li>
+<li><p><strong>**kwargs</strong> – Extra kwargs specific to the model. See the model’s specific class for more info</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dict of inputs for model forward</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="hezar.models.model.Model.preprocessor">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">preprocessor</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="hezar.preprocessors.preprocessor.html#hezar.preprocessors.preprocessor.PreprocessorsContainer" title="hezar.preprocessors.preprocessor.PreprocessorsContainer"><span class="pre">PreprocessorsContainer</span></a></em><a class="headerlink" href="#hezar.models.model.Model.preprocessor" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.model.Model.push_to_hub">
+<span class="sig-name descname"><span class="pre">push_to_hub</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">repo_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config_filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">push_preprocessor</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">commit_message</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">private</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/model.html#Model.push_to_hub"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.model.Model.push_to_hub" title="Link to this definition">#</a></dt>
+<dd><p>Push the model and required files to the hub</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>repo_id</strong> – The path (id or repo name) on the hub</p></li>
+<li><p><strong>filename</strong> – Model file name</p></li>
+<li><p><strong>config_filename</strong> – Config file name</p></li>
+<li><p><strong>push_preprocessor</strong> – Whether to push preprocessor(s) or not</p></li>
+<li><p><strong>commit_message</strong> (<em>str</em>) – Commit message for this push</p></li>
+<li><p><strong>private</strong> (<em>bool</em>) – Whether to create a private repo or not</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.model.Model.required_backends">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[]</span></em><a class="headerlink" href="#hezar.models.model.Model.required_backends" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.model.Model.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">os.PathLike</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_preprocessor</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config_filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/model.html#Model.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.model.Model.save" title="Link to this definition">#</a></dt>
+<dd><p>Save model weights and config to a local path</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>path</strong> – A local directory to save model, config, etc.</p></li>
+<li><p><strong>save_preprocessor</strong> – Whether to save preprocessor(s) along with the model or not</p></li>
+<li><p><strong>config_filename</strong> – Model config filename,</p></li>
+<li><p><strong>filename</strong> – Model weights filename</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Path to the saved model</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.model.Model.skip_keys_on_load">
+<span class="sig-name descname"><span class="pre">skip_keys_on_load</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[]</span></em><a class="headerlink" href="#hezar.models.model.Model.skip_keys_on_load" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
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+                <div class="title">hezar.models.model_outputs module</div>
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+                <div class="title">hezar.models.text_generation.t5.t5_text_generation_config module</div>
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+      
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+      <div class="toc-sticky toc-scroll">
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+            On this page
+          </span>
+        </div>
+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.models.model module</a><ul>
+<li><a class="reference internal" href="#hezar.models.model.Model"><code class="docutils literal notranslate"><span class="pre">Model</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.model.Model.compute_loss"><code class="docutils literal notranslate"><span class="pre">Model.compute_loss()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.model.Model.config_filename"><code class="docutils literal notranslate"><span class="pre">Model.config_filename</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.model.Model.criterion"><code class="docutils literal notranslate"><span class="pre">Model.criterion</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.model.Model.device"><code class="docutils literal notranslate"><span class="pre">Model.device</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.model.Model.forward"><code class="docutils literal notranslate"><span class="pre">Model.forward()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.model.Model.generate"><code class="docutils literal notranslate"><span class="pre">Model.generate()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.model.Model.is_generative"><code class="docutils literal notranslate"><span class="pre">Model.is_generative</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.model.Model.load"><code class="docutils literal notranslate"><span class="pre">Model.load()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.model.Model.load_state_dict"><code class="docutils literal notranslate"><span class="pre">Model.load_state_dict()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.model.Model.loss_fn_kwargs"><code class="docutils literal notranslate"><span class="pre">Model.loss_fn_kwargs</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.model.Model.loss_fn_name"><code class="docutils literal notranslate"><span class="pre">Model.loss_fn_name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.model.Model.model_filename"><code class="docutils literal notranslate"><span class="pre">Model.model_filename</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.model.Model.num_parameters"><code class="docutils literal notranslate"><span class="pre">Model.num_parameters</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.model.Model.num_trainable_parameters"><code class="docutils literal notranslate"><span class="pre">Model.num_trainable_parameters</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.model.Model.post_process"><code class="docutils literal notranslate"><span class="pre">Model.post_process()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.model.Model.predict"><code class="docutils literal notranslate"><span class="pre">Model.predict()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.model.Model.preprocess"><code class="docutils literal notranslate"><span class="pre">Model.preprocess()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.model.Model.preprocessor"><code class="docutils literal notranslate"><span class="pre">Model.preprocessor</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.model.Model.push_to_hub"><code class="docutils literal notranslate"><span class="pre">Model.push_to_hub()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.model.Model.required_backends"><code class="docutils literal notranslate"><span class="pre">Model.required_backends</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.model.Model.save"><code class="docutils literal notranslate"><span class="pre">Model.save()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.model.Model.skip_keys_on_load"><code class="docutils literal notranslate"><span class="pre">Model.skip_keys_on_load</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
+          </div>
+        </div>
+      </div>
+      
+      
+    </aside>
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+</html>
\ No newline at end of file
diff --git a/source/hezar.models.model_outputs.html b/source/hezar.models.model_outputs.html
new file mode 100644
index 00000000..2ef932f6
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+        <title>hezar.models.model_outputs module - Hezar Documentation</title>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4 current current-page"><a class="current reference internal" href="#">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
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+          <section id="module-hezar.models.model_outputs">
+<span id="hezar-models-model-outputs-module"></span><h1>hezar.models.model_outputs module<a class="headerlink" href="#module-hezar.models.model_outputs" title="Link to this heading">#</a></h1>
+<p>Define all model outputs here</p>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.model_outputs.Image2TextOutput">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.model_outputs.</span></span><span class="sig-name descname"><span class="pre">Image2TextOutput</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">text</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">score</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/model_outputs.html#Image2TextOutput"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.model_outputs.Image2TextOutput" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="#hezar.models.model_outputs.ModelOutput" title="hezar.models.model_outputs.ModelOutput"><code class="xref py py-class docutils literal notranslate"><span class="pre">ModelOutput</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.model_outputs.Image2TextOutput.score">
+<span class="sig-name descname"><span class="pre">score</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.model_outputs.Image2TextOutput.score" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.model_outputs.Image2TextOutput.text">
+<span class="sig-name descname"><span class="pre">text</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.model_outputs.Image2TextOutput.text" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.model_outputs.LanguageModelingOutput">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.model_outputs.</span></span><span class="sig-name descname"><span class="pre">LanguageModelingOutput</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">token</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sequence</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">token_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">score</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/model_outputs.html#LanguageModelingOutput"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.model_outputs.LanguageModelingOutput" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="#hezar.models.model_outputs.ModelOutput" title="hezar.models.model_outputs.ModelOutput"><code class="xref py py-class docutils literal notranslate"><span class="pre">ModelOutput</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.model_outputs.LanguageModelingOutput.score">
+<span class="sig-name descname"><span class="pre">score</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.model_outputs.LanguageModelingOutput.score" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.model_outputs.LanguageModelingOutput.sequence">
+<span class="sig-name descname"><span class="pre">sequence</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.model_outputs.LanguageModelingOutput.sequence" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.model_outputs.LanguageModelingOutput.token">
+<span class="sig-name descname"><span class="pre">token</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.model_outputs.LanguageModelingOutput.token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.model_outputs.LanguageModelingOutput.token_id">
+<span class="sig-name descname"><span class="pre">token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.model_outputs.LanguageModelingOutput.token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.model_outputs.ModelOutput">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.model_outputs.</span></span><span class="sig-name descname"><span class="pre">ModelOutput</span></span><a class="reference internal" href="../_modules/hezar/models/model_outputs.html#ModelOutput"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.model_outputs.ModelOutput" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>Base class for all models’ prediction outputs (<cite>model.predict()</cite>/<cite>model.post_process()</cite> outputs).</p>
+<p>Note that prediction outputs must all be a list of <cite>ModelOutput</cite> objects since we consider only batch inferences.</p>
+<p>The helper functions in the class enable it to be treated as a mapping or a dict object.</p>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.model_outputs.ModelOutput.dict">
+<span class="sig-name descname"><span class="pre">dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/model_outputs.html#ModelOutput.dict"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.model_outputs.ModelOutput.dict" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.model_outputs.ModelOutput.items">
+<span class="sig-name descname"><span class="pre">items</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/model_outputs.html#ModelOutput.items"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.model_outputs.ModelOutput.items" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.model_outputs.ModelOutput.keys">
+<span class="sig-name descname"><span class="pre">keys</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/model_outputs.html#ModelOutput.keys"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.model_outputs.ModelOutput.keys" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.model_outputs.ModelOutput.values">
+<span class="sig-name descname"><span class="pre">values</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/model_outputs.html#ModelOutput.values"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.model_outputs.ModelOutput.values" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.model_outputs.SequenceLabelingOutput">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.model_outputs.</span></span><span class="sig-name descname"><span class="pre">SequenceLabelingOutput</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">token</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">label</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">start</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">end</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">score</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/model_outputs.html#SequenceLabelingOutput"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.model_outputs.SequenceLabelingOutput" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="#hezar.models.model_outputs.ModelOutput" title="hezar.models.model_outputs.ModelOutput"><code class="xref py py-class docutils literal notranslate"><span class="pre">ModelOutput</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.model_outputs.SequenceLabelingOutput.end">
+<span class="sig-name descname"><span class="pre">end</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.model_outputs.SequenceLabelingOutput.end" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.model_outputs.SequenceLabelingOutput.label">
+<span class="sig-name descname"><span class="pre">label</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.model_outputs.SequenceLabelingOutput.label" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.model_outputs.SequenceLabelingOutput.score">
+<span class="sig-name descname"><span class="pre">score</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.model_outputs.SequenceLabelingOutput.score" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.model_outputs.SequenceLabelingOutput.start">
+<span class="sig-name descname"><span class="pre">start</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.model_outputs.SequenceLabelingOutput.start" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.model_outputs.SequenceLabelingOutput.token">
+<span class="sig-name descname"><span class="pre">token</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.model_outputs.SequenceLabelingOutput.token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.model_outputs.SpeechRecognitionOutput">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.model_outputs.</span></span><span class="sig-name descname"><span class="pre">SpeechRecognitionOutput</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">text</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">chunks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/model_outputs.html#SpeechRecognitionOutput"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.model_outputs.SpeechRecognitionOutput" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="#hezar.models.model_outputs.ModelOutput" title="hezar.models.model_outputs.ModelOutput"><code class="xref py py-class docutils literal notranslate"><span class="pre">ModelOutput</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.model_outputs.SpeechRecognitionOutput.chunks">
+<span class="sig-name descname"><span class="pre">chunks</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.model_outputs.SpeechRecognitionOutput.chunks" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.model_outputs.SpeechRecognitionOutput.text">
+<span class="sig-name descname"><span class="pre">text</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.model_outputs.SpeechRecognitionOutput.text" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.model_outputs.TextClassificationOutput">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.model_outputs.</span></span><span class="sig-name descname"><span class="pre">TextClassificationOutput</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">label</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">score</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/model_outputs.html#TextClassificationOutput"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.model_outputs.TextClassificationOutput" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="#hezar.models.model_outputs.ModelOutput" title="hezar.models.model_outputs.ModelOutput"><code class="xref py py-class docutils literal notranslate"><span class="pre">ModelOutput</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.model_outputs.TextClassificationOutput.label">
+<span class="sig-name descname"><span class="pre">label</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.model_outputs.TextClassificationOutput.label" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.model_outputs.TextClassificationOutput.score">
+<span class="sig-name descname"><span class="pre">score</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.model_outputs.TextClassificationOutput.score" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.model_outputs.TextGenerationOutput">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.model_outputs.</span></span><span class="sig-name descname"><span class="pre">TextGenerationOutput</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">text</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/model_outputs.html#TextGenerationOutput"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.model_outputs.TextGenerationOutput" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="#hezar.models.model_outputs.ModelOutput" title="hezar.models.model_outputs.ModelOutput"><code class="xref py py-class docutils literal notranslate"><span class="pre">ModelOutput</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.model_outputs.TextGenerationOutput.text">
+<span class="sig-name descname"><span class="pre">text</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.model_outputs.TextGenerationOutput.text" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
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+<li><a class="reference internal" href="#">hezar.models.model_outputs module</a><ul>
+<li><a class="reference internal" href="#hezar.models.model_outputs.Image2TextOutput"><code class="docutils literal notranslate"><span class="pre">Image2TextOutput</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.model_outputs.Image2TextOutput.score"><code class="docutils literal notranslate"><span class="pre">Image2TextOutput.score</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.model_outputs.Image2TextOutput.text"><code class="docutils literal notranslate"><span class="pre">Image2TextOutput.text</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.models.model_outputs.LanguageModelingOutput"><code class="docutils literal notranslate"><span class="pre">LanguageModelingOutput</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.model_outputs.LanguageModelingOutput.score"><code class="docutils literal notranslate"><span class="pre">LanguageModelingOutput.score</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.model_outputs.LanguageModelingOutput.sequence"><code class="docutils literal notranslate"><span class="pre">LanguageModelingOutput.sequence</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.model_outputs.LanguageModelingOutput.token"><code class="docutils literal notranslate"><span class="pre">LanguageModelingOutput.token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.model_outputs.LanguageModelingOutput.token_id"><code class="docutils literal notranslate"><span class="pre">LanguageModelingOutput.token_id</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.models.model_outputs.ModelOutput"><code class="docutils literal notranslate"><span class="pre">ModelOutput</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.model_outputs.ModelOutput.dict"><code class="docutils literal notranslate"><span class="pre">ModelOutput.dict()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.model_outputs.ModelOutput.items"><code class="docutils literal notranslate"><span class="pre">ModelOutput.items()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.model_outputs.ModelOutput.keys"><code class="docutils literal notranslate"><span class="pre">ModelOutput.keys()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.model_outputs.ModelOutput.values"><code class="docutils literal notranslate"><span class="pre">ModelOutput.values()</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.models.model_outputs.SequenceLabelingOutput"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingOutput</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.model_outputs.SequenceLabelingOutput.end"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingOutput.end</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.model_outputs.SequenceLabelingOutput.label"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingOutput.label</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.model_outputs.SequenceLabelingOutput.score"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingOutput.score</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.model_outputs.SequenceLabelingOutput.start"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingOutput.start</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.model_outputs.SequenceLabelingOutput.token"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingOutput.token</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.models.model_outputs.SpeechRecognitionOutput"><code class="docutils literal notranslate"><span class="pre">SpeechRecognitionOutput</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.model_outputs.SpeechRecognitionOutput.chunks"><code class="docutils literal notranslate"><span class="pre">SpeechRecognitionOutput.chunks</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.model_outputs.SpeechRecognitionOutput.text"><code class="docutils literal notranslate"><span class="pre">SpeechRecognitionOutput.text</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.models.model_outputs.TextClassificationOutput"><code class="docutils literal notranslate"><span class="pre">TextClassificationOutput</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.model_outputs.TextClassificationOutput.label"><code class="docutils literal notranslate"><span class="pre">TextClassificationOutput.label</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.model_outputs.TextClassificationOutput.score"><code class="docutils literal notranslate"><span class="pre">TextClassificationOutput.score</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.models.model_outputs.TextGenerationOutput"><code class="docutils literal notranslate"><span class="pre">TextGenerationOutput</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.model_outputs.TextGenerationOutput.text"><code class="docutils literal notranslate"><span class="pre">TextGenerationOutput.text</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
+          </div>
+        </div>
+      </div>
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\ No newline at end of file
diff --git a/source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html b/source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html
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+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.metric.html">hezar.metrics.metric module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.precision.html">hezar.metrics.precision module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.recall.html">hezar.metrics.recall module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.rouge.html">hezar.metrics.rouge module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.seqeval.html">hezar.metrics.seqeval module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.wer.html">hezar.metrics.wer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 current has-children"><a class="reference internal" href="hezar.models.html">hezar.models package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" role="switch" type="checkbox"/><label for="toctree-checkbox-10"><div class="visually-hidden">Toggle navigation of hezar.models package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.backbone.html">hezar.models.backbone package</a><input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" role="switch" type="checkbox"/><label for="toctree-checkbox-11"><div class="visually-hidden">Toggle navigation of hezar.models.backbone package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.bert.html">hezar.models.backbone.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" role="switch" type="checkbox"/><label for="toctree-checkbox-12"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.bert.bert.html">hezar.models.backbone.bert.bert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.bert.bert_config.html">hezar.models.backbone.bert.bert_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.distilbert.html">hezar.models.backbone.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" role="switch" type="checkbox"/><label for="toctree-checkbox-13"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert.html">hezar.models.backbone.distilbert.distilbert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 current has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l5 current has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l6 current current-page"><a class="current reference internal" href="#">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
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+          <section id="module-hezar.models.sequence_labeling.bert.bert_sequence_labeling">
+<span id="hezar-models-sequence-labeling-bert-bert-sequence-labeling-module"></span><h1>hezar.models.sequence_labeling.bert.bert_sequence_labeling module<a class="headerlink" href="#module-hezar.models.sequence_labeling.bert.bert_sequence_labeling" title="Link to this heading">#</a></h1>
+<p>A BERT model for sequence labeling built using HuggingFace Transformers</p>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.sequence_labeling.bert.bert_sequence_labeling.</span></span><span class="sig-name descname"><span class="pre">BertSequenceLabeling</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig" title="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig"><span class="pre">BertSequenceLabelingConfig</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/sequence_labeling/bert/bert_sequence_labeling.html#BertSequenceLabeling"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.models.model.html#hezar.models.model.Model" title="hezar.models.model.Model"><code class="xref py py-class docutils literal notranslate"><span class="pre">Model</span></code></a></p>
+<p>BERT model for sequence labeling</p>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.compute_loss">
+<span class="sig-name descname"><span class="pre">compute_loss</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">logits</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference internal" href="../_modules/hezar/models/sequence_labeling/bert/bert_sequence_labeling.html#BertSequenceLabeling.compute_loss"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.compute_loss" title="Link to this definition">#</a></dt>
+<dd><p>Compute loss on the model outputs against the given labels</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>inputs</strong> – Input tensor to compute loss on</p></li>
+<li><p><strong>targets</strong> – Target tensor</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Loss tensor</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.forward">
+<span class="sig-name descname"><span class="pre">forward</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">token_ids</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">attention_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">token_type_ids</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">position_ids</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">head_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">inputs_embeds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_attentions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_hidden_states</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span></span></span><a class="reference internal" href="../_modules/hezar/models/sequence_labeling/bert/bert_sequence_labeling.html#BertSequenceLabeling.forward"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.forward" title="Link to this definition">#</a></dt>
+<dd><p>Forward inputs through the model and return logits, etc.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>model_inputs</strong> – The required inputs for the model forward</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dict of outputs like logits, loss, etc.</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.post_process">
+<span class="sig-name descname"><span class="pre">post_process</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_outputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_offsets</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_scores</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/sequence_labeling/bert/bert_sequence_labeling.html#BertSequenceLabeling.post_process"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.post_process" title="Link to this definition">#</a></dt>
+<dd><p>Process model outputs and return human-readable results. Called in <cite>self.predict()</cite></p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>model_outputs</strong> – model outputs to process</p></li>
+<li><p><strong>**kwargs</strong> – extra arguments specific to the derived class</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Processed model output values and converted to human-readable results</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.preprocess">
+<span class="sig-name descname"><span class="pre">preprocess</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/sequence_labeling/bert/bert_sequence_labeling.html#BertSequenceLabeling.preprocess"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.preprocess" title="Link to this definition">#</a></dt>
+<dd><p>Given raw inputs, preprocess the inputs and prepare them for model’s <cite>forward()</cite>.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>raw_inputs</strong> – Raw model inputs</p></li>
+<li><p><strong>**kwargs</strong> – Extra kwargs specific to the model. See the model’s specific class for more info</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dict of inputs for model forward</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.required_backends">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[Backends.TRANSFORMERS,</span> <span class="pre">Backends.TOKENIZERS]</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.required_backends" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.skip_keys_on_load">
+<span class="sig-name descname"><span class="pre">skip_keys_on_load</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">['model.embeddings.position_ids',</span> <span class="pre">'bert.embeddings.position_ids']</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.skip_keys_on_load" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.tokenizer_name">
+<span class="sig-name descname"><span class="pre">tokenizer_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'wordpiece_tokenizer'</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.tokenizer_name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.training">
+<span class="sig-name descname"><span class="pre">training</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.training" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
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+<li><a class="reference internal" href="#">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a><ul>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabeling</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.compute_loss"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabeling.compute_loss()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.forward"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabeling.forward()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.post_process"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabeling.post_process()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.preprocess"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabeling.preprocess()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.required_backends"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabeling.required_backends</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.skip_keys_on_load"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabeling.skip_keys_on_load</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.tokenizer_name"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabeling.tokenizer_name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.training"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabeling.training</span></code></a></li>
+</ul>
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diff --git a/source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html b/source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.backbone.html">hezar.models.backbone package</a><input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" role="switch" type="checkbox"/><label for="toctree-checkbox-11"><div class="visually-hidden">Toggle navigation of hezar.models.backbone package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.bert.html">hezar.models.backbone.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" role="switch" type="checkbox"/><label for="toctree-checkbox-12"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.bert.bert.html">hezar.models.backbone.bert.bert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.bert.bert_config.html">hezar.models.backbone.bert.bert_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.distilbert.html">hezar.models.backbone.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" role="switch" type="checkbox"/><label for="toctree-checkbox-13"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert.html">hezar.models.backbone.distilbert.distilbert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 current has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l5 current has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6 current current-page"><a class="current reference internal" href="#">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
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+          <section id="module-hezar.models.sequence_labeling.bert.bert_sequence_labeling_config">
+<span id="hezar-models-sequence-labeling-bert-bert-sequence-labeling-config-module"></span><h1>hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module<a class="headerlink" href="#module-hezar.models.sequence_labeling.bert.bert_sequence_labeling_config" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.</span></span><span class="sig-name descname"><span class="pre">BertSequenceLabelingConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">task:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">&lt;TaskType.SEQUENCE_LABELING:</span> <span class="pre">'sequence_labeling'&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_labels:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id2label:</span> <span class="pre">dict</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vocab_size:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">42000</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_size:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">768</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_hidden_layers:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_attention_heads:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">intermediate_size:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">3072</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_act:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'gelu'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_dropout_prob:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">attention_probs_dropout_prob:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_position_embeddings:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">512</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">type_vocab_size:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initializer_range:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.02</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">layer_norm_eps:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">1e-12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_token_id:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">position_embedding_type:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'absolute'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_cache:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">classifier_dropout:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prediction_skip_tokens:</span> <span class="pre">list</span> <span class="pre">=</span> <span class="pre">&lt;factory&gt;</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/sequence_labeling/bert/bert_sequence_labeling_config.html#BertSequenceLabelingConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.ModelConfig" title="hezar.configs.ModelConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">ModelConfig</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.attention_probs_dropout_prob">
+<span class="sig-name descname"><span class="pre">attention_probs_dropout_prob</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.1</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.attention_probs_dropout_prob" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.classifier_dropout">
+<span class="sig-name descname"><span class="pre">classifier_dropout</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.classifier_dropout" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.hidden_act">
+<span class="sig-name descname"><span class="pre">hidden_act</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'gelu'</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.hidden_act" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.hidden_dropout_prob">
+<span class="sig-name descname"><span class="pre">hidden_dropout_prob</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.1</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.hidden_dropout_prob" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.hidden_size">
+<span class="sig-name descname"><span class="pre">hidden_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">768</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.hidden_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.id2label">
+<span class="sig-name descname"><span class="pre">id2label</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">dict</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.id2label" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.initializer_range">
+<span class="sig-name descname"><span class="pre">initializer_range</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.02</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.initializer_range" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.intermediate_size">
+<span class="sig-name descname"><span class="pre">intermediate_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">3072</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.intermediate_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.layer_norm_eps">
+<span class="sig-name descname"><span class="pre">layer_norm_eps</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1e-12</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.layer_norm_eps" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.max_position_embeddings">
+<span class="sig-name descname"><span class="pre">max_position_embeddings</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">512</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.max_position_embeddings" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'bert_sequence_labeling'</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.num_attention_heads">
+<span class="sig-name descname"><span class="pre">num_attention_heads</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">12</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.num_attention_heads" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.num_hidden_layers">
+<span class="sig-name descname"><span class="pre">num_hidden_layers</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">12</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.num_hidden_layers" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.num_labels">
+<span class="sig-name descname"><span class="pre">num_labels</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.num_labels" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.pad_token_id">
+<span class="sig-name descname"><span class="pre">pad_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.pad_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.position_embedding_type">
+<span class="sig-name descname"><span class="pre">position_embedding_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'absolute'</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.position_embedding_type" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.prediction_skip_tokens">
+<span class="sig-name descname"><span class="pre">prediction_skip_tokens</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">list</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.prediction_skip_tokens" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.task">
+<span class="sig-name descname"><span class="pre">task</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'sequence_labeling'</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.task" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.type_vocab_size">
+<span class="sig-name descname"><span class="pre">type_vocab_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">2</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.type_vocab_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.use_cache">
+<span class="sig-name descname"><span class="pre">use_cache</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.use_cache" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.vocab_size">
+<span class="sig-name descname"><span class="pre">vocab_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">42000</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.vocab_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
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+            <ul>
+<li><a class="reference internal" href="#">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a><ul>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.attention_probs_dropout_prob"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig.attention_probs_dropout_prob</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.classifier_dropout"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig.classifier_dropout</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.hidden_act"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig.hidden_act</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.hidden_dropout_prob"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig.hidden_dropout_prob</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.hidden_size"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig.hidden_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.id2label"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig.id2label</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.initializer_range"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig.initializer_range</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.intermediate_size"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig.intermediate_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.layer_norm_eps"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig.layer_norm_eps</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.max_position_embeddings"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig.max_position_embeddings</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.name"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.num_attention_heads"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig.num_attention_heads</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.num_hidden_layers"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig.num_hidden_layers</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.num_labels"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig.num_labels</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.pad_token_id"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig.pad_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.position_embedding_type"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig.position_embedding_type</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.prediction_skip_tokens"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig.prediction_skip_tokens</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.task"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig.task</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.type_vocab_size"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig.type_vocab_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.use_cache"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig.use_cache</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.vocab_size"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig.vocab_size</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
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diff --git a/source/hezar.models.sequence_labeling.bert.html b/source/hezar.models.sequence_labeling.bert.html
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.builders.html">hezar.builders module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html">hezar.configs module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html">hezar.constants module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.registry.html">hezar.registry module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../contributing.html">Contributing to Hezar</a></li>
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+          <section id="hezar-models-sequence-labeling-bert-package">
+<h1>hezar.models.sequence_labeling.bert package<a class="headerlink" href="#hezar-models-sequence-labeling-bert-package" title="Link to this heading">#</a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">#</a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabeling</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.compute_loss"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabeling.compute_loss()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.forward"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabeling.forward()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.post_process"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabeling.post_process()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.preprocess"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabeling.preprocess()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.required_backends"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabeling.required_backends</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.skip_keys_on_load"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabeling.skip_keys_on_load</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.tokenizer_name"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabeling.tokenizer_name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling.training"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabeling.training</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.attention_probs_dropout_prob"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig.attention_probs_dropout_prob</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.classifier_dropout"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig.classifier_dropout</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.hidden_act"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig.hidden_act</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.hidden_dropout_prob"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig.hidden_dropout_prob</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.hidden_size"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig.hidden_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.id2label"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig.id2label</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.initializer_range"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig.initializer_range</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.intermediate_size"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig.intermediate_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.layer_norm_eps"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig.layer_norm_eps</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.max_position_embeddings"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig.max_position_embeddings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.name"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.num_attention_heads"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig.num_attention_heads</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.num_labels"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig.num_labels</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.pad_token_id"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig.pad_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.position_embedding_type"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig.position_embedding_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.prediction_skip_tokens"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig.prediction_skip_tokens</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.task"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig.task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.type_vocab_size"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig.type_vocab_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.use_cache"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig.use_cache</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig.vocab_size"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig.vocab_size</span></code></a></li>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.data.datasets.sequence_labeling_dataset.html">hezar.data.datasets.sequence_labeling_dataset module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.data.datasets.text_classification_dataset.html">hezar.data.datasets.text_classification_dataset module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.data.datasets.text_summarization_dataset.html">hezar.data.datasets.text_summarization_dataset module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.data.data_collators.html">hezar.data.data_collators module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.embeddings.html">hezar.embeddings package</a><input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" role="switch" type="checkbox"/><label for="toctree-checkbox-8"><div class="visually-hidden">Toggle navigation of hezar.embeddings package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.embeddings.embedding.html">hezar.embeddings.embedding module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.embeddings.fasttext.html">hezar.embeddings.fasttext module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.embeddings.word2vec.html">hezar.embeddings.word2vec module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.metrics.html">hezar.metrics package</a><input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" role="switch" type="checkbox"/><label for="toctree-checkbox-9"><div class="visually-hidden">Toggle navigation of hezar.metrics package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.accuracy.html">hezar.metrics.accuracy module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.cer.html">hezar.metrics.cer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.f1.html">hezar.metrics.f1 module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.wer.html">hezar.metrics.wer module</a></li>
+</ul>
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+<li class="toctree-l3 current has-children"><a class="reference internal" href="hezar.models.html">hezar.models package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" role="switch" type="checkbox"/><label for="toctree-checkbox-10"><div class="visually-hidden">Toggle navigation of hezar.models package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.bert.bert.html">hezar.models.backbone.bert.bert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.bert.bert_config.html">hezar.models.backbone.bert.bert_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert.html">hezar.models.backbone.distilbert.distilbert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 current has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 current has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l6 current current-page"><a class="current reference internal" href="#">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
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+          <section id="module-hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling">
+<span id="hezar-models-sequence-labeling-distilbert-distilbert-sequence-labeling-module"></span><h1>hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module<a class="headerlink" href="#module-hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling" title="Link to this heading">#</a></h1>
+<p>A DISTILBERT model for sequence labeling built using HuggingFace Transformers</p>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.</span></span><span class="sig-name descname"><span class="pre">DistilBertSequenceLabeling</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig" title="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig"><span class="pre">DistilBertSequenceLabelingConfig</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/sequence_labeling/distilbert/distilbert_sequence_labeling.html#DistilBertSequenceLabeling"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.models.model.html#hezar.models.model.Model" title="hezar.models.model.Model"><code class="xref py py-class docutils literal notranslate"><span class="pre">Model</span></code></a></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling.compute_loss">
+<span class="sig-name descname"><span class="pre">compute_loss</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">logits</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference internal" href="../_modules/hezar/models/sequence_labeling/distilbert/distilbert_sequence_labeling.html#DistilBertSequenceLabeling.compute_loss"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling.compute_loss" title="Link to this definition">#</a></dt>
+<dd><p>Compute loss on the model outputs against the given labels</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>inputs</strong> – Input tensor to compute loss on</p></li>
+<li><p><strong>targets</strong> – Target tensor</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Loss tensor</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling.forward">
+<span class="sig-name descname"><span class="pre">forward</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">token_ids</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">attention_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">head_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">inputs_embeds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_attentions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_hidden_states</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span></span></span><a class="reference internal" href="../_modules/hezar/models/sequence_labeling/distilbert/distilbert_sequence_labeling.html#DistilBertSequenceLabeling.forward"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling.forward" title="Link to this definition">#</a></dt>
+<dd><p>Forward inputs through the model and return logits, etc.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>model_inputs</strong> – The required inputs for the model forward</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dict of outputs like logits, loss, etc.</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling.post_process">
+<span class="sig-name descname"><span class="pre">post_process</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_outputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_offsets</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_scores</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/sequence_labeling/distilbert/distilbert_sequence_labeling.html#DistilBertSequenceLabeling.post_process"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling.post_process" title="Link to this definition">#</a></dt>
+<dd><p>Process model outputs and return human-readable results. Called in <cite>self.predict()</cite></p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>model_outputs</strong> – model outputs to process</p></li>
+<li><p><strong>**kwargs</strong> – extra arguments specific to the derived class</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Processed model output values and converted to human-readable results</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling.preprocess">
+<span class="sig-name descname"><span class="pre">preprocess</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/sequence_labeling/distilbert/distilbert_sequence_labeling.html#DistilBertSequenceLabeling.preprocess"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling.preprocess" title="Link to this definition">#</a></dt>
+<dd><p>Given raw inputs, preprocess the inputs and prepare them for model’s <cite>forward()</cite>.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>raw_inputs</strong> – Raw model inputs</p></li>
+<li><p><strong>**kwargs</strong> – Extra kwargs specific to the model. See the model’s specific class for more info</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dict of inputs for model forward</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling.required_backends">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[Backends.TRANSFORMERS,</span> <span class="pre">Backends.TOKENIZERS]</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling.required_backends" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling.tokenizer_name">
+<span class="sig-name descname"><span class="pre">tokenizer_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'wordpiece_tokenizer'</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling.tokenizer_name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
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+<li><a class="reference internal" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabeling</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling.compute_loss"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabeling.compute_loss()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling.forward"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabeling.forward()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling.post_process"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabeling.post_process()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling.preprocess"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabeling.preprocess()</span></code></a></li>
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diff --git a/source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html b/source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html
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+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.accuracy.html">hezar.metrics.accuracy module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.bleu.html">hezar.metrics.bleu module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.cer.html">hezar.metrics.cer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.f1.html">hezar.metrics.f1 module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.metric.html">hezar.metrics.metric module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.precision.html">hezar.metrics.precision module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.recall.html">hezar.metrics.recall module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.rouge.html">hezar.metrics.rouge module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.wer.html">hezar.metrics.wer module</a></li>
+</ul>
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+<li class="toctree-l3 current has-children"><a class="reference internal" href="hezar.models.html">hezar.models package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" role="switch" type="checkbox"/><label for="toctree-checkbox-10"><div class="visually-hidden">Toggle navigation of hezar.models package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.bert.bert.html">hezar.models.backbone.bert.bert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.bert.bert_config.html">hezar.models.backbone.bert.bert_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.distilbert.html">hezar.models.backbone.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" role="switch" type="checkbox"/><label for="toctree-checkbox-13"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert.html">hezar.models.backbone.distilbert.distilbert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 current has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 current has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6 current current-page"><a class="current reference internal" href="#">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+          <section id="module-hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config">
+<span id="hezar-models-sequence-labeling-distilbert-distilbert-sequence-labeling-config-module"></span><h1>hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module<a class="headerlink" href="#module-hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.</span></span><span class="sig-name descname"><span class="pre">DistilBertSequenceLabelingConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">task:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">&lt;TaskType.SEQUENCE_LABELING:</span> <span class="pre">'sequence_labeling'&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_labels:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id2label:</span> <span class="pre">dict</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">activation:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'gelu'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">attention_dropout:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dim:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">768</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dropout:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initializer_range:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.02</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_position_embeddings:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">512</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_heads:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_layers:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">6</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_past:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_token_id:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">qa_dropout:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tie_weights_:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vocab_size:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">42000</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_dropout_prob:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_cache:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">classifier_dropout:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prediction_skip_tokens:</span> <span class="pre">list</span> <span class="pre">=</span> <span class="pre">&lt;factory&gt;</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/sequence_labeling/distilbert/distilbert_sequence_labeling_config.html#DistilBertSequenceLabelingConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.ModelConfig" title="hezar.configs.ModelConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">ModelConfig</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.activation">
+<span class="sig-name descname"><span class="pre">activation</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'gelu'</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.activation" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.attention_dropout">
+<span class="sig-name descname"><span class="pre">attention_dropout</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.1</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.attention_dropout" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.classifier_dropout">
+<span class="sig-name descname"><span class="pre">classifier_dropout</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.classifier_dropout" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.dim">
+<span class="sig-name descname"><span class="pre">dim</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">768</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.dim" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.dropout">
+<span class="sig-name descname"><span class="pre">dropout</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.1</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.dropout" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.hidden_dropout_prob">
+<span class="sig-name descname"><span class="pre">hidden_dropout_prob</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.1</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.hidden_dropout_prob" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.id2label">
+<span class="sig-name descname"><span class="pre">id2label</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">dict</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.id2label" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.initializer_range">
+<span class="sig-name descname"><span class="pre">initializer_range</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.02</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.initializer_range" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.max_position_embeddings">
+<span class="sig-name descname"><span class="pre">max_position_embeddings</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">512</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.max_position_embeddings" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.n_heads">
+<span class="sig-name descname"><span class="pre">n_heads</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">12</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.n_heads" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.n_layers">
+<span class="sig-name descname"><span class="pre">n_layers</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">6</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.n_layers" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'distilbert_sequence_labeling'</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.num_labels">
+<span class="sig-name descname"><span class="pre">num_labels</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.num_labels" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.output_past">
+<span class="sig-name descname"><span class="pre">output_past</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.output_past" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.pad_token_id">
+<span class="sig-name descname"><span class="pre">pad_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.pad_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.prediction_skip_tokens">
+<span class="sig-name descname"><span class="pre">prediction_skip_tokens</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">list</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.prediction_skip_tokens" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.qa_dropout">
+<span class="sig-name descname"><span class="pre">qa_dropout</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.1</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.qa_dropout" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.task">
+<span class="sig-name descname"><span class="pre">task</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'sequence_labeling'</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.task" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.tie_weights_">
+<span class="sig-name descname"><span class="pre">tie_weights_</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.tie_weights_" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.use_cache">
+<span class="sig-name descname"><span class="pre">use_cache</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.use_cache" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.vocab_size">
+<span class="sig-name descname"><span class="pre">vocab_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">42000</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.vocab_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
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+                <div class="title">hezar.models.sequence_labeling.roberta package</div>
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+            <ul>
+<li><a class="reference internal" href="#">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a><ul>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.activation"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig.activation</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.attention_dropout"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig.attention_dropout</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.classifier_dropout"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig.classifier_dropout</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.dim"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig.dim</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.dropout"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig.dropout</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.hidden_dropout_prob"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig.hidden_dropout_prob</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.id2label"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig.id2label</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.initializer_range"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig.initializer_range</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.max_position_embeddings"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig.max_position_embeddings</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.n_heads"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig.n_heads</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.n_layers"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig.n_layers</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.name"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.num_labels"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig.num_labels</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.output_past"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig.output_past</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.pad_token_id"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig.pad_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.prediction_skip_tokens"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig.prediction_skip_tokens</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.qa_dropout"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig.qa_dropout</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.task"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig.task</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.tie_weights_"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig.tie_weights_</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.use_cache"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig.use_cache</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.vocab_size"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig.vocab_size</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
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diff --git a/source/hezar.models.sequence_labeling.distilbert.html b/source/hezar.models.sequence_labeling.distilbert.html
new file mode 100644
index 00000000..36b20cae
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 current has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
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+<li class="toctree-l5 current has-children current-page"><a class="current reference internal" href="#">hezar.models.sequence_labeling.distilbert package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="hezar.builders.html">hezar.builders module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html">hezar.configs module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html">hezar.constants module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.registry.html">hezar.registry module</a></li>
+</ul>
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+</ul>
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+<li class="toctree-l1"><a class="reference internal" href="../contributing.html">Contributing to Hezar</a></li>
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+          <section id="hezar-models-sequence-labeling-distilbert-package">
+<h1>hezar.models.sequence_labeling.distilbert package<a class="headerlink" href="#hezar-models-sequence-labeling-distilbert-package" title="Link to this heading">#</a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">#</a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabeling</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling.compute_loss"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabeling.compute_loss()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling.forward"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabeling.forward()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling.post_process"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabeling.post_process()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling.preprocess"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabeling.preprocess()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling.required_backends"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabeling.required_backends</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling.tokenizer_name"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabeling.tokenizer_name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling.training"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabeling.training</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.activation"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig.activation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.attention_dropout"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig.attention_dropout</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.classifier_dropout"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig.classifier_dropout</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.dim"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig.dim</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.dropout"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig.dropout</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.hidden_dropout_prob"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig.hidden_dropout_prob</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.id2label"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig.id2label</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.initializer_range"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig.initializer_range</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.max_position_embeddings"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig.max_position_embeddings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.n_heads"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig.n_heads</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.n_layers"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig.n_layers</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.name"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.num_labels"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig.num_labels</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.output_past"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig.output_past</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.pad_token_id"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig.pad_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.prediction_skip_tokens"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig.prediction_skip_tokens</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.qa_dropout"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig.qa_dropout</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.task"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig.task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.tie_weights_"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig.tie_weights_</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.use_cache"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig.use_cache</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig.vocab_size"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig.vocab_size</span></code></a></li>
+</ul>
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+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-hezar.models.sequence_labeling.distilbert" title="Link to this heading">#</a></h2>
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+<h1>hezar.models.sequence_labeling package<a class="headerlink" href="#hezar-models-sequence-labeling-package" title="Link to this heading">#</a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading">#</a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html#submodules">Submodules</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling.BertSequenceLabeling"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabeling</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html#hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.BertSequenceLabelingConfig"><code class="docutils literal notranslate"><span class="pre">BertSequenceLabelingConfig</span></code></a></li>
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+<li class="toctree-l2"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html#module-hezar.models.sequence_labeling.bert">Module contents</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.DistilBertSequenceLabeling"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabeling</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html#hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.DistilBertSequenceLabelingConfig"><code class="docutils literal notranslate"><span class="pre">DistilBertSequenceLabelingConfig</span></code></a></li>
+</ul>
+</li>
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+<li class="toctree-l2"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html#module-hezar.models.sequence_labeling.distilbert">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html#submodules">Submodules</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaClassificationHead"><code class="docutils literal notranslate"><span class="pre">RobertaClassificationHead</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabeling</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig</span></code></a></li>
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+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html#module-hezar.models.sequence_labeling.roberta">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-hezar.models.sequence_labeling">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-hezar.models.sequence_labeling" title="Link to this heading">#</a></h2>
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diff --git a/source/hezar.models.sequence_labeling.roberta.html b/source/hezar.models.sequence_labeling.roberta.html
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 current has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 current has-children current-page"><a class="current reference internal" href="#">hezar.models.sequence_labeling.roberta package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
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+          <section id="hezar-models-sequence-labeling-roberta-package">
+<h1>hezar.models.sequence_labeling.roberta package<a class="headerlink" href="#hezar-models-sequence-labeling-roberta-package" title="Link to this heading">#</a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">#</a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaClassificationHead"><code class="docutils literal notranslate"><span class="pre">RobertaClassificationHead</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaClassificationHead.forward"><code class="docutils literal notranslate"><span class="pre">RobertaClassificationHead.forward()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaClassificationHead.training"><code class="docutils literal notranslate"><span class="pre">RobertaClassificationHead.training</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabeling</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.compute_loss"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabeling.compute_loss()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.forward"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabeling.forward()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.post_process"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabeling.post_process()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.preprocess"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabeling.preprocess()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.required_backends"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabeling.required_backends</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.skip_keys_on_load"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabeling.skip_keys_on_load</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.tokenizer_name"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabeling.tokenizer_name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.training"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabeling.training</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.attention_probs_dropout_prob"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.attention_probs_dropout_prob</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.bos_token_id"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.bos_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.classifier_dropout"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.classifier_dropout</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.eos_token_id"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.eos_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.gradient_checkpointing"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.gradient_checkpointing</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.hidden_act"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.hidden_act</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.hidden_dropout_prob"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.hidden_dropout_prob</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.hidden_size"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.hidden_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.id2label"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.id2label</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.initializer_range"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.initializer_range</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.intermediate_size"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.intermediate_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.layer_norm_eps"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.layer_norm_eps</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.max_position_embeddings"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.max_position_embeddings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.name"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.num_attention_heads"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.num_attention_heads</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.num_hidden_layers"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.num_hidden_layers</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.num_labels"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.num_labels</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.pad_token_id"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.pad_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.position_embedding_type"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.position_embedding_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.prediction_skip_tokens"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.prediction_skip_tokens</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.task"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.type_vocab_size"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.type_vocab_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.use_cache"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.use_cache</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.vocab_size"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.vocab_size</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-hezar.models.sequence_labeling.roberta">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-hezar.models.sequence_labeling.roberta" title="Link to this heading">#</a></h2>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 current has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 current has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l6 current current-page"><a class="current reference internal" href="#">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
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+          <section id="module-hezar.models.sequence_labeling.roberta.roberta_sequence_labeling">
+<span id="hezar-models-sequence-labeling-roberta-roberta-sequence-labeling-module"></span><h1>hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module<a class="headerlink" href="#module-hezar.models.sequence_labeling.roberta.roberta_sequence_labeling" title="Link to this heading">#</a></h1>
+<p>A RoBERTa Language Model (HuggingFace Transformers) wrapped by a Hezar Model class</p>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaClassificationHead">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.</span></span><span class="sig-name descname"><span class="pre">RobertaClassificationHead</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/sequence_labeling/roberta/roberta_sequence_labeling.html#RobertaClassificationHead"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaClassificationHead" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">Module</span></code></p>
+<p>Head for sentence-level classification tasks.</p>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaClassificationHead.forward">
+<span class="sig-name descname"><span class="pre">forward</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputs</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/sequence_labeling/roberta/roberta_sequence_labeling.html#RobertaClassificationHead.forward"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaClassificationHead.forward" title="Link to this definition">#</a></dt>
+<dd><p>Defines the computation performed at every call.</p>
+<p>Should be overridden by all subclasses.</p>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>Although the recipe for forward pass needs to be defined within
+this function, one should call the <code class="xref py py-class docutils literal notranslate"><span class="pre">Module</span></code> instance afterwards
+instead of this since the former takes care of running the
+registered hooks while the latter silently ignores them.</p>
+</div>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaClassificationHead.training">
+<span class="sig-name descname"><span class="pre">training</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaClassificationHead.training" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.</span></span><span class="sig-name descname"><span class="pre">RobertaSequenceLabeling</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/sequence_labeling/roberta/roberta_sequence_labeling.html#RobertaSequenceLabeling"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.models.model.html#hezar.models.model.Model" title="hezar.models.model.Model"><code class="xref py py-class docutils literal notranslate"><span class="pre">Model</span></code></a></p>
+<p>A standard 🤗Transformers RoBERTa model for sequence labeling</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>config</strong> – The whole model config including arguments needed for the inner 🤗Transformers model.</p>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.compute_loss">
+<span class="sig-name descname"><span class="pre">compute_loss</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">logits</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference internal" href="../_modules/hezar/models/sequence_labeling/roberta/roberta_sequence_labeling.html#RobertaSequenceLabeling.compute_loss"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.compute_loss" title="Link to this definition">#</a></dt>
+<dd><p>Compute loss on the model outputs against the given labels</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>inputs</strong> – Input tensor to compute loss on</p></li>
+<li><p><strong>targets</strong> – Target tensor</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Loss tensor</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.forward">
+<span class="sig-name descname"><span class="pre">forward</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">token_ids</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">attention_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">token_type_ids</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">position_ids</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">head_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">inputs_embeds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_attentions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_hidden_states</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_dict</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/sequence_labeling/roberta/roberta_sequence_labeling.html#RobertaSequenceLabeling.forward"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.forward" title="Link to this definition">#</a></dt>
+<dd><p>Forward inputs through the model and return logits, etc.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>model_inputs</strong> – The required inputs for the model forward</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dict of outputs like logits, loss, etc.</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.post_process">
+<span class="sig-name descname"><span class="pre">post_process</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_outputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_offsets</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_scores</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/sequence_labeling/roberta/roberta_sequence_labeling.html#RobertaSequenceLabeling.post_process"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.post_process" title="Link to this definition">#</a></dt>
+<dd><p>Process model outputs and return human-readable results. Called in <cite>self.predict()</cite></p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>model_outputs</strong> – model outputs to process</p></li>
+<li><p><strong>**kwargs</strong> – extra arguments specific to the derived class</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Processed model output values and converted to human-readable results</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.preprocess">
+<span class="sig-name descname"><span class="pre">preprocess</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/sequence_labeling/roberta/roberta_sequence_labeling.html#RobertaSequenceLabeling.preprocess"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.preprocess" title="Link to this definition">#</a></dt>
+<dd><p>Given raw inputs, preprocess the inputs and prepare them for model’s <cite>forward()</cite>.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>raw_inputs</strong> – Raw model inputs</p></li>
+<li><p><strong>**kwargs</strong> – Extra kwargs specific to the model. See the model’s specific class for more info</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dict of inputs for model forward</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.required_backends">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[Backends.TRANSFORMERS,</span> <span class="pre">Backends.TOKENIZERS]</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.required_backends" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.skip_keys_on_load">
+<span class="sig-name descname"><span class="pre">skip_keys_on_load</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">['roberta.embeddings.position_ids',</span> <span class="pre">'model.embeddings.position_ids']</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.skip_keys_on_load" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.tokenizer_name">
+<span class="sig-name descname"><span class="pre">tokenizer_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'bpe_tokenizer'</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.tokenizer_name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.training">
+<span class="sig-name descname"><span class="pre">training</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.training" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
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+        
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+            <ul>
+<li><a class="reference internal" href="#">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a><ul>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaClassificationHead"><code class="docutils literal notranslate"><span class="pre">RobertaClassificationHead</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaClassificationHead.forward"><code class="docutils literal notranslate"><span class="pre">RobertaClassificationHead.forward()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaClassificationHead.training"><code class="docutils literal notranslate"><span class="pre">RobertaClassificationHead.training</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabeling</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.compute_loss"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabeling.compute_loss()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.forward"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabeling.forward()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.post_process"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabeling.post_process()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.preprocess"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabeling.preprocess()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.required_backends"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabeling.required_backends</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.skip_keys_on_load"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabeling.skip_keys_on_load</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.tokenizer_name"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabeling.tokenizer_name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.RobertaSequenceLabeling.training"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabeling.training</span></code></a></li>
+</ul>
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+</ul>
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diff --git a/source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html b/source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html
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+++ b/source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html
@@ -0,0 +1,692 @@
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 current has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 current has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6 current current-page"><a class="current reference internal" href="#">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
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+          <section id="module-hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config">
+<span id="hezar-models-sequence-labeling-roberta-roberta-sequence-labeling-config-module"></span><h1>hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module<a class="headerlink" href="#module-hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.</span></span><span class="sig-name descname"><span class="pre">RobertaSequenceLabelingConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">task:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">&lt;TaskType.SEQUENCE_LABELING:</span> <span class="pre">'sequence_labeling'&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_labels:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id2label:</span> <span class="pre">dict</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">attention_probs_dropout_prob:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bos_token_id:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">eos_token_id:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">gradient_checkpointing:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_act:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'gelu'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_dropout_prob:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_size:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">768</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">classifier_dropout:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initializer_range:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0.02</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">intermediate_size:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">3072</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">layer_norm_eps:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">1e-12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_position_embeddings:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">514</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_attention_heads:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_hidden_layers:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_token_id:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">position_embedding_type:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'absolute'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">type_vocab_size:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_cache:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vocab_size:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">42000</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prediction_skip_tokens:</span> <span class="pre">Tuple[str]</span> <span class="pre">=</span> <span class="pre">('&lt;s&gt;'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">'&lt;/s&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">&lt;pad&gt;')</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/sequence_labeling/roberta/roberta_sequence_labeling_config.html#RobertaSequenceLabelingConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.ModelConfig" title="hezar.configs.ModelConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">ModelConfig</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.attention_probs_dropout_prob">
+<span class="sig-name descname"><span class="pre">attention_probs_dropout_prob</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.1</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.attention_probs_dropout_prob" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.bos_token_id">
+<span class="sig-name descname"><span class="pre">bos_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.bos_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.classifier_dropout">
+<span class="sig-name descname"><span class="pre">classifier_dropout</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.classifier_dropout" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.eos_token_id">
+<span class="sig-name descname"><span class="pre">eos_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">2</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.eos_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.gradient_checkpointing">
+<span class="sig-name descname"><span class="pre">gradient_checkpointing</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.gradient_checkpointing" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.hidden_act">
+<span class="sig-name descname"><span class="pre">hidden_act</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'gelu'</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.hidden_act" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.hidden_dropout_prob">
+<span class="sig-name descname"><span class="pre">hidden_dropout_prob</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.1</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.hidden_dropout_prob" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.hidden_size">
+<span class="sig-name descname"><span class="pre">hidden_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">768</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.hidden_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.id2label">
+<span class="sig-name descname"><span class="pre">id2label</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">dict</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.id2label" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.initializer_range">
+<span class="sig-name descname"><span class="pre">initializer_range</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.02</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.initializer_range" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.intermediate_size">
+<span class="sig-name descname"><span class="pre">intermediate_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">3072</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.intermediate_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.layer_norm_eps">
+<span class="sig-name descname"><span class="pre">layer_norm_eps</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1e-12</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.layer_norm_eps" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.max_position_embeddings">
+<span class="sig-name descname"><span class="pre">max_position_embeddings</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">514</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.max_position_embeddings" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'roberta_sequence_labeling'</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.num_attention_heads">
+<span class="sig-name descname"><span class="pre">num_attention_heads</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">12</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.num_attention_heads" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.num_hidden_layers">
+<span class="sig-name descname"><span class="pre">num_hidden_layers</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">12</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.num_hidden_layers" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.num_labels">
+<span class="sig-name descname"><span class="pre">num_labels</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.num_labels" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.pad_token_id">
+<span class="sig-name descname"><span class="pre">pad_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.pad_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.position_embedding_type">
+<span class="sig-name descname"><span class="pre">position_embedding_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'absolute'</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.position_embedding_type" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.prediction_skip_tokens">
+<span class="sig-name descname"><span class="pre">prediction_skip_tokens</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">('&lt;s&gt;',</span> <span class="pre">'&lt;/s&gt;,</span> <span class="pre">&lt;pad&gt;')</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.prediction_skip_tokens" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.task">
+<span class="sig-name descname"><span class="pre">task</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'sequence_labeling'</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.task" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.type_vocab_size">
+<span class="sig-name descname"><span class="pre">type_vocab_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.type_vocab_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.use_cache">
+<span class="sig-name descname"><span class="pre">use_cache</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.use_cache" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.vocab_size">
+<span class="sig-name descname"><span class="pre">vocab_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">42000</span></em><a class="headerlink" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.vocab_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
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+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a><ul>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.attention_probs_dropout_prob"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.attention_probs_dropout_prob</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.bos_token_id"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.bos_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.classifier_dropout"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.classifier_dropout</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.eos_token_id"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.eos_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.gradient_checkpointing"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.gradient_checkpointing</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.hidden_act"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.hidden_act</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.hidden_dropout_prob"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.hidden_dropout_prob</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.hidden_size"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.hidden_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.id2label"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.id2label</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.initializer_range"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.initializer_range</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.intermediate_size"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.intermediate_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.layer_norm_eps"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.layer_norm_eps</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.max_position_embeddings"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.max_position_embeddings</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.name"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.num_attention_heads"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.num_attention_heads</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.num_hidden_layers"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.num_hidden_layers</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.num_labels"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.num_labels</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.pad_token_id"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.pad_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.position_embedding_type"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.position_embedding_type</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.prediction_skip_tokens"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.prediction_skip_tokens</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.task"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.task</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.type_vocab_size"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.type_vocab_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.use_cache"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.use_cache</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.RobertaSequenceLabelingConfig.vocab_size"><code class="docutils literal notranslate"><span class="pre">RobertaSequenceLabelingConfig.vocab_size</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
+          </div>
+        </div>
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+      
+      
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diff --git a/source/hezar.models.speech_recognition.html b/source/hezar.models.speech_recognition.html
new file mode 100644
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+          <section id="hezar-models-speech-recognition-package">
+<h1>hezar.models.speech_recognition package<a class="headerlink" href="#hezar-models-speech-recognition-package" title="Link to this heading">#</a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading">#</a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html#submodules">Submodules</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractor"><code class="docutils literal notranslate"><span class="pre">WhisperFeatureExtractor</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig"><code class="docutils literal notranslate"><span class="pre">WhisperFeatureExtractorConfig</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognition</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig"><code class="docutils literal notranslate"><span class="pre">WhisperBPEConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer"><code class="docutils literal notranslate"><span class="pre">WhisperBPETokenizer</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html#module-hezar.models.speech_recognition.whisper">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-hezar.models.speech_recognition">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-hezar.models.speech_recognition" title="Link to this heading">#</a></h2>
+</section>
+</section>
+
+        </article>
+      </div>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert.html">hezar.models.backbone.distilbert.distilbert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 current has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l5 current has-children current-page"><a class="current reference internal" href="#">hezar.models.speech_recognition.whisper package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
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+          <section id="hezar-models-speech-recognition-whisper-package">
+<h1>hezar.models.speech_recognition.whisper package<a class="headerlink" href="#hezar-models-speech-recognition-whisper-package" title="Link to this heading">#</a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">#</a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractor"><code class="docutils literal notranslate"><span class="pre">WhisperFeatureExtractor</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractor.zero_mean_unit_var_norm"><code class="docutils literal notranslate"><span class="pre">WhisperFeatureExtractor.zero_mean_unit_var_norm()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig"><code class="docutils literal notranslate"><span class="pre">WhisperFeatureExtractorConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.chunk_length"><code class="docutils literal notranslate"><span class="pre">WhisperFeatureExtractorConfig.chunk_length</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.feature_size"><code class="docutils literal notranslate"><span class="pre">WhisperFeatureExtractorConfig.feature_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.hop_length"><code class="docutils literal notranslate"><span class="pre">WhisperFeatureExtractorConfig.hop_length</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.n_fft"><code class="docutils literal notranslate"><span class="pre">WhisperFeatureExtractorConfig.n_fft</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.name"><code class="docutils literal notranslate"><span class="pre">WhisperFeatureExtractorConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.padding"><code class="docutils literal notranslate"><span class="pre">WhisperFeatureExtractorConfig.padding</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.padding_side"><code class="docutils literal notranslate"><span class="pre">WhisperFeatureExtractorConfig.padding_side</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.padding_value"><code class="docutils literal notranslate"><span class="pre">WhisperFeatureExtractorConfig.padding_value</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.return_attention_mask"><code class="docutils literal notranslate"><span class="pre">WhisperFeatureExtractorConfig.return_attention_mask</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.sampling_rate"><code class="docutils literal notranslate"><span class="pre">WhisperFeatureExtractorConfig.sampling_rate</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognition</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.compute_loss"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognition.compute_loss()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.feature_extractor_name"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognition.feature_extractor_name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.forward"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognition.forward()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.freeze_encoder"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognition.freeze_encoder()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.generate"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognition.generate()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.get_decoder"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognition.get_decoder()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.get_encoder"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognition.get_encoder()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.get_input_embeddings"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognition.get_input_embeddings()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.get_output_embeddings"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognition.get_output_embeddings()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.is_generative"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognition.is_generative</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.loss_fn_name"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognition.loss_fn_name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.post_process"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognition.post_process()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.prepare_inputs_for_generation"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognition.prepare_inputs_for_generation()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.preprocess"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognition.preprocess()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.required_backends"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognition.required_backends</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.resize_token_embeddings"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognition.resize_token_embeddings()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.set_output_embeddings"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognition.set_output_embeddings()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.tokenizer_name"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognition.tokenizer_name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.training"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognition.training</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.activation_dropout"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.activation_dropout</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.activation_function"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.activation_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.apply_spec_augment"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.apply_spec_augment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.attention_dropout"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.attention_dropout</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.begin_suppress_tokens"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.begin_suppress_tokens</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.bos_token_id"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.bos_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.classifier_proj_size"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.classifier_proj_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.d_model"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.d_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.decoder_attention_heads"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.decoder_attention_heads</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.decoder_ffn_dim"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.decoder_ffn_dim</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.decoder_layerdrop"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.decoder_layerdrop</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.decoder_layers"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.decoder_layers</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.decoder_start_token_id"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.decoder_start_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.dropout"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.dropout</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.encoder_attention_heads"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.encoder_attention_heads</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.encoder_ffn_dim"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.encoder_ffn_dim</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.encoder_layerdrop"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.encoder_layerdrop</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.encoder_layers"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.encoder_layers</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.eos_token_id"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.eos_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.init_std"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.init_std</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.is_encoder_decoder"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.is_encoder_decoder</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.mask_feature_length"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.mask_feature_length</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.mask_feature_min_masks"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.mask_feature_min_masks</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.mask_feature_prob"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.mask_feature_prob</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.mask_time_length"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.mask_time_length</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.mask_time_min_masks"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.mask_time_min_masks</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.mask_time_prob"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.mask_time_prob</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.max_new_tokens"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.max_new_tokens</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.max_source_positions"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.max_source_positions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.max_target_positions"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.max_target_positions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.name"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.num_hidden_layers"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.num_hidden_layers</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.num_mel_bins"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.num_mel_bins</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.pad_token_id"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.pad_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.sampling_rate"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.sampling_rate</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.scale_embedding"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.scale_embedding</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.suppress_tokens"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.suppress_tokens</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.torch_dtype"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.torch_dtype</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.use_cache"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.use_cache</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.use_weighted_layer_sum"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.use_weighted_layer_sum</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.vocab_size"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.vocab_size</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig"><code class="docutils literal notranslate"><span class="pre">WhisperBPEConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.add_bos_token"><code class="docutils literal notranslate"><span class="pre">WhisperBPEConfig.add_bos_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.add_prefix_space"><code class="docutils literal notranslate"><span class="pre">WhisperBPEConfig.add_prefix_space</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.bos_token"><code class="docutils literal notranslate"><span class="pre">WhisperBPEConfig.bos_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.eos_token"><code class="docutils literal notranslate"><span class="pre">WhisperBPEConfig.eos_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.language"><code class="docutils literal notranslate"><span class="pre">WhisperBPEConfig.language</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.model_max_length"><code class="docutils literal notranslate"><span class="pre">WhisperBPEConfig.model_max_length</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.name"><code class="docutils literal notranslate"><span class="pre">WhisperBPEConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.notimestamps_token"><code class="docutils literal notranslate"><span class="pre">WhisperBPEConfig.notimestamps_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.padding_direction"><code class="docutils literal notranslate"><span class="pre">WhisperBPEConfig.padding_direction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.predict_timestamps"><code class="docutils literal notranslate"><span class="pre">WhisperBPEConfig.predict_timestamps</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.task"><code class="docutils literal notranslate"><span class="pre">WhisperBPEConfig.task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.transcribe_token"><code class="docutils literal notranslate"><span class="pre">WhisperBPEConfig.transcribe_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.translate_token"><code class="docutils literal notranslate"><span class="pre">WhisperBPEConfig.translate_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.unk_token"><code class="docutils literal notranslate"><span class="pre">WhisperBPEConfig.unk_token</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer"><code class="docutils literal notranslate"><span class="pre">WhisperBPETokenizer</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer.decode"><code class="docutils literal notranslate"><span class="pre">WhisperBPETokenizer.decode()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer.get_decoder_prompt_ids"><code class="docutils literal notranslate"><span class="pre">WhisperBPETokenizer.get_decoder_prompt_ids()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer.get_prompt_ids"><code class="docutils literal notranslate"><span class="pre">WhisperBPETokenizer.get_prompt_ids()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer.prefix_tokens"><code class="docutils literal notranslate"><span class="pre">WhisperBPETokenizer.prefix_tokens</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer.required_backends"><code class="docutils literal notranslate"><span class="pre">WhisperBPETokenizer.required_backends</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer.set_prefix_tokens"><code class="docutils literal notranslate"><span class="pre">WhisperBPETokenizer.set_prefix_tokens()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-hezar.models.speech_recognition.whisper">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-hezar.models.speech_recognition.whisper" title="Link to this heading">#</a></h2>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 current has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l5 current has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l6 current current-page"><a class="current reference internal" href="#">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
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+<li class="toctree-l1"><a class="reference internal" href="../contributing.html">Contributing to Hezar</a></li>
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+          <section id="module-hezar.models.speech_recognition.whisper.whisper_feature_extractor">
+<span id="hezar-models-speech-recognition-whisper-whisper-feature-extractor-module"></span><h1>hezar.models.speech_recognition.whisper.whisper_feature_extractor module<a class="headerlink" href="#module-hezar.models.speech_recognition.whisper.whisper_feature_extractor" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractor">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.speech_recognition.whisper.whisper_feature_extractor.</span></span><span class="sig-name descname"><span class="pre">WhisperFeatureExtractor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig" title="hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig"><span class="pre">WhisperFeatureExtractorConfig</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/speech_recognition/whisper/whisper_feature_extractor.html#WhisperFeatureExtractor"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractor" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor" title="hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor"><code class="xref py py-class docutils literal notranslate"><span class="pre">AudioFeatureExtractor</span></code></a></p>
+<p>A feature extractor for Whisper model.</p>
+<p>This feature extractor inherits from <cite>AudioFeatureExtractor</cite> which contains most of the main methods.</p>
+<p>This class extracts mel-filter bank features from raw speech using a custom numpy implementation of the <cite>Short Time
+Fourier Transform</cite> which should match pytorch’s <cite>torch.stft</cite> equivalent.</p>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractor.zero_mean_unit_var_norm">
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">zero_mean_unit_var_norm</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_values</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">attention_mask</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">padding_value</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.0</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="../_modules/hezar/models/speech_recognition/whisper/whisper_feature_extractor.html#WhisperFeatureExtractor.zero_mean_unit_var_norm"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractor.zero_mean_unit_var_norm" title="Link to this definition">#</a></dt>
+<dd><p>Every array in the list is normalized to have zero mean and unit variance</p>
+</dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.speech_recognition.whisper.whisper_feature_extractor.</span></span><span class="sig-name descname"><span class="pre">WhisperFeatureExtractorConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="s"><span class="pre">'int'</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">80</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sampling_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="s"><span class="pre">'int'</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">16000</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">padding</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="s"><span class="pre">'str'</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'longest'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">padding_value</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="s"><span class="pre">'float'</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">padding_side</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="s"><span class="pre">'str'</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'right'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hop_length</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="s"><span class="pre">'int'</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">160</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">chunk_length</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="s"><span class="pre">'int'</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">30</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_fft</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="s"><span class="pre">'int'</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">400</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_attention_mask</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="s"><span class="pre">'bool'</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/speech_recognition/whisper/whisper_feature_extractor.html#WhisperFeatureExtractorConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig" title="hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">AudioFeatureExtractorConfig</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.chunk_length">
+<span class="sig-name descname"><span class="pre">chunk_length</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">30</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.chunk_length" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.feature_size">
+<span class="sig-name descname"><span class="pre">feature_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">80</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.feature_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.hop_length">
+<span class="sig-name descname"><span class="pre">hop_length</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">160</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.hop_length" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.n_fft">
+<span class="sig-name descname"><span class="pre">n_fft</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">400</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.n_fft" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'whisper_feature_extractor'</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.padding">
+<span class="sig-name descname"><span class="pre">padding</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'longest'</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.padding" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.padding_side">
+<span class="sig-name descname"><span class="pre">padding_side</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'right'</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.padding_side" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.padding_value">
+<span class="sig-name descname"><span class="pre">padding_value</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.0</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.padding_value" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.return_attention_mask">
+<span class="sig-name descname"><span class="pre">return_attention_mask</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.return_attention_mask" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.sampling_rate">
+<span class="sig-name descname"><span class="pre">sampling_rate</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">16000</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.sampling_rate" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
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+<li><a class="reference internal" href="#">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a><ul>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractor"><code class="docutils literal notranslate"><span class="pre">WhisperFeatureExtractor</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractor.zero_mean_unit_var_norm"><code class="docutils literal notranslate"><span class="pre">WhisperFeatureExtractor.zero_mean_unit_var_norm()</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig"><code class="docutils literal notranslate"><span class="pre">WhisperFeatureExtractorConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.chunk_length"><code class="docutils literal notranslate"><span class="pre">WhisperFeatureExtractorConfig.chunk_length</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.feature_size"><code class="docutils literal notranslate"><span class="pre">WhisperFeatureExtractorConfig.feature_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.hop_length"><code class="docutils literal notranslate"><span class="pre">WhisperFeatureExtractorConfig.hop_length</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.n_fft"><code class="docutils literal notranslate"><span class="pre">WhisperFeatureExtractorConfig.n_fft</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.name"><code class="docutils literal notranslate"><span class="pre">WhisperFeatureExtractorConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.padding"><code class="docutils literal notranslate"><span class="pre">WhisperFeatureExtractorConfig.padding</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.padding_side"><code class="docutils literal notranslate"><span class="pre">WhisperFeatureExtractorConfig.padding_side</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.padding_value"><code class="docutils literal notranslate"><span class="pre">WhisperFeatureExtractorConfig.padding_value</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.return_attention_mask"><code class="docutils literal notranslate"><span class="pre">WhisperFeatureExtractorConfig.return_attention_mask</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_feature_extractor.WhisperFeatureExtractorConfig.sampling_rate"><code class="docutils literal notranslate"><span class="pre">WhisperFeatureExtractorConfig.sampling_rate</span></code></a></li>
+</ul>
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diff --git a/source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html b/source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 current has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l5 current has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6 current current-page"><a class="current reference internal" href="#">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
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+          <section id="module-hezar.models.speech_recognition.whisper.whisper_speech_recognition">
+<span id="hezar-models-speech-recognition-whisper-whisper-speech-recognition-module"></span><h1>hezar.models.speech_recognition.whisper.whisper_speech_recognition module<a class="headerlink" href="#module-hezar.models.speech_recognition.whisper.whisper_speech_recognition" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.speech_recognition.whisper.whisper_speech_recognition.</span></span><span class="sig-name descname"><span class="pre">WhisperSpeechRecognition</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig" title="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig"><span class="pre">WhisperSpeechRecognitionConfig</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/speech_recognition/whisper/whisper_speech_recognition.html#WhisperSpeechRecognition"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.models.model.html#hezar.models.model.Model" title="hezar.models.model.Model"><code class="xref py py-class docutils literal notranslate"><span class="pre">Model</span></code></a></p>
+<p>Whisper model for automatic speech recognition</p>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.compute_loss">
+<span class="sig-name descname"><span class="pre">compute_loss</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">logits</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference internal" href="../_modules/hezar/models/speech_recognition/whisper/whisper_speech_recognition.html#WhisperSpeechRecognition.compute_loss"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.compute_loss" title="Link to this definition">#</a></dt>
+<dd><p>Compute loss on the model outputs against the given labels</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>inputs</strong> – Input tensor to compute loss on</p></li>
+<li><p><strong>targets</strong> – Target tensor</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Loss tensor</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.feature_extractor_name">
+<span class="sig-name descname"><span class="pre">feature_extractor_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'whisper_feature_extractor'</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.feature_extractor_name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.forward">
+<span class="sig-name descname"><span class="pre">forward</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_features</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">attention_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder_input_ids</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder_attention_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">head_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder_head_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cross_attn_head_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">encoder_outputs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">past_key_values</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder_inputs_embeds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_cache</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_attentions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_hidden_states</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/speech_recognition/whisper/whisper_speech_recognition.html#WhisperSpeechRecognition.forward"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.forward" title="Link to this definition">#</a></dt>
+<dd><p>Forward inputs through the model and return logits, etc.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>model_inputs</strong> – The required inputs for the model forward</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dict of outputs like logits, loss, etc.</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.freeze_encoder">
+<span class="sig-name descname"><span class="pre">freeze_encoder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/speech_recognition/whisper/whisper_speech_recognition.html#WhisperSpeechRecognition.freeze_encoder"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.freeze_encoder" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.generate">
+<span class="sig-name descname"><span class="pre">generate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_features</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">forced_decoder_ids</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">generation_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">logits_processor</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stopping_criteria</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prefix_allowed_tokens_fn</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">synced_gpus</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_timestamps</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">task</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">language</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">is_multilingual</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prompt_ids</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/speech_recognition/whisper/whisper_speech_recognition.html#WhisperSpeechRecognition.generate"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.generate" title="Link to this definition">#</a></dt>
+<dd><p>Generation method for all generative models. Generative models have the <cite>is_generative</cite> attribute set to True.
+The behavior of this method is usually controlled by <cite>generation</cite> part of the model’s config.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>model_inputs</strong> – Model inputs for generation, usually the same as forward’s <cite>model_inputs</cite></p></li>
+<li><p><strong>**kwargs</strong> – Generation kwargs</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Generated output tensor</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.get_decoder">
+<span class="sig-name descname"><span class="pre">get_decoder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/speech_recognition/whisper/whisper_speech_recognition.html#WhisperSpeechRecognition.get_decoder"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.get_decoder" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.get_encoder">
+<span class="sig-name descname"><span class="pre">get_encoder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/speech_recognition/whisper/whisper_speech_recognition.html#WhisperSpeechRecognition.get_encoder"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.get_encoder" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.get_input_embeddings">
+<span class="sig-name descname"><span class="pre">get_input_embeddings</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Module</span></span></span><a class="reference internal" href="../_modules/hezar/models/speech_recognition/whisper/whisper_speech_recognition.html#WhisperSpeechRecognition.get_input_embeddings"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.get_input_embeddings" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.get_output_embeddings">
+<span class="sig-name descname"><span class="pre">get_output_embeddings</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/speech_recognition/whisper/whisper_speech_recognition.html#WhisperSpeechRecognition.get_output_embeddings"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.get_output_embeddings" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.is_generative">
+<span class="sig-name descname"><span class="pre">is_generative</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.is_generative" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.loss_fn_name">
+<span class="sig-name descname"><span class="pre">loss_fn_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.LossType" title="hezar.constants.LossType"><span class="pre">LossType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'cross_entropy'</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.loss_fn_name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.post_process">
+<span class="sig-name descname"><span class="pre">post_process</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_outputs</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/speech_recognition/whisper/whisper_speech_recognition.html#WhisperSpeechRecognition.post_process"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.post_process" title="Link to this definition">#</a></dt>
+<dd><p>Process model outputs and return human-readable results. Called in <cite>self.predict()</cite></p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>model_outputs</strong> – model outputs to process</p></li>
+<li><p><strong>**kwargs</strong> – extra arguments specific to the derived class</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Processed model output values and converted to human-readable results</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.prepare_inputs_for_generation">
+<span class="sig-name descname"><span class="pre">prepare_inputs_for_generation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">decoder_input_ids</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">past_key_values</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_cache</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">encoder_outputs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">attention_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/speech_recognition/whisper/whisper_speech_recognition.html#WhisperSpeechRecognition.prepare_inputs_for_generation"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.prepare_inputs_for_generation" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.preprocess">
+<span class="sig-name descname"><span class="pre">preprocess</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">np.ndarray</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">np.ndarray</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/speech_recognition/whisper/whisper_speech_recognition.html#WhisperSpeechRecognition.preprocess"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.preprocess" title="Link to this definition">#</a></dt>
+<dd><p>Given raw inputs, preprocess the inputs and prepare them for model’s <cite>forward()</cite>.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>raw_inputs</strong> – Raw model inputs</p></li>
+<li><p><strong>**kwargs</strong> – Extra kwargs specific to the model. See the model’s specific class for more info</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dict of inputs for model forward</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.required_backends">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[Backends.TRANSFORMERS,</span> <span class="pre">Backends.TOKENIZERS,</span> <span class="pre">Backends.LIBROSA]</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.required_backends" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.resize_token_embeddings">
+<span class="sig-name descname"><span class="pre">resize_token_embeddings</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">new_num_tokens</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Embedding</span></span></span><a class="reference internal" href="../_modules/hezar/models/speech_recognition/whisper/whisper_speech_recognition.html#WhisperSpeechRecognition.resize_token_embeddings"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.resize_token_embeddings" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.set_output_embeddings">
+<span class="sig-name descname"><span class="pre">set_output_embeddings</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">new_embeddings</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/speech_recognition/whisper/whisper_speech_recognition.html#WhisperSpeechRecognition.set_output_embeddings"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.set_output_embeddings" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.tokenizer_name">
+<span class="sig-name descname"><span class="pre">tokenizer_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'whisper_bpe_tokenizer'</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.tokenizer_name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.training">
+<span class="sig-name descname"><span class="pre">training</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.training" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
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+                  <span>Next</span>
+                </div>
+                <div class="title">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</div>
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+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a><ul>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognition</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.compute_loss"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognition.compute_loss()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.feature_extractor_name"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognition.feature_extractor_name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.forward"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognition.forward()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.freeze_encoder"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognition.freeze_encoder()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.generate"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognition.generate()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.get_decoder"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognition.get_decoder()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.get_encoder"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognition.get_encoder()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.get_input_embeddings"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognition.get_input_embeddings()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.get_output_embeddings"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognition.get_output_embeddings()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.is_generative"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognition.is_generative</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.loss_fn_name"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognition.loss_fn_name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.post_process"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognition.post_process()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.prepare_inputs_for_generation"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognition.prepare_inputs_for_generation()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.preprocess"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognition.preprocess()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.required_backends"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognition.required_backends</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.resize_token_embeddings"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognition.resize_token_embeddings()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.set_output_embeddings"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognition.set_output_embeddings()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.tokenizer_name"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognition.tokenizer_name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition.WhisperSpeechRecognition.training"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognition.training</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
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diff --git a/source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html b/source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html
new file mode 100644
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6 current current-page"><a class="current reference internal" href="#">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
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+</ul>
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+</ul>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
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+          <section id="module-hezar.models.speech_recognition.whisper.whisper_speech_recognition_config">
+<span id="hezar-models-speech-recognition-whisper-whisper-speech-recognition-config-module"></span><h1>hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module<a class="headerlink" href="#module-hezar.models.speech_recognition.whisper.whisper_speech_recognition_config" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.</span></span><span class="sig-name descname"><span class="pre">WhisperSpeechRecognitionConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">vocab_size:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">51865</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_mel_bins:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">80</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">encoder_layers:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">6</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">encoder_attention_heads:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder_layers:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">6</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder_attention_heads:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_hidden_layers:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder_ffn_dim:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">1536</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">encoder_ffn_dim:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">1536</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">encoder_layerdrop:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder_layerdrop:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder_start_token_id:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">50257</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_cache:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sampling_rate:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">16000</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">is_encoder_decoder:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">activation_function:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'gelu'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">d_model:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">256</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dropout:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">torch_dtype:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'float32'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">attention_dropout:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">activation_dropout:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">init_std:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.02</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale_embedding:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_source_positions:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">1500</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_target_positions:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">448</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_token_id:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">50256</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bos_token_id:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">50257</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">eos_token_id:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">50256</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">suppress_tokens:</span> <span class="pre">List[int]</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">begin_suppress_tokens:</span> <span class="pre">List[int]</span> <span class="pre">=</span> <span class="pre">&lt;factory&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_weighted_layer_sum:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">classifier_proj_size:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">256</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">apply_spec_augment:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mask_time_prob:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.05</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mask_time_length:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mask_time_min_masks:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mask_feature_prob:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mask_feature_length:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mask_feature_min_masks:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_new_tokens:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">448</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/speech_recognition/whisper/whisper_speech_recognition_config.html#WhisperSpeechRecognitionConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.ModelConfig" title="hezar.configs.ModelConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">ModelConfig</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.activation_dropout">
+<span class="sig-name descname"><span class="pre">activation_dropout</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.0</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.activation_dropout" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.activation_function">
+<span class="sig-name descname"><span class="pre">activation_function</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'gelu'</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.activation_function" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.apply_spec_augment">
+<span class="sig-name descname"><span class="pre">apply_spec_augment</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.apply_spec_augment" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.attention_dropout">
+<span class="sig-name descname"><span class="pre">attention_dropout</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.0</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.attention_dropout" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.begin_suppress_tokens">
+<span class="sig-name descname"><span class="pre">begin_suppress_tokens</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.begin_suppress_tokens" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.bos_token_id">
+<span class="sig-name descname"><span class="pre">bos_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">50257</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.bos_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.classifier_proj_size">
+<span class="sig-name descname"><span class="pre">classifier_proj_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">256</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.classifier_proj_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.d_model">
+<span class="sig-name descname"><span class="pre">d_model</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">256</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.d_model" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.decoder_attention_heads">
+<span class="sig-name descname"><span class="pre">decoder_attention_heads</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">4</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.decoder_attention_heads" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.decoder_ffn_dim">
+<span class="sig-name descname"><span class="pre">decoder_ffn_dim</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1536</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.decoder_ffn_dim" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.decoder_layerdrop">
+<span class="sig-name descname"><span class="pre">decoder_layerdrop</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.0</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.decoder_layerdrop" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.decoder_layers">
+<span class="sig-name descname"><span class="pre">decoder_layers</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">6</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.decoder_layers" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.decoder_start_token_id">
+<span class="sig-name descname"><span class="pre">decoder_start_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">50257</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.decoder_start_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.dropout">
+<span class="sig-name descname"><span class="pre">dropout</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.0</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.dropout" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.encoder_attention_heads">
+<span class="sig-name descname"><span class="pre">encoder_attention_heads</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">4</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.encoder_attention_heads" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.encoder_ffn_dim">
+<span class="sig-name descname"><span class="pre">encoder_ffn_dim</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1536</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.encoder_ffn_dim" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.encoder_layerdrop">
+<span class="sig-name descname"><span class="pre">encoder_layerdrop</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.0</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.encoder_layerdrop" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.encoder_layers">
+<span class="sig-name descname"><span class="pre">encoder_layers</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">6</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.encoder_layers" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.eos_token_id">
+<span class="sig-name descname"><span class="pre">eos_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">50256</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.eos_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.init_std">
+<span class="sig-name descname"><span class="pre">init_std</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.02</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.init_std" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.is_encoder_decoder">
+<span class="sig-name descname"><span class="pre">is_encoder_decoder</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.is_encoder_decoder" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.mask_feature_length">
+<span class="sig-name descname"><span class="pre">mask_feature_length</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">10</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.mask_feature_length" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.mask_feature_min_masks">
+<span class="sig-name descname"><span class="pre">mask_feature_min_masks</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.mask_feature_min_masks" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.mask_feature_prob">
+<span class="sig-name descname"><span class="pre">mask_feature_prob</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.0</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.mask_feature_prob" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.mask_time_length">
+<span class="sig-name descname"><span class="pre">mask_time_length</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">10</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.mask_time_length" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.mask_time_min_masks">
+<span class="sig-name descname"><span class="pre">mask_time_min_masks</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">2</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.mask_time_min_masks" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.mask_time_prob">
+<span class="sig-name descname"><span class="pre">mask_time_prob</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.05</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.mask_time_prob" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.max_new_tokens">
+<span class="sig-name descname"><span class="pre">max_new_tokens</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">448</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.max_new_tokens" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.max_source_positions">
+<span class="sig-name descname"><span class="pre">max_source_positions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1500</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.max_source_positions" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.max_target_positions">
+<span class="sig-name descname"><span class="pre">max_target_positions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">448</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.max_target_positions" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'whisper_speech_recognition'</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.num_hidden_layers">
+<span class="sig-name descname"><span class="pre">num_hidden_layers</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">12</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.num_hidden_layers" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.num_mel_bins">
+<span class="sig-name descname"><span class="pre">num_mel_bins</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">80</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.num_mel_bins" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.pad_token_id">
+<span class="sig-name descname"><span class="pre">pad_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">50256</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.pad_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.sampling_rate">
+<span class="sig-name descname"><span class="pre">sampling_rate</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">16000</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.sampling_rate" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.scale_embedding">
+<span class="sig-name descname"><span class="pre">scale_embedding</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.scale_embedding" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.suppress_tokens">
+<span class="sig-name descname"><span class="pre">suppress_tokens</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.suppress_tokens" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.torch_dtype">
+<span class="sig-name descname"><span class="pre">torch_dtype</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'float32'</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.torch_dtype" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.use_cache">
+<span class="sig-name descname"><span class="pre">use_cache</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.use_cache" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.use_weighted_layer_sum">
+<span class="sig-name descname"><span class="pre">use_weighted_layer_sum</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.use_weighted_layer_sum" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.vocab_size">
+<span class="sig-name descname"><span class="pre">vocab_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">51865</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.vocab_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
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+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a><ul>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.activation_dropout"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.activation_dropout</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.activation_function"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.activation_function</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.apply_spec_augment"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.apply_spec_augment</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.attention_dropout"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.attention_dropout</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.begin_suppress_tokens"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.begin_suppress_tokens</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.bos_token_id"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.bos_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.classifier_proj_size"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.classifier_proj_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.d_model"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.d_model</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.decoder_attention_heads"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.decoder_attention_heads</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.decoder_ffn_dim"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.decoder_ffn_dim</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.decoder_layerdrop"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.decoder_layerdrop</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.decoder_layers"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.decoder_layers</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.decoder_start_token_id"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.decoder_start_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.dropout"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.dropout</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.encoder_attention_heads"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.encoder_attention_heads</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.encoder_ffn_dim"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.encoder_ffn_dim</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.encoder_layerdrop"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.encoder_layerdrop</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.encoder_layers"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.encoder_layers</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.eos_token_id"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.eos_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.init_std"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.init_std</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.is_encoder_decoder"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.is_encoder_decoder</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.mask_feature_length"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.mask_feature_length</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.mask_feature_min_masks"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.mask_feature_min_masks</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.mask_feature_prob"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.mask_feature_prob</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.mask_time_length"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.mask_time_length</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.mask_time_min_masks"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.mask_time_min_masks</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.mask_time_prob"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.mask_time_prob</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.max_new_tokens"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.max_new_tokens</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.max_source_positions"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.max_source_positions</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.max_target_positions"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.max_target_positions</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.name"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.num_hidden_layers"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.num_hidden_layers</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.num_mel_bins"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.num_mel_bins</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.pad_token_id"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.pad_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.sampling_rate"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.sampling_rate</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.scale_embedding"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.scale_embedding</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.suppress_tokens"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.suppress_tokens</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.torch_dtype"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.torch_dtype</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.use_cache"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.use_cache</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.use_weighted_layer_sum"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.use_weighted_layer_sum</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.WhisperSpeechRecognitionConfig.vocab_size"><code class="docutils literal notranslate"><span class="pre">WhisperSpeechRecognitionConfig.vocab_size</span></code></a></li>
+</ul>
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diff --git a/source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html b/source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html
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+<li class="toctree-l4"><a class="reference internal" href="hezar.embeddings.word2vec.html">hezar.embeddings.word2vec module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.metrics.html">hezar.metrics package</a><input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" role="switch" type="checkbox"/><label for="toctree-checkbox-9"><div class="visually-hidden">Toggle navigation of hezar.metrics package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.accuracy.html">hezar.metrics.accuracy module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.bleu.html">hezar.metrics.bleu module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.cer.html">hezar.metrics.cer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.f1.html">hezar.metrics.f1 module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.metric.html">hezar.metrics.metric module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.precision.html">hezar.metrics.precision module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.recall.html">hezar.metrics.recall module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.rouge.html">hezar.metrics.rouge module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.seqeval.html">hezar.metrics.seqeval module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.wer.html">hezar.metrics.wer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 current has-children"><a class="reference internal" href="hezar.models.html">hezar.models package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" role="switch" type="checkbox"/><label for="toctree-checkbox-10"><div class="visually-hidden">Toggle navigation of hezar.models package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.backbone.html">hezar.models.backbone package</a><input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" role="switch" type="checkbox"/><label for="toctree-checkbox-11"><div class="visually-hidden">Toggle navigation of hezar.models.backbone package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.bert.html">hezar.models.backbone.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" role="switch" type="checkbox"/><label for="toctree-checkbox-12"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.bert.bert.html">hezar.models.backbone.bert.bert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.bert.bert_config.html">hezar.models.backbone.bert.bert_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.distilbert.html">hezar.models.backbone.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" role="switch" type="checkbox"/><label for="toctree-checkbox-13"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert.html">hezar.models.backbone.distilbert.distilbert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 current has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l5 current has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6 current current-page"><a class="current reference internal" href="#">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
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+          <section id="module-hezar.models.speech_recognition.whisper.whisper_tokenizer">
+<span id="hezar-models-speech-recognition-whisper-whisper-tokenizer-module"></span><h1>hezar.models.speech_recognition.whisper.whisper_tokenizer module<a class="headerlink" href="#module-hezar.models.speech_recognition.whisper.whisper_tokenizer" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.speech_recognition.whisper.whisper_tokenizer.</span></span><span class="sig-name descname"><span class="pre">WhisperBPEConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">max_length:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">512</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">truncation_strategy:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'longest_first'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">truncation_direction:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'right'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stride:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">padding_strategy:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'longest'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">padding_direction:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'right'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_to_multiple_of:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_token_type_id:</span> <span class="pre">'int'</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bos_token:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'&lt;|startoftranscript|&gt;'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">eos_token:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'&lt;|endoftext|&gt;'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">unk_token:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'&lt;|endoftext|&gt;'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep_token:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'&lt;sep&gt;'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_token:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'&lt;pad&gt;'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cls_token:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'&lt;cls&gt;'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mask_token:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'&lt;mask&gt;'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">additional_special_tokens:</span> <span class="pre">List</span> <span class="pre">=</span> <span class="pre">&lt;factory&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dropout:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">continuing_subword_prefix:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">end_of_word_suffix:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fuse_unk:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vocab_size:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">30000</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_frequency:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">limit_alphabet:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">1000</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initial_alphabet:</span> <span class="pre">list</span> <span class="pre">=</span> <span class="pre">&lt;factory&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">show_progress:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">translate_token:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'&lt;|translate|&gt;'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transcribe_token:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'&lt;|transcribe|&gt;'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">notimestamps_token:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'&lt;|notimestamps|&gt;'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">add_prefix_space:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">add_bos_token:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_max_length:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">1024</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">language:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">task:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predict_timestamps:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/speech_recognition/whisper/whisper_tokenizer.html#WhisperBPEConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig" title="hezar.preprocessors.tokenizers.bpe.BPEConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">BPEConfig</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.add_bos_token">
+<span class="sig-name descname"><span class="pre">add_bos_token</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.add_bos_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.add_prefix_space">
+<span class="sig-name descname"><span class="pre">add_prefix_space</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.add_prefix_space" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.bos_token">
+<span class="sig-name descname"><span class="pre">bos_token</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'&lt;|startoftranscript|&gt;'</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.bos_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.eos_token">
+<span class="sig-name descname"><span class="pre">eos_token</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'&lt;|endoftext|&gt;'</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.eos_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.language">
+<span class="sig-name descname"><span class="pre">language</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.language" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.model_max_length">
+<span class="sig-name descname"><span class="pre">model_max_length</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1024</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.model_max_length" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'whisper_bpe_tokenizer'</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.notimestamps_token">
+<span class="sig-name descname"><span class="pre">notimestamps_token</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'&lt;|notimestamps|&gt;'</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.notimestamps_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.padding_direction">
+<span class="sig-name descname"><span class="pre">padding_direction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'right'</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.padding_direction" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.predict_timestamps">
+<span class="sig-name descname"><span class="pre">predict_timestamps</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.predict_timestamps" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.task">
+<span class="sig-name descname"><span class="pre">task</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.task" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.transcribe_token">
+<span class="sig-name descname"><span class="pre">transcribe_token</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'&lt;|transcribe|&gt;'</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.transcribe_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.translate_token">
+<span class="sig-name descname"><span class="pre">translate_token</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'&lt;|translate|&gt;'</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.translate_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.unk_token">
+<span class="sig-name descname"><span class="pre">unk_token</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'&lt;|endoftext|&gt;'</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.unk_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.speech_recognition.whisper.whisper_tokenizer.</span></span><span class="sig-name descname"><span class="pre">WhisperBPETokenizer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tokenizer_file</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/speech_recognition/whisper/whisper_tokenizer.html#WhisperBPETokenizer"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPETokenizer" title="hezar.preprocessors.tokenizers.bpe.BPETokenizer"><code class="xref py py-class docutils literal notranslate"><span class="pre">BPETokenizer</span></code></a></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer.decode">
+<span class="sig-name descname"><span class="pre">decode</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">token_ids</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skip_special_tokens</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_offsets</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">time_precision</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.02</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decode_with_timestamps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/speech_recognition/whisper/whisper_tokenizer.html#WhisperBPETokenizer.decode"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer.decode" title="Link to this definition">#</a></dt>
+<dd><p>Override decode method to enable timestamps and offsets.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer.get_decoder_prompt_ids">
+<span class="sig-name descname"><span class="pre">get_decoder_prompt_ids</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">task</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">language</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">no_timestamps</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/speech_recognition/whisper/whisper_tokenizer.html#WhisperBPETokenizer.get_decoder_prompt_ids"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer.get_decoder_prompt_ids" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer.get_prompt_ids">
+<span class="sig-name descname"><span class="pre">get_prompt_ids</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">text</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_tensors</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'np'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/speech_recognition/whisper/whisper_tokenizer.html#WhisperBPETokenizer.get_prompt_ids"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer.get_prompt_ids" title="Link to this definition">#</a></dt>
+<dd><p>Converts prompt text to IDs that can be passed to [<cite>~WhisperForConditionalGeneration.generate</cite>].</p>
+</dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer.prefix_tokens">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">prefix_tokens</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer.prefix_tokens" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer.required_backends">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[Backends.TOKENIZERS]</span></em><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer.required_backends" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer.set_prefix_tokens">
+<span class="sig-name descname"><span class="pre">set_prefix_tokens</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">language</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">task</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predict_timestamps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/speech_recognition/whisper/whisper_tokenizer.html#WhisperBPETokenizer.set_prefix_tokens"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer.set_prefix_tokens" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
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+            <ul>
+<li><a class="reference internal" href="#">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a><ul>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig"><code class="docutils literal notranslate"><span class="pre">WhisperBPEConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.add_bos_token"><code class="docutils literal notranslate"><span class="pre">WhisperBPEConfig.add_bos_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.add_prefix_space"><code class="docutils literal notranslate"><span class="pre">WhisperBPEConfig.add_prefix_space</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.bos_token"><code class="docutils literal notranslate"><span class="pre">WhisperBPEConfig.bos_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.eos_token"><code class="docutils literal notranslate"><span class="pre">WhisperBPEConfig.eos_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.language"><code class="docutils literal notranslate"><span class="pre">WhisperBPEConfig.language</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.model_max_length"><code class="docutils literal notranslate"><span class="pre">WhisperBPEConfig.model_max_length</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.name"><code class="docutils literal notranslate"><span class="pre">WhisperBPEConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.notimestamps_token"><code class="docutils literal notranslate"><span class="pre">WhisperBPEConfig.notimestamps_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.padding_direction"><code class="docutils literal notranslate"><span class="pre">WhisperBPEConfig.padding_direction</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.predict_timestamps"><code class="docutils literal notranslate"><span class="pre">WhisperBPEConfig.predict_timestamps</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.task"><code class="docutils literal notranslate"><span class="pre">WhisperBPEConfig.task</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.transcribe_token"><code class="docutils literal notranslate"><span class="pre">WhisperBPEConfig.transcribe_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.translate_token"><code class="docutils literal notranslate"><span class="pre">WhisperBPEConfig.translate_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPEConfig.unk_token"><code class="docutils literal notranslate"><span class="pre">WhisperBPEConfig.unk_token</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer"><code class="docutils literal notranslate"><span class="pre">WhisperBPETokenizer</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer.decode"><code class="docutils literal notranslate"><span class="pre">WhisperBPETokenizer.decode()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer.get_decoder_prompt_ids"><code class="docutils literal notranslate"><span class="pre">WhisperBPETokenizer.get_decoder_prompt_ids()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer.get_prompt_ids"><code class="docutils literal notranslate"><span class="pre">WhisperBPETokenizer.get_prompt_ids()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer.prefix_tokens"><code class="docutils literal notranslate"><span class="pre">WhisperBPETokenizer.prefix_tokens</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer.required_backends"><code class="docutils literal notranslate"><span class="pre">WhisperBPETokenizer.required_backends</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.speech_recognition.whisper.whisper_tokenizer.WhisperBPETokenizer.set_prefix_tokens"><code class="docutils literal notranslate"><span class="pre">WhisperBPETokenizer.set_prefix_tokens()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 current has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l5 current has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l6 current current-page"><a class="current reference internal" href="#">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
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+          <section id="module-hezar.models.text_classification.bert.bert_text_classification">
+<span id="hezar-models-text-classification-bert-bert-text-classification-module"></span><h1>hezar.models.text_classification.bert.bert_text_classification module<a class="headerlink" href="#module-hezar.models.text_classification.bert.bert_text_classification" title="Link to this heading">#</a></h1>
+<p>A BERT model for text classification built using HuggingFace Transformers</p>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.text_classification.bert.bert_text_classification.BertTextClassification">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.text_classification.bert.bert_text_classification.</span></span><span class="sig-name descname"><span class="pre">BertTextClassification</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig" title="hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig"><span class="pre">BertTextClassificationConfig</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/text_classification/bert/bert_text_classification.html#BertTextClassification"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.text_classification.bert.bert_text_classification.BertTextClassification" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.models.model.html#hezar.models.model.Model" title="hezar.models.model.Model"><code class="xref py py-class docutils literal notranslate"><span class="pre">Model</span></code></a></p>
+<p>A standard 🤗Transformers Bert model for text classification</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>config</strong> – The whole model config including arguments needed for the inner 🤗Transformers model.</p>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.compute_loss">
+<span class="sig-name descname"><span class="pre">compute_loss</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">logits</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference internal" href="../_modules/hezar/models/text_classification/bert/bert_text_classification.html#BertTextClassification.compute_loss"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.compute_loss" title="Link to this definition">#</a></dt>
+<dd><p>Compute loss on the model outputs against the given labels</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>inputs</strong> – Input tensor to compute loss on</p></li>
+<li><p><strong>targets</strong> – Target tensor</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Loss tensor</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.forward">
+<span class="sig-name descname"><span class="pre">forward</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">token_ids</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">attention_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">token_type_ids</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">position_ids</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">head_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">inputs_embeds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">encoder_hidden_states</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">encoder_attention_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">past_key_values</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_cache</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_attentions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_hidden_states</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span></span></span><a class="reference internal" href="../_modules/hezar/models/text_classification/bert/bert_text_classification.html#BertTextClassification.forward"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.forward" title="Link to this definition">#</a></dt>
+<dd><p>Forward inputs through the model and return logits, etc.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>model_inputs</strong> – The required inputs for the model forward</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dict of outputs like logits, loss, etc.</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.post_process">
+<span class="sig-name descname"><span class="pre">post_process</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_outputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">top_k</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/text_classification/bert/bert_text_classification.html#BertTextClassification.post_process"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.post_process" title="Link to this definition">#</a></dt>
+<dd><p>Process model outputs and return human-readable results. Called in <cite>self.predict()</cite></p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>model_outputs</strong> – model outputs to process</p></li>
+<li><p><strong>**kwargs</strong> – extra arguments specific to the derived class</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Processed model output values and converted to human-readable results</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.preprocess">
+<span class="sig-name descname"><span class="pre">preprocess</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/text_classification/bert/bert_text_classification.html#BertTextClassification.preprocess"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.preprocess" title="Link to this definition">#</a></dt>
+<dd><p>Given raw inputs, preprocess the inputs and prepare them for model’s <cite>forward()</cite>.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>raw_inputs</strong> – Raw model inputs</p></li>
+<li><p><strong>**kwargs</strong> – Extra kwargs specific to the model. See the model’s specific class for more info</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dict of inputs for model forward</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.required_backends">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[Backends.TRANSFORMERS,</span> <span class="pre">Backends.TOKENIZERS]</span></em><a class="headerlink" href="#hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.required_backends" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.skip_keys_on_load">
+<span class="sig-name descname"><span class="pre">skip_keys_on_load</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">['model.embeddings.position_ids',</span> <span class="pre">'bert.embeddings.position_ids',</span> <span class="pre">'model.bert.embeddings.position_ids']</span></em><a class="headerlink" href="#hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.skip_keys_on_load" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.tokenizer_name">
+<span class="sig-name descname"><span class="pre">tokenizer_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'wordpiece_tokenizer'</span></em><a class="headerlink" href="#hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.tokenizer_name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.training">
+<span class="sig-name descname"><span class="pre">training</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.training" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
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+<li><a class="reference internal" href="#">hezar.models.text_classification.bert.bert_text_classification module</a><ul>
+<li><a class="reference internal" href="#hezar.models.text_classification.bert.bert_text_classification.BertTextClassification"><code class="docutils literal notranslate"><span class="pre">BertTextClassification</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.compute_loss"><code class="docutils literal notranslate"><span class="pre">BertTextClassification.compute_loss()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.forward"><code class="docutils literal notranslate"><span class="pre">BertTextClassification.forward()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.post_process"><code class="docutils literal notranslate"><span class="pre">BertTextClassification.post_process()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.preprocess"><code class="docutils literal notranslate"><span class="pre">BertTextClassification.preprocess()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.required_backends"><code class="docutils literal notranslate"><span class="pre">BertTextClassification.required_backends</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.skip_keys_on_load"><code class="docutils literal notranslate"><span class="pre">BertTextClassification.skip_keys_on_load</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.tokenizer_name"><code class="docutils literal notranslate"><span class="pre">BertTextClassification.tokenizer_name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.training"><code class="docutils literal notranslate"><span class="pre">BertTextClassification.training</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 current has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l5 current has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6 current current-page"><a class="current reference internal" href="#">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.logging.html">hezar.utils.logging module</a></li>
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+          <section id="module-hezar.models.text_classification.bert.bert_text_classification_config">
+<span id="hezar-models-text-classification-bert-bert-text-classification-config-module"></span><h1>hezar.models.text_classification.bert.bert_text_classification_config module<a class="headerlink" href="#module-hezar.models.text_classification.bert.bert_text_classification_config" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.text_classification.bert.bert_text_classification_config.</span></span><span class="sig-name descname"><span class="pre">BertTextClassificationConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">task:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">&lt;TaskType.TEXT_CLASSIFICATION:</span> <span class="pre">'text_classification'&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_labels:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id2label:</span> <span class="pre">dict</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vocab_size:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">42000</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_size:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">768</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_hidden_layers:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_attention_heads:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">intermediate_size:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">3072</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_act:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'gelu'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_dropout_prob:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">attention_probs_dropout_prob:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_position_embeddings:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">512</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">type_vocab_size:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initializer_range:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.02</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">layer_norm_eps:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">1e-12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_token_id:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">position_embedding_type:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'absolute'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_cache:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">classifier_dropout:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/text_classification/bert/bert_text_classification_config.html#BertTextClassificationConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.ModelConfig" title="hezar.configs.ModelConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">ModelConfig</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.attention_probs_dropout_prob">
+<span class="sig-name descname"><span class="pre">attention_probs_dropout_prob</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.1</span></em><a class="headerlink" href="#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.attention_probs_dropout_prob" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.classifier_dropout">
+<span class="sig-name descname"><span class="pre">classifier_dropout</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.classifier_dropout" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.hidden_act">
+<span class="sig-name descname"><span class="pre">hidden_act</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'gelu'</span></em><a class="headerlink" href="#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.hidden_act" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.hidden_dropout_prob">
+<span class="sig-name descname"><span class="pre">hidden_dropout_prob</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.1</span></em><a class="headerlink" href="#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.hidden_dropout_prob" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.hidden_size">
+<span class="sig-name descname"><span class="pre">hidden_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">768</span></em><a class="headerlink" href="#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.hidden_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.id2label">
+<span class="sig-name descname"><span class="pre">id2label</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">dict</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.id2label" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.initializer_range">
+<span class="sig-name descname"><span class="pre">initializer_range</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.02</span></em><a class="headerlink" href="#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.initializer_range" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.intermediate_size">
+<span class="sig-name descname"><span class="pre">intermediate_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">3072</span></em><a class="headerlink" href="#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.intermediate_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.layer_norm_eps">
+<span class="sig-name descname"><span class="pre">layer_norm_eps</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1e-12</span></em><a class="headerlink" href="#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.layer_norm_eps" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.max_position_embeddings">
+<span class="sig-name descname"><span class="pre">max_position_embeddings</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">512</span></em><a class="headerlink" href="#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.max_position_embeddings" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'bert_text_classification'</span></em><a class="headerlink" href="#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.num_attention_heads">
+<span class="sig-name descname"><span class="pre">num_attention_heads</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">12</span></em><a class="headerlink" href="#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.num_attention_heads" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.num_hidden_layers">
+<span class="sig-name descname"><span class="pre">num_hidden_layers</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">12</span></em><a class="headerlink" href="#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.num_hidden_layers" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.num_labels">
+<span class="sig-name descname"><span class="pre">num_labels</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.num_labels" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.pad_token_id">
+<span class="sig-name descname"><span class="pre">pad_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.pad_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.position_embedding_type">
+<span class="sig-name descname"><span class="pre">position_embedding_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'absolute'</span></em><a class="headerlink" href="#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.position_embedding_type" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.task">
+<span class="sig-name descname"><span class="pre">task</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'text_classification'</span></em><a class="headerlink" href="#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.task" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.type_vocab_size">
+<span class="sig-name descname"><span class="pre">type_vocab_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">2</span></em><a class="headerlink" href="#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.type_vocab_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.use_cache">
+<span class="sig-name descname"><span class="pre">use_cache</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.use_cache" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.vocab_size">
+<span class="sig-name descname"><span class="pre">vocab_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">42000</span></em><a class="headerlink" href="#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.vocab_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
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+            <ul>
+<li><a class="reference internal" href="#">hezar.models.text_classification.bert.bert_text_classification_config module</a><ul>
+<li><a class="reference internal" href="#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig"><code class="docutils literal notranslate"><span class="pre">BertTextClassificationConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.attention_probs_dropout_prob"><code class="docutils literal notranslate"><span class="pre">BertTextClassificationConfig.attention_probs_dropout_prob</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.classifier_dropout"><code class="docutils literal notranslate"><span class="pre">BertTextClassificationConfig.classifier_dropout</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.hidden_act"><code class="docutils literal notranslate"><span class="pre">BertTextClassificationConfig.hidden_act</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.hidden_dropout_prob"><code class="docutils literal notranslate"><span class="pre">BertTextClassificationConfig.hidden_dropout_prob</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.hidden_size"><code class="docutils literal notranslate"><span class="pre">BertTextClassificationConfig.hidden_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.id2label"><code class="docutils literal notranslate"><span class="pre">BertTextClassificationConfig.id2label</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.initializer_range"><code class="docutils literal notranslate"><span class="pre">BertTextClassificationConfig.initializer_range</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.intermediate_size"><code class="docutils literal notranslate"><span class="pre">BertTextClassificationConfig.intermediate_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.layer_norm_eps"><code class="docutils literal notranslate"><span class="pre">BertTextClassificationConfig.layer_norm_eps</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.max_position_embeddings"><code class="docutils literal notranslate"><span class="pre">BertTextClassificationConfig.max_position_embeddings</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.name"><code class="docutils literal notranslate"><span class="pre">BertTextClassificationConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.num_attention_heads"><code class="docutils literal notranslate"><span class="pre">BertTextClassificationConfig.num_attention_heads</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.num_hidden_layers"><code class="docutils literal notranslate"><span class="pre">BertTextClassificationConfig.num_hidden_layers</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.num_labels"><code class="docutils literal notranslate"><span class="pre">BertTextClassificationConfig.num_labels</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.pad_token_id"><code class="docutils literal notranslate"><span class="pre">BertTextClassificationConfig.pad_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.position_embedding_type"><code class="docutils literal notranslate"><span class="pre">BertTextClassificationConfig.position_embedding_type</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.task"><code class="docutils literal notranslate"><span class="pre">BertTextClassificationConfig.task</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.type_vocab_size"><code class="docutils literal notranslate"><span class="pre">BertTextClassificationConfig.type_vocab_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.use_cache"><code class="docutils literal notranslate"><span class="pre">BertTextClassificationConfig.use_cache</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.vocab_size"><code class="docutils literal notranslate"><span class="pre">BertTextClassificationConfig.vocab_size</span></code></a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.embeddings.word2vec.html">hezar.embeddings.word2vec module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.metrics.html">hezar.metrics package</a><input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" role="switch" type="checkbox"/><label for="toctree-checkbox-9"><div class="visually-hidden">Toggle navigation of hezar.metrics package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.accuracy.html">hezar.metrics.accuracy module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.bleu.html">hezar.metrics.bleu module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.cer.html">hezar.metrics.cer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.f1.html">hezar.metrics.f1 module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.metric.html">hezar.metrics.metric module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.precision.html">hezar.metrics.precision module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.recall.html">hezar.metrics.recall module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.rouge.html">hezar.metrics.rouge module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.seqeval.html">hezar.metrics.seqeval module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.wer.html">hezar.metrics.wer module</a></li>
+</ul>
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+<li class="toctree-l3 current has-children"><a class="reference internal" href="hezar.models.html">hezar.models package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" role="switch" type="checkbox"/><label for="toctree-checkbox-10"><div class="visually-hidden">Toggle navigation of hezar.models package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.backbone.html">hezar.models.backbone package</a><input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" role="switch" type="checkbox"/><label for="toctree-checkbox-11"><div class="visually-hidden">Toggle navigation of hezar.models.backbone package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.bert.html">hezar.models.backbone.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" role="switch" type="checkbox"/><label for="toctree-checkbox-12"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.bert.bert.html">hezar.models.backbone.bert.bert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.bert.bert_config.html">hezar.models.backbone.bert.bert_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.distilbert.html">hezar.models.backbone.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" role="switch" type="checkbox"/><label for="toctree-checkbox-13"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert.html">hezar.models.backbone.distilbert.distilbert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 current has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l5 current has-children current-page"><a class="current reference internal" href="#">hezar.models.text_classification.bert package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+          <section id="hezar-models-text-classification-bert-package">
+<h1>hezar.models.text_classification.bert package<a class="headerlink" href="#hezar-models-text-classification-bert-package" title="Link to this heading">#</a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">#</a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html#hezar.models.text_classification.bert.bert_text_classification.BertTextClassification"><code class="docutils literal notranslate"><span class="pre">BertTextClassification</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html#hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.compute_loss"><code class="docutils literal notranslate"><span class="pre">BertTextClassification.compute_loss()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html#hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.forward"><code class="docutils literal notranslate"><span class="pre">BertTextClassification.forward()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html#hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.post_process"><code class="docutils literal notranslate"><span class="pre">BertTextClassification.post_process()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html#hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.preprocess"><code class="docutils literal notranslate"><span class="pre">BertTextClassification.preprocess()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html#hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.required_backends"><code class="docutils literal notranslate"><span class="pre">BertTextClassification.required_backends</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html#hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.skip_keys_on_load"><code class="docutils literal notranslate"><span class="pre">BertTextClassification.skip_keys_on_load</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html#hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.tokenizer_name"><code class="docutils literal notranslate"><span class="pre">BertTextClassification.tokenizer_name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html#hezar.models.text_classification.bert.bert_text_classification.BertTextClassification.training"><code class="docutils literal notranslate"><span class="pre">BertTextClassification.training</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig"><code class="docutils literal notranslate"><span class="pre">BertTextClassificationConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.attention_probs_dropout_prob"><code class="docutils literal notranslate"><span class="pre">BertTextClassificationConfig.attention_probs_dropout_prob</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.classifier_dropout"><code class="docutils literal notranslate"><span class="pre">BertTextClassificationConfig.classifier_dropout</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.hidden_act"><code class="docutils literal notranslate"><span class="pre">BertTextClassificationConfig.hidden_act</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.hidden_dropout_prob"><code class="docutils literal notranslate"><span class="pre">BertTextClassificationConfig.hidden_dropout_prob</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.hidden_size"><code class="docutils literal notranslate"><span class="pre">BertTextClassificationConfig.hidden_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.id2label"><code class="docutils literal notranslate"><span class="pre">BertTextClassificationConfig.id2label</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.initializer_range"><code class="docutils literal notranslate"><span class="pre">BertTextClassificationConfig.initializer_range</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.intermediate_size"><code class="docutils literal notranslate"><span class="pre">BertTextClassificationConfig.intermediate_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.layer_norm_eps"><code class="docutils literal notranslate"><span class="pre">BertTextClassificationConfig.layer_norm_eps</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.max_position_embeddings"><code class="docutils literal notranslate"><span class="pre">BertTextClassificationConfig.max_position_embeddings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.name"><code class="docutils literal notranslate"><span class="pre">BertTextClassificationConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.num_attention_heads"><code class="docutils literal notranslate"><span class="pre">BertTextClassificationConfig.num_attention_heads</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.num_hidden_layers"><code class="docutils literal notranslate"><span class="pre">BertTextClassificationConfig.num_hidden_layers</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.num_labels"><code class="docutils literal notranslate"><span class="pre">BertTextClassificationConfig.num_labels</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.pad_token_id"><code class="docutils literal notranslate"><span class="pre">BertTextClassificationConfig.pad_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.position_embedding_type"><code class="docutils literal notranslate"><span class="pre">BertTextClassificationConfig.position_embedding_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.task"><code class="docutils literal notranslate"><span class="pre">BertTextClassificationConfig.task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.type_vocab_size"><code class="docutils literal notranslate"><span class="pre">BertTextClassificationConfig.type_vocab_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.use_cache"><code class="docutils literal notranslate"><span class="pre">BertTextClassificationConfig.use_cache</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig.vocab_size"><code class="docutils literal notranslate"><span class="pre">BertTextClassificationConfig.vocab_size</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-hezar.models.text_classification.bert">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-hezar.models.text_classification.bert" title="Link to this heading">#</a></h2>
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diff --git a/source/hezar.models.text_classification.distilbert.distilbert_text_classification.html b/source/hezar.models.text_classification.distilbert.distilbert_text_classification.html
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 current has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 current has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l6 current current-page"><a class="current reference internal" href="#">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
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+          <section id="module-hezar.models.text_classification.distilbert.distilbert_text_classification">
+<span id="hezar-models-text-classification-distilbert-distilbert-text-classification-module"></span><h1>hezar.models.text_classification.distilbert.distilbert_text_classification module<a class="headerlink" href="#module-hezar.models.text_classification.distilbert.distilbert_text_classification" title="Link to this heading">#</a></h1>
+<p>A DistilBERT model for text classification built using HuggingFace Transformers</p>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.text_classification.distilbert.distilbert_text_classification.</span></span><span class="sig-name descname"><span class="pre">DistilBertTextClassification</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig" title="hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig"><span class="pre">DistilBertTextClassificationConfig</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/text_classification/distilbert/distilbert_text_classification.html#DistilBertTextClassification"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.models.model.html#hezar.models.model.Model" title="hezar.models.model.Model"><code class="xref py py-class docutils literal notranslate"><span class="pre">Model</span></code></a></p>
+<p>A standard 🤗Transformers DistilBert model for text classification</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>config</strong> – The whole model config including arguments needed for the inner 🤗Transformers model.</p>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification.compute_loss">
+<span class="sig-name descname"><span class="pre">compute_loss</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">logits</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference internal" href="../_modules/hezar/models/text_classification/distilbert/distilbert_text_classification.html#DistilBertTextClassification.compute_loss"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification.compute_loss" title="Link to this definition">#</a></dt>
+<dd><p>Compute loss on the model outputs against the given labels</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>inputs</strong> – Input tensor to compute loss on</p></li>
+<li><p><strong>targets</strong> – Target tensor</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Loss tensor</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification.forward">
+<span class="sig-name descname"><span class="pre">forward</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">token_ids</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">attention_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">head_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">inputs_embeds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_attentions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_hidden_states</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span></span></span><a class="reference internal" href="../_modules/hezar/models/text_classification/distilbert/distilbert_text_classification.html#DistilBertTextClassification.forward"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification.forward" title="Link to this definition">#</a></dt>
+<dd><p>Forward inputs through the model and return logits, etc.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>model_inputs</strong> – The required inputs for the model forward</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dict of outputs like logits, loss, etc.</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification.post_process">
+<span class="sig-name descname"><span class="pre">post_process</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_outputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">top_k</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/text_classification/distilbert/distilbert_text_classification.html#DistilBertTextClassification.post_process"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification.post_process" title="Link to this definition">#</a></dt>
+<dd><p>Process model outputs and return human-readable results. Called in <cite>self.predict()</cite></p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>model_outputs</strong> – model outputs to process</p></li>
+<li><p><strong>**kwargs</strong> – extra arguments specific to the derived class</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Processed model output values and converted to human-readable results</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification.preprocess">
+<span class="sig-name descname"><span class="pre">preprocess</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/text_classification/distilbert/distilbert_text_classification.html#DistilBertTextClassification.preprocess"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification.preprocess" title="Link to this definition">#</a></dt>
+<dd><p>Given raw inputs, preprocess the inputs and prepare them for model’s <cite>forward()</cite>.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>raw_inputs</strong> – Raw model inputs</p></li>
+<li><p><strong>**kwargs</strong> – Extra kwargs specific to the model. See the model’s specific class for more info</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dict of inputs for model forward</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification.required_backends">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[Backends.TRANSFORMERS,</span> <span class="pre">Backends.TOKENIZERS]</span></em><a class="headerlink" href="#hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification.required_backends" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification.tokenizer_name">
+<span class="sig-name descname"><span class="pre">tokenizer_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'wordpiece_tokenizer'</span></em><a class="headerlink" href="#hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification.tokenizer_name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification.training">
+<span class="sig-name descname"><span class="pre">training</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification.training" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
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+<li><a class="reference internal" href="#">hezar.models.text_classification.distilbert.distilbert_text_classification module</a><ul>
+<li><a class="reference internal" href="#hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassification</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification.compute_loss"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassification.compute_loss()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification.forward"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassification.forward()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification.post_process"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassification.post_process()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification.preprocess"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassification.preprocess()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification.required_backends"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassification.required_backends</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification.tokenizer_name"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassification.tokenizer_name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification.training"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassification.training</span></code></a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
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+</ul>
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+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 current has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 current has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
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+<li class="toctree-l6 current current-page"><a class="current reference internal" href="#">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
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+          <section id="module-hezar.models.text_classification.distilbert.distilbert_text_classification_config">
+<span id="hezar-models-text-classification-distilbert-distilbert-text-classification-config-module"></span><h1>hezar.models.text_classification.distilbert.distilbert_text_classification_config module<a class="headerlink" href="#module-hezar.models.text_classification.distilbert.distilbert_text_classification_config" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.text_classification.distilbert.distilbert_text_classification_config.</span></span><span class="sig-name descname"><span class="pre">DistilBertTextClassificationConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">task:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">&lt;TaskType.TEXT_CLASSIFICATION:</span> <span class="pre">'text_classification'&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_labels:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id2label:</span> <span class="pre">dict</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">activation:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'gelu'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">attention_dropout:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dim:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">768</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dropout:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_dim:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">3072</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initializer_range:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.02</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_position_embeddings:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">512</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_heads:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_layers:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">6</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_past:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_token_id:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">qa_dropout:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">seq_classif_dropout:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tie_weights_:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vocab_size:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">42000</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/text_classification/distilbert/distilbert_text_classification_config.html#DistilBertTextClassificationConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.ModelConfig" title="hezar.configs.ModelConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">ModelConfig</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.activation">
+<span class="sig-name descname"><span class="pre">activation</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'gelu'</span></em><a class="headerlink" href="#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.activation" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.attention_dropout">
+<span class="sig-name descname"><span class="pre">attention_dropout</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.1</span></em><a class="headerlink" href="#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.attention_dropout" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.dim">
+<span class="sig-name descname"><span class="pre">dim</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">768</span></em><a class="headerlink" href="#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.dim" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.dropout">
+<span class="sig-name descname"><span class="pre">dropout</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.1</span></em><a class="headerlink" href="#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.dropout" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.hidden_dim">
+<span class="sig-name descname"><span class="pre">hidden_dim</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">3072</span></em><a class="headerlink" href="#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.hidden_dim" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.id2label">
+<span class="sig-name descname"><span class="pre">id2label</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">dict</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.id2label" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.initializer_range">
+<span class="sig-name descname"><span class="pre">initializer_range</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.02</span></em><a class="headerlink" href="#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.initializer_range" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.max_position_embeddings">
+<span class="sig-name descname"><span class="pre">max_position_embeddings</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">512</span></em><a class="headerlink" href="#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.max_position_embeddings" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.n_heads">
+<span class="sig-name descname"><span class="pre">n_heads</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">12</span></em><a class="headerlink" href="#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.n_heads" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.n_layers">
+<span class="sig-name descname"><span class="pre">n_layers</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">6</span></em><a class="headerlink" href="#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.n_layers" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'distilbert_text_classification'</span></em><a class="headerlink" href="#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.num_labels">
+<span class="sig-name descname"><span class="pre">num_labels</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.num_labels" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.output_past">
+<span class="sig-name descname"><span class="pre">output_past</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.output_past" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.pad_token_id">
+<span class="sig-name descname"><span class="pre">pad_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.pad_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.qa_dropout">
+<span class="sig-name descname"><span class="pre">qa_dropout</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.1</span></em><a class="headerlink" href="#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.qa_dropout" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.seq_classif_dropout">
+<span class="sig-name descname"><span class="pre">seq_classif_dropout</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.2</span></em><a class="headerlink" href="#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.seq_classif_dropout" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.task">
+<span class="sig-name descname"><span class="pre">task</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'text_classification'</span></em><a class="headerlink" href="#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.task" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.tie_weights_">
+<span class="sig-name descname"><span class="pre">tie_weights_</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.tie_weights_" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.vocab_size">
+<span class="sig-name descname"><span class="pre">vocab_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">42000</span></em><a class="headerlink" href="#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.vocab_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
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+<li><a class="reference internal" href="#">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a><ul>
+<li><a class="reference internal" href="#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassificationConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.activation"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassificationConfig.activation</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.attention_dropout"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassificationConfig.attention_dropout</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.dim"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassificationConfig.dim</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.dropout"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassificationConfig.dropout</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.hidden_dim"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassificationConfig.hidden_dim</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.id2label"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassificationConfig.id2label</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.initializer_range"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassificationConfig.initializer_range</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.max_position_embeddings"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassificationConfig.max_position_embeddings</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.n_heads"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassificationConfig.n_heads</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.n_layers"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassificationConfig.n_layers</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.name"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassificationConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.num_labels"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassificationConfig.num_labels</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.output_past"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassificationConfig.output_past</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.pad_token_id"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassificationConfig.pad_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.qa_dropout"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassificationConfig.qa_dropout</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.seq_classif_dropout"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassificationConfig.seq_classif_dropout</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.task"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassificationConfig.task</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.tie_weights_"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassificationConfig.tie_weights_</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.vocab_size"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassificationConfig.vocab_size</span></code></a></li>
+</ul>
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diff --git a/source/hezar.models.text_classification.distilbert.html b/source/hezar.models.text_classification.distilbert.html
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+<li class="toctree-l3 current has-children"><a class="reference internal" href="hezar.models.html">hezar.models package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" role="switch" type="checkbox"/><label for="toctree-checkbox-10"><div class="visually-hidden">Toggle navigation of hezar.models package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.backbone.html">hezar.models.backbone package</a><input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" role="switch" type="checkbox"/><label for="toctree-checkbox-11"><div class="visually-hidden">Toggle navigation of hezar.models.backbone package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.bert.bert.html">hezar.models.backbone.bert.bert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.bert.bert_config.html">hezar.models.backbone.bert.bert_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.distilbert.html">hezar.models.backbone.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" role="switch" type="checkbox"/><label for="toctree-checkbox-13"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert.html">hezar.models.backbone.distilbert.distilbert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 current has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 current has-children current-page"><a class="current reference internal" href="#">hezar.models.text_classification.distilbert package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
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+          <section id="hezar-models-text-classification-distilbert-package">
+<h1>hezar.models.text_classification.distilbert package<a class="headerlink" href="#hezar-models-text-classification-distilbert-package" title="Link to this heading">#</a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">#</a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html#hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassification</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html#hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification.compute_loss"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassification.compute_loss()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html#hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification.forward"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassification.forward()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html#hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification.post_process"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassification.post_process()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html#hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification.preprocess"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassification.preprocess()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html#hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification.required_backends"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassification.required_backends</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html#hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification.tokenizer_name"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassification.tokenizer_name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html#hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification.training"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassification.training</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassificationConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.activation"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassificationConfig.activation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.attention_dropout"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassificationConfig.attention_dropout</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.dim"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassificationConfig.dim</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.dropout"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassificationConfig.dropout</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.hidden_dim"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassificationConfig.hidden_dim</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.id2label"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassificationConfig.id2label</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.initializer_range"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassificationConfig.initializer_range</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.max_position_embeddings"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassificationConfig.max_position_embeddings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.n_heads"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassificationConfig.n_heads</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.n_layers"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassificationConfig.n_layers</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.name"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassificationConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.num_labels"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassificationConfig.num_labels</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.output_past"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassificationConfig.output_past</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.pad_token_id"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassificationConfig.pad_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.qa_dropout"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassificationConfig.qa_dropout</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.seq_classif_dropout"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassificationConfig.seq_classif_dropout</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.task"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassificationConfig.task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.tie_weights_"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassificationConfig.tie_weights_</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig.vocab_size"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassificationConfig.vocab_size</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-hezar.models.text_classification.distilbert">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-hezar.models.text_classification.distilbert" title="Link to this heading">#</a></h2>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 current has-children current-page"><a class="current reference internal" href="#">hezar.models.text_classification package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
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+<li class="toctree-l1"><a class="reference internal" href="../contributing.html">Contributing to Hezar</a></li>
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+<h1>hezar.models.text_classification package<a class="headerlink" href="#hezar-models-text-classification-package" title="Link to this heading">#</a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading">#</a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.text_classification.bert.html#submodules">Submodules</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html#hezar.models.text_classification.bert.bert_text_classification.BertTextClassification"><code class="docutils literal notranslate"><span class="pre">BertTextClassification</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html#hezar.models.text_classification.bert.bert_text_classification_config.BertTextClassificationConfig"><code class="docutils literal notranslate"><span class="pre">BertTextClassificationConfig</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.text_classification.bert.html#module-hezar.models.text_classification.bert">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.text_classification.distilbert.html#submodules">Submodules</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html#hezar.models.text_classification.distilbert.distilbert_text_classification.DistilBertTextClassification"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassification</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html#hezar.models.text_classification.distilbert.distilbert_text_classification_config.DistilBertTextClassificationConfig"><code class="docutils literal notranslate"><span class="pre">DistilBertTextClassificationConfig</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.text_classification.distilbert.html#module-hezar.models.text_classification.distilbert">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.text_classification.roberta.html#submodules">Submodules</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html#hezar.models.text_classification.roberta.roberta_text_classification.RobertaClassificationHead"><code class="docutils literal notranslate"><span class="pre">RobertaClassificationHead</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html#hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassification</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.text_classification.roberta.html#module-hezar.models.text_classification.roberta">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-hezar.models.text_classification">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-hezar.models.text_classification" title="Link to this heading">#</a></h2>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 current has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 current has-children current-page"><a class="current reference internal" href="#">hezar.models.text_classification.roberta package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.builders.html">hezar.builders module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html">hezar.configs module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html">hezar.constants module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.registry.html">hezar.registry module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../contributing.html">Contributing to Hezar</a></li>
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+          <section id="hezar-models-text-classification-roberta-package">
+<h1>hezar.models.text_classification.roberta package<a class="headerlink" href="#hezar-models-text-classification-roberta-package" title="Link to this heading">#</a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">#</a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html#hezar.models.text_classification.roberta.roberta_text_classification.RobertaClassificationHead"><code class="docutils literal notranslate"><span class="pre">RobertaClassificationHead</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html#hezar.models.text_classification.roberta.roberta_text_classification.RobertaClassificationHead.forward"><code class="docutils literal notranslate"><span class="pre">RobertaClassificationHead.forward()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html#hezar.models.text_classification.roberta.roberta_text_classification.RobertaClassificationHead.training"><code class="docutils literal notranslate"><span class="pre">RobertaClassificationHead.training</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html#hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassification</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html#hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.compute_loss"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassification.compute_loss()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html#hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.forward"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassification.forward()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html#hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.post_process"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassification.post_process()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html#hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.preprocess"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassification.preprocess()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html#hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.required_backends"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassification.required_backends</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html#hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.skip_keys_on_load"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassification.skip_keys_on_load</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html#hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.tokenizer_name"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassification.tokenizer_name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html#hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.training"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassification.training</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.attention_probs_dropout_prob"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.attention_probs_dropout_prob</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.bos_token_id"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.bos_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.classifier_dropout"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.classifier_dropout</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.eos_token_id"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.eos_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.gradient_checkpointing"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.gradient_checkpointing</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.hidden_act"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.hidden_act</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.hidden_dropout_prob"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.hidden_dropout_prob</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.hidden_size"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.hidden_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.id2label"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.id2label</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.initializer_range"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.initializer_range</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.intermediate_size"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.intermediate_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.layer_norm_eps"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.layer_norm_eps</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.max_position_embeddings"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.max_position_embeddings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.name"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.num_attention_heads"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.num_attention_heads</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.num_hidden_layers"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.num_hidden_layers</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.num_labels"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.num_labels</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.pad_token_id"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.pad_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.position_embedding_type"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.position_embedding_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.task"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.type_vocab_size"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.type_vocab_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.use_cache"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.use_cache</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.vocab_size"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.vocab_size</span></code></a></li>
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+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l5 current has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l6 current current-page"><a class="current reference internal" href="#">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
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+          <section id="module-hezar.models.text_classification.roberta.roberta_text_classification">
+<span id="hezar-models-text-classification-roberta-roberta-text-classification-module"></span><h1>hezar.models.text_classification.roberta.roberta_text_classification module<a class="headerlink" href="#module-hezar.models.text_classification.roberta.roberta_text_classification" title="Link to this heading">#</a></h1>
+<p>A RoBERTa Language Model (HuggingFace Transformers) wrapped by a Hezar Model class</p>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.text_classification.roberta.roberta_text_classification.RobertaClassificationHead">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.text_classification.roberta.roberta_text_classification.</span></span><span class="sig-name descname"><span class="pre">RobertaClassificationHead</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/text_classification/roberta/roberta_text_classification.html#RobertaClassificationHead"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.text_classification.roberta.roberta_text_classification.RobertaClassificationHead" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">Module</span></code></p>
+<p>Head for sentence-level classification tasks.</p>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.text_classification.roberta.roberta_text_classification.RobertaClassificationHead.forward">
+<span class="sig-name descname"><span class="pre">forward</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputs</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/text_classification/roberta/roberta_text_classification.html#RobertaClassificationHead.forward"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.text_classification.roberta.roberta_text_classification.RobertaClassificationHead.forward" title="Link to this definition">#</a></dt>
+<dd><p>Defines the computation performed at every call.</p>
+<p>Should be overridden by all subclasses.</p>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>Although the recipe for forward pass needs to be defined within
+this function, one should call the <code class="xref py py-class docutils literal notranslate"><span class="pre">Module</span></code> instance afterwards
+instead of this since the former takes care of running the
+registered hooks while the latter silently ignores them.</p>
+</div>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.roberta.roberta_text_classification.RobertaClassificationHead.training">
+<span class="sig-name descname"><span class="pre">training</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#hezar.models.text_classification.roberta.roberta_text_classification.RobertaClassificationHead.training" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.text_classification.roberta.roberta_text_classification.</span></span><span class="sig-name descname"><span class="pre">RobertaTextClassification</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/text_classification/roberta/roberta_text_classification.html#RobertaTextClassification"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.models.model.html#hezar.models.model.Model" title="hezar.models.model.Model"><code class="xref py py-class docutils literal notranslate"><span class="pre">Model</span></code></a></p>
+<p>A standard 🤗Transformers RoBERTa model for text classification</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>config</strong> – The whole model config including arguments needed for the inner 🤗Transformers model.</p>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.compute_loss">
+<span class="sig-name descname"><span class="pre">compute_loss</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">targets</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference internal" href="../_modules/hezar/models/text_classification/roberta/roberta_text_classification.html#RobertaTextClassification.compute_loss"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.compute_loss" title="Link to this definition">#</a></dt>
+<dd><p>Compute loss on the model outputs against the given labels</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>inputs</strong> – Input tensor to compute loss on</p></li>
+<li><p><strong>targets</strong> – Target tensor</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Loss tensor</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.forward">
+<span class="sig-name descname"><span class="pre">forward</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">token_ids</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">attention_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">token_type_ids</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">position_ids</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">head_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">inputs_embeds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_attentions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_hidden_states</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_dict</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/text_classification/roberta/roberta_text_classification.html#RobertaTextClassification.forward"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.forward" title="Link to this definition">#</a></dt>
+<dd><p>Forward inputs through the model and return logits, etc.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>model_inputs</strong> – The required inputs for the model forward</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dict of outputs like logits, loss, etc.</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.post_process">
+<span class="sig-name descname"><span class="pre">post_process</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_outputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">top_k</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/text_classification/roberta/roberta_text_classification.html#RobertaTextClassification.post_process"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.post_process" title="Link to this definition">#</a></dt>
+<dd><p>Process model outputs and return human-readable results. Called in <cite>self.predict()</cite></p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>model_outputs</strong> – model outputs to process</p></li>
+<li><p><strong>**kwargs</strong> – extra arguments specific to the derived class</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Processed model output values and converted to human-readable results</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.preprocess">
+<span class="sig-name descname"><span class="pre">preprocess</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/text_classification/roberta/roberta_text_classification.html#RobertaTextClassification.preprocess"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.preprocess" title="Link to this definition">#</a></dt>
+<dd><p>Given raw inputs, preprocess the inputs and prepare them for model’s <cite>forward()</cite>.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>raw_inputs</strong> – Raw model inputs</p></li>
+<li><p><strong>**kwargs</strong> – Extra kwargs specific to the model. See the model’s specific class for more info</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dict of inputs for model forward</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.required_backends">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[Backends.TRANSFORMERS,</span> <span class="pre">Backends.TOKENIZERS]</span></em><a class="headerlink" href="#hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.required_backends" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.skip_keys_on_load">
+<span class="sig-name descname"><span class="pre">skip_keys_on_load</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">['model.embeddings.position_ids',</span> <span class="pre">'roberta.embeddings.position_ids']</span></em><a class="headerlink" href="#hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.skip_keys_on_load" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.tokenizer_name">
+<span class="sig-name descname"><span class="pre">tokenizer_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'bpe_tokenizer'</span></em><a class="headerlink" href="#hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.tokenizer_name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.training">
+<span class="sig-name descname"><span class="pre">training</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.training" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
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+                <div class="title">hezar.models.text_classification.roberta.roberta_text_classification_config module</div>
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+            <ul>
+<li><a class="reference internal" href="#">hezar.models.text_classification.roberta.roberta_text_classification module</a><ul>
+<li><a class="reference internal" href="#hezar.models.text_classification.roberta.roberta_text_classification.RobertaClassificationHead"><code class="docutils literal notranslate"><span class="pre">RobertaClassificationHead</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.text_classification.roberta.roberta_text_classification.RobertaClassificationHead.forward"><code class="docutils literal notranslate"><span class="pre">RobertaClassificationHead.forward()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.roberta.roberta_text_classification.RobertaClassificationHead.training"><code class="docutils literal notranslate"><span class="pre">RobertaClassificationHead.training</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassification</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.compute_loss"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassification.compute_loss()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.forward"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassification.forward()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.post_process"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassification.post_process()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.preprocess"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassification.preprocess()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.required_backends"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassification.required_backends</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.skip_keys_on_load"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassification.skip_keys_on_load</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.tokenizer_name"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassification.tokenizer_name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.roberta.roberta_text_classification.RobertaTextClassification.training"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassification.training</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
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diff --git a/source/hezar.models.text_classification.roberta.roberta_text_classification_config.html b/source/hezar.models.text_classification.roberta.roberta_text_classification_config.html
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
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+          <section id="module-hezar.models.text_classification.roberta.roberta_text_classification_config">
+<span id="hezar-models-text-classification-roberta-roberta-text-classification-config-module"></span><h1>hezar.models.text_classification.roberta.roberta_text_classification_config module<a class="headerlink" href="#module-hezar.models.text_classification.roberta.roberta_text_classification_config" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.text_classification.roberta.roberta_text_classification_config.</span></span><span class="sig-name descname"><span class="pre">RobertaTextClassificationConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">task:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">&lt;TaskType.TEXT_CLASSIFICATION:</span> <span class="pre">'text_classification'&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_labels:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id2label:</span> <span class="pre">dict</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">attention_probs_dropout_prob:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bos_token_id:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">eos_token_id:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">gradient_checkpointing:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_act:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'gelu'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_dropout_prob:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_size:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">768</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">classifier_dropout:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initializer_range:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0.02</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">intermediate_size:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">3072</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">layer_norm_eps:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">1e-12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_position_embeddings:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">514</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_attention_heads:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_hidden_layers:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_token_id:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">position_embedding_type:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'absolute'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">type_vocab_size:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_cache:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vocab_size:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">42000</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/text_classification/roberta/roberta_text_classification_config.html#RobertaTextClassificationConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.ModelConfig" title="hezar.configs.ModelConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">ModelConfig</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.attention_probs_dropout_prob">
+<span class="sig-name descname"><span class="pre">attention_probs_dropout_prob</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.1</span></em><a class="headerlink" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.attention_probs_dropout_prob" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.bos_token_id">
+<span class="sig-name descname"><span class="pre">bos_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.bos_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.classifier_dropout">
+<span class="sig-name descname"><span class="pre">classifier_dropout</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.classifier_dropout" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.eos_token_id">
+<span class="sig-name descname"><span class="pre">eos_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">2</span></em><a class="headerlink" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.eos_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.gradient_checkpointing">
+<span class="sig-name descname"><span class="pre">gradient_checkpointing</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.gradient_checkpointing" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.hidden_act">
+<span class="sig-name descname"><span class="pre">hidden_act</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'gelu'</span></em><a class="headerlink" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.hidden_act" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.hidden_dropout_prob">
+<span class="sig-name descname"><span class="pre">hidden_dropout_prob</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.1</span></em><a class="headerlink" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.hidden_dropout_prob" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.hidden_size">
+<span class="sig-name descname"><span class="pre">hidden_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">768</span></em><a class="headerlink" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.hidden_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.id2label">
+<span class="sig-name descname"><span class="pre">id2label</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">dict</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.id2label" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.initializer_range">
+<span class="sig-name descname"><span class="pre">initializer_range</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.02</span></em><a class="headerlink" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.initializer_range" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.intermediate_size">
+<span class="sig-name descname"><span class="pre">intermediate_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">3072</span></em><a class="headerlink" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.intermediate_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.layer_norm_eps">
+<span class="sig-name descname"><span class="pre">layer_norm_eps</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1e-12</span></em><a class="headerlink" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.layer_norm_eps" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.max_position_embeddings">
+<span class="sig-name descname"><span class="pre">max_position_embeddings</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">514</span></em><a class="headerlink" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.max_position_embeddings" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'roberta_text_classification'</span></em><a class="headerlink" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.num_attention_heads">
+<span class="sig-name descname"><span class="pre">num_attention_heads</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">12</span></em><a class="headerlink" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.num_attention_heads" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.num_hidden_layers">
+<span class="sig-name descname"><span class="pre">num_hidden_layers</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">12</span></em><a class="headerlink" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.num_hidden_layers" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.num_labels">
+<span class="sig-name descname"><span class="pre">num_labels</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.num_labels" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.pad_token_id">
+<span class="sig-name descname"><span class="pre">pad_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1</span></em><a class="headerlink" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.pad_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.position_embedding_type">
+<span class="sig-name descname"><span class="pre">position_embedding_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'absolute'</span></em><a class="headerlink" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.position_embedding_type" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.task">
+<span class="sig-name descname"><span class="pre">task</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'text_classification'</span></em><a class="headerlink" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.task" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.type_vocab_size">
+<span class="sig-name descname"><span class="pre">type_vocab_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1</span></em><a class="headerlink" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.type_vocab_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.use_cache">
+<span class="sig-name descname"><span class="pre">use_cache</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.use_cache" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.vocab_size">
+<span class="sig-name descname"><span class="pre">vocab_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">42000</span></em><a class="headerlink" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.vocab_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
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+            On this page
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+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.models.text_classification.roberta.roberta_text_classification_config module</a><ul>
+<li><a class="reference internal" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.attention_probs_dropout_prob"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.attention_probs_dropout_prob</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.bos_token_id"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.bos_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.classifier_dropout"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.classifier_dropout</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.eos_token_id"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.eos_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.gradient_checkpointing"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.gradient_checkpointing</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.hidden_act"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.hidden_act</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.hidden_dropout_prob"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.hidden_dropout_prob</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.hidden_size"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.hidden_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.id2label"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.id2label</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.initializer_range"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.initializer_range</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.intermediate_size"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.intermediate_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.layer_norm_eps"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.layer_norm_eps</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.max_position_embeddings"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.max_position_embeddings</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.name"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.num_attention_heads"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.num_attention_heads</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.num_hidden_layers"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.num_hidden_layers</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.num_labels"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.num_labels</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.pad_token_id"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.pad_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.position_embedding_type"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.position_embedding_type</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.task"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.task</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.type_vocab_size"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.type_vocab_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.use_cache"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.use_cache</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_classification.roberta.roberta_text_classification_config.RobertaTextClassificationConfig.vocab_size"><code class="docutils literal notranslate"><span class="pre">RobertaTextClassificationConfig.vocab_size</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
+          </div>
+        </div>
+      </div>
+      
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 current current-page"><a class="current reference internal" href="#">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.data.datasets.text_summarization_dataset.html">hezar.data.datasets.text_summarization_dataset module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.data.data_collators.html">hezar.data.data_collators module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.embeddings.html">hezar.embeddings package</a><input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" role="switch" type="checkbox"/><label for="toctree-checkbox-8"><div class="visually-hidden">Toggle navigation of hezar.embeddings package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.embeddings.embedding.html">hezar.embeddings.embedding module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.embeddings.fasttext.html">hezar.embeddings.fasttext module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.embeddings.word2vec.html">hezar.embeddings.word2vec module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.metrics.html">hezar.metrics package</a><input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" role="switch" type="checkbox"/><label for="toctree-checkbox-9"><div class="visually-hidden">Toggle navigation of hezar.metrics package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.accuracy.html">hezar.metrics.accuracy module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.cer.html">hezar.metrics.cer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.f1.html">hezar.metrics.f1 module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.recall.html">hezar.metrics.recall module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.wer.html">hezar.metrics.wer module</a></li>
+</ul>
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+<li class="toctree-l3 current has-children"><a class="reference internal" href="hezar.models.html">hezar.models package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" role="switch" type="checkbox"/><label for="toctree-checkbox-10"><div class="visually-hidden">Toggle navigation of hezar.models package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.bert.bert.html">hezar.models.backbone.bert.bert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.bert.bert_config.html">hezar.models.backbone.bert.bert_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert.html">hezar.models.backbone.distilbert.distilbert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+          <section id="module-hezar.models.text_generation.gpt2.gpt2_text_generation">
+<span id="hezar-models-text-generation-gpt2-gpt2-text-generation-module"></span><h1>hezar.models.text_generation.gpt2.gpt2_text_generation module<a class="headerlink" href="#module-hezar.models.text_generation.gpt2.gpt2_text_generation" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.text_generation.gpt2.gpt2_text_generation.</span></span><span class="sig-name descname"><span class="pre">GPT2TextGeneration</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig" title="hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig"><span class="pre">GPT2TextGenerationConfig</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/text_generation/gpt2/gpt2_text_generation.html#GPT2TextGeneration"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.models.model.html#hezar.models.model.Model" title="hezar.models.model.Model"><code class="xref py py-class docutils literal notranslate"><span class="pre">Model</span></code></a></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.compute_loss">
+<span class="sig-name descname"><span class="pre">compute_loss</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">logits</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference internal" href="../_modules/hezar/models/text_generation/gpt2/gpt2_text_generation.html#GPT2TextGeneration.compute_loss"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.compute_loss" title="Link to this definition">#</a></dt>
+<dd><p>Compute loss on the model outputs against the given labels</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>inputs</strong> – Input tensor to compute loss on</p></li>
+<li><p><strong>targets</strong> – Target tensor</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Loss tensor</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.forward">
+<span class="sig-name descname"><span class="pre">forward</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">token_ids</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">past_key_values</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">attention_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">token_type_ids</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">position_ids</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">head_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">inputs_embeds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">encoder_hidden_states</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">encoder_attention_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_cache</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_attentions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_hidden_states</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_dict</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/text_generation/gpt2/gpt2_text_generation.html#GPT2TextGeneration.forward"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.forward" title="Link to this definition">#</a></dt>
+<dd><p>Forward inputs through the model and return logits, etc.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>model_inputs</strong> – The required inputs for the model forward</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dict of outputs like logits, loss, etc.</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.generate">
+<span class="sig-name descname"><span class="pre">generate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">token_ids</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/text_generation/gpt2/gpt2_text_generation.html#GPT2TextGeneration.generate"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.generate" title="Link to this definition">#</a></dt>
+<dd><p>Generation method for all generative models. Generative models have the <cite>is_generative</cite> attribute set to True.
+The behavior of this method is usually controlled by <cite>generation</cite> part of the model’s config.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>model_inputs</strong> – Model inputs for generation, usually the same as forward’s <cite>model_inputs</cite></p></li>
+<li><p><strong>**kwargs</strong> – Generation kwargs</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Generated output tensor</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.is_generative">
+<span class="sig-name descname"><span class="pre">is_generative</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.is_generative" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.loss_fn_name">
+<span class="sig-name descname"><span class="pre">loss_fn_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.LossType" title="hezar.constants.LossType"><span class="pre">LossType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'cross_entropy'</span></em><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.loss_fn_name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.post_process">
+<span class="sig-name descname"><span class="pre">post_process</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">generated_ids</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/text_generation/gpt2/gpt2_text_generation.html#GPT2TextGeneration.post_process"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.post_process" title="Link to this definition">#</a></dt>
+<dd><p>Process model outputs and return human-readable results. Called in <cite>self.predict()</cite></p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>model_outputs</strong> – model outputs to process</p></li>
+<li><p><strong>**kwargs</strong> – extra arguments specific to the derived class</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Processed model output values and converted to human-readable results</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.preprocess">
+<span class="sig-name descname"><span class="pre">preprocess</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">texts</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/text_generation/gpt2/gpt2_text_generation.html#GPT2TextGeneration.preprocess"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.preprocess" title="Link to this definition">#</a></dt>
+<dd><p>Given raw inputs, preprocess the inputs and prepare them for model’s <cite>forward()</cite>.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>raw_inputs</strong> – Raw model inputs</p></li>
+<li><p><strong>**kwargs</strong> – Extra kwargs specific to the model. See the model’s specific class for more info</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dict of inputs for model forward</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.required_backends">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[Backends.TRANSFORMERS,</span> <span class="pre">Backends.TOKENIZERS]</span></em><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.required_backends" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.tokenizer_name">
+<span class="sig-name descname"><span class="pre">tokenizer_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'bpe_tokenizer'</span></em><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.tokenizer_name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.training">
+<span class="sig-name descname"><span class="pre">training</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.training" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
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+                <div class="title">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</div>
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+            <ul>
+<li><a class="reference internal" href="#">hezar.models.text_generation.gpt2.gpt2_text_generation module</a><ul>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration"><code class="docutils literal notranslate"><span class="pre">GPT2TextGeneration</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.compute_loss"><code class="docutils literal notranslate"><span class="pre">GPT2TextGeneration.compute_loss()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.forward"><code class="docutils literal notranslate"><span class="pre">GPT2TextGeneration.forward()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.generate"><code class="docutils literal notranslate"><span class="pre">GPT2TextGeneration.generate()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.is_generative"><code class="docutils literal notranslate"><span class="pre">GPT2TextGeneration.is_generative</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.loss_fn_name"><code class="docutils literal notranslate"><span class="pre">GPT2TextGeneration.loss_fn_name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.post_process"><code class="docutils literal notranslate"><span class="pre">GPT2TextGeneration.post_process()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.preprocess"><code class="docutils literal notranslate"><span class="pre">GPT2TextGeneration.preprocess()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.required_backends"><code class="docutils literal notranslate"><span class="pre">GPT2TextGeneration.required_backends</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.tokenizer_name"><code class="docutils literal notranslate"><span class="pre">GPT2TextGeneration.tokenizer_name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.training"><code class="docutils literal notranslate"><span class="pre">GPT2TextGeneration.training</span></code></a></li>
+</ul>
+</li>
+</ul>
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+</ul>
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+          <section id="module-hezar.models.text_generation.gpt2.gpt2_text_generation_config">
+<span id="hezar-models-text-generation-gpt2-gpt2-text-generation-config-module"></span><h1>hezar.models.text_generation.gpt2.gpt2_text_generation_config module<a class="headerlink" href="#module-hezar.models.text_generation.gpt2.gpt2_text_generation_config" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.text_generation.gpt2.gpt2_text_generation_config.</span></span><span class="sig-name descname"><span class="pre">GPT2TextGenerationConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">add_cross_attention:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vocab_size:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">42001</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">attn_pdrop:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bos_token_id:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">embd_pdrop:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">eos_token_id:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">gradient_checkpointing:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initializer_range:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.02</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">layer_norm_epsilon:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">1e-05</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_type:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'gpt2'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_ctx:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">1024</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_embd:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">768</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_head:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_inner:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_layer:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_positions:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">1024</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resid_pdrop:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">summary_activation:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">summary_first_dropout:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_cache:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">generation:</span> <span class="pre">hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig</span> <span class="pre">=</span> <span class="pre">&lt;factory&gt;</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/text_generation/gpt2/gpt2_text_generation_config.html#GPT2TextGenerationConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.ModelConfig" title="hezar.configs.ModelConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">ModelConfig</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.add_cross_attention">
+<span class="sig-name descname"><span class="pre">add_cross_attention</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.add_cross_attention" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.attn_pdrop">
+<span class="sig-name descname"><span class="pre">attn_pdrop</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.1</span></em><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.attn_pdrop" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.bos_token_id">
+<span class="sig-name descname"><span class="pre">bos_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">5</span></em><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.bos_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.embd_pdrop">
+<span class="sig-name descname"><span class="pre">embd_pdrop</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.1</span></em><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.embd_pdrop" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.eos_token_id">
+<span class="sig-name descname"><span class="pre">eos_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">5</span></em><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.eos_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.generation">
+<span class="sig-name descname"><span class="pre">generation</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig" title="hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig"><span class="pre">GenerationConfig</span></a></em><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.generation" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.gradient_checkpointing">
+<span class="sig-name descname"><span class="pre">gradient_checkpointing</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.gradient_checkpointing" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.initializer_range">
+<span class="sig-name descname"><span class="pre">initializer_range</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.02</span></em><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.initializer_range" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.layer_norm_epsilon">
+<span class="sig-name descname"><span class="pre">layer_norm_epsilon</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1e-05</span></em><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.layer_norm_epsilon" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.model_type">
+<span class="sig-name descname"><span class="pre">model_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'gpt2'</span></em><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.model_type" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.n_ctx">
+<span class="sig-name descname"><span class="pre">n_ctx</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1024</span></em><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.n_ctx" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.n_embd">
+<span class="sig-name descname"><span class="pre">n_embd</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">768</span></em><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.n_embd" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.n_head">
+<span class="sig-name descname"><span class="pre">n_head</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">12</span></em><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.n_head" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.n_inner">
+<span class="sig-name descname"><span class="pre">n_inner</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.n_inner" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.n_layer">
+<span class="sig-name descname"><span class="pre">n_layer</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">12</span></em><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.n_layer" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.n_positions">
+<span class="sig-name descname"><span class="pre">n_positions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1024</span></em><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.n_positions" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'gpt2_text_generation'</span></em><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.resid_pdrop">
+<span class="sig-name descname"><span class="pre">resid_pdrop</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.1</span></em><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.resid_pdrop" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.summary_activation">
+<span class="sig-name descname"><span class="pre">summary_activation</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.summary_activation" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.summary_first_dropout">
+<span class="sig-name descname"><span class="pre">summary_first_dropout</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.1</span></em><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.summary_first_dropout" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.use_cache">
+<span class="sig-name descname"><span class="pre">use_cache</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.use_cache" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.vocab_size">
+<span class="sig-name descname"><span class="pre">vocab_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">42001</span></em><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.vocab_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.text_generation.gpt2.gpt2_text_generation_config.</span></span><span class="sig-name descname"><span class="pre">GenerationConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">bos_token_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder_start_token_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">early_stopping</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">eos_token_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">length_penalty</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_new_tokens</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">50</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">no_repeat_ngram_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_beams</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_token_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/text_generation/gpt2/gpt2_text_generation_config.html#GenerationConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.ModelConfig" title="hezar.configs.ModelConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">ModelConfig</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.bos_token_id">
+<span class="sig-name descname"><span class="pre">bos_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.bos_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.decoder_start_token_id">
+<span class="sig-name descname"><span class="pre">decoder_start_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.decoder_start_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.early_stopping">
+<span class="sig-name descname"><span class="pre">early_stopping</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.early_stopping" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.eos_token_id">
+<span class="sig-name descname"><span class="pre">eos_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">2</span></em><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.eos_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.length_penalty">
+<span class="sig-name descname"><span class="pre">length_penalty</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">2.0</span></em><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.length_penalty" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.max_new_tokens">
+<span class="sig-name descname"><span class="pre">max_new_tokens</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">50</span></em><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.max_new_tokens" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.no_repeat_ngram_size">
+<span class="sig-name descname"><span class="pre">no_repeat_ngram_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">3</span></em><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.no_repeat_ngram_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.num_beams">
+<span class="sig-name descname"><span class="pre">num_beams</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">4</span></em><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.num_beams" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.pad_token_id">
+<span class="sig-name descname"><span class="pre">pad_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1</span></em><a class="headerlink" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.pad_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
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+            <ul>
+<li><a class="reference internal" href="#">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a><ul>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.add_cross_attention"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.add_cross_attention</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.attn_pdrop"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.attn_pdrop</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.bos_token_id"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.bos_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.embd_pdrop"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.embd_pdrop</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.eos_token_id"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.eos_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.generation"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.generation</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.gradient_checkpointing"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.gradient_checkpointing</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.initializer_range"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.initializer_range</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.layer_norm_epsilon"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.layer_norm_epsilon</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.model_type"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.model_type</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.n_ctx"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.n_ctx</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.n_embd"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.n_embd</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.n_head"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.n_head</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.n_inner"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.n_inner</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.n_layer"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.n_layer</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.n_positions"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.n_positions</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.name"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.resid_pdrop"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.resid_pdrop</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.summary_activation"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.summary_activation</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.summary_first_dropout"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.summary_first_dropout</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.use_cache"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.use_cache</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.vocab_size"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.vocab_size</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig"><code class="docutils literal notranslate"><span class="pre">GenerationConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.bos_token_id"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.bos_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.decoder_start_token_id"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.decoder_start_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.early_stopping"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.early_stopping</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.eos_token_id"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.eos_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.length_penalty"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.length_penalty</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.max_new_tokens"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.max_new_tokens</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.no_repeat_ngram_size"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.no_repeat_ngram_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.num_beams"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.num_beams</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.pad_token_id"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.pad_token_id</span></code></a></li>
+</ul>
+</li>
+</ul>
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diff --git a/source/hezar.models.text_generation.gpt2.html b/source/hezar.models.text_generation.gpt2.html
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 current has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l5 current has-children current-page"><a class="current reference internal" href="#">hezar.models.text_generation.gpt2 package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.builders.html">hezar.builders module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html">hezar.configs module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html">hezar.constants module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.registry.html">hezar.registry module</a></li>
+</ul>
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+</ul>
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+<li class="toctree-l1"><a class="reference internal" href="../contributing.html">Contributing to Hezar</a></li>
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+          <section id="hezar-models-text-generation-gpt2-package">
+<h1>hezar.models.text_generation.gpt2 package<a class="headerlink" href="#hezar-models-text-generation-gpt2-package" title="Link to this heading">#</a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">#</a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration"><code class="docutils literal notranslate"><span class="pre">GPT2TextGeneration</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.compute_loss"><code class="docutils literal notranslate"><span class="pre">GPT2TextGeneration.compute_loss()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.forward"><code class="docutils literal notranslate"><span class="pre">GPT2TextGeneration.forward()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.generate"><code class="docutils literal notranslate"><span class="pre">GPT2TextGeneration.generate()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.is_generative"><code class="docutils literal notranslate"><span class="pre">GPT2TextGeneration.is_generative</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.loss_fn_name"><code class="docutils literal notranslate"><span class="pre">GPT2TextGeneration.loss_fn_name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.post_process"><code class="docutils literal notranslate"><span class="pre">GPT2TextGeneration.post_process()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.preprocess"><code class="docutils literal notranslate"><span class="pre">GPT2TextGeneration.preprocess()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.required_backends"><code class="docutils literal notranslate"><span class="pre">GPT2TextGeneration.required_backends</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.tokenizer_name"><code class="docutils literal notranslate"><span class="pre">GPT2TextGeneration.tokenizer_name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration.training"><code class="docutils literal notranslate"><span class="pre">GPT2TextGeneration.training</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.add_cross_attention"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.add_cross_attention</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.attn_pdrop"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.attn_pdrop</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.bos_token_id"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.bos_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.embd_pdrop"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.embd_pdrop</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.eos_token_id"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.eos_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.generation"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.generation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.gradient_checkpointing"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.gradient_checkpointing</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.initializer_range"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.initializer_range</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.layer_norm_epsilon"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.layer_norm_epsilon</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.model_type"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.model_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.n_ctx"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.n_ctx</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.n_embd"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.n_embd</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.n_head"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.n_head</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.n_inner"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.n_inner</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.n_layer"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.n_layer</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.n_positions"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.n_positions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.name"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.resid_pdrop"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.resid_pdrop</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.summary_activation"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.summary_activation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.summary_first_dropout"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.summary_first_dropout</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.use_cache"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.use_cache</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig.vocab_size"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig.vocab_size</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.bos_token_id"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.bos_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.decoder_start_token_id"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.decoder_start_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.early_stopping"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.early_stopping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.eos_token_id"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.eos_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.length_penalty"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.length_penalty</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.max_new_tokens"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.max_new_tokens</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.no_repeat_ngram_size"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.no_repeat_ngram_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.num_beams"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.num_beams</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig.pad_token_id"><code class="docutils literal notranslate"><span class="pre">GenerationConfig.pad_token_id</span></code></a></li>
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+<h1>hezar.models.text_generation package<a class="headerlink" href="#hezar-models-text-generation-package" title="Link to this heading">#</a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading">#</a></h2>
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+<ul>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.text_generation.gpt2.html#submodules">Submodules</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html#hezar.models.text_generation.gpt2.gpt2_text_generation.GPT2TextGeneration"><code class="docutils literal notranslate"><span class="pre">GPT2TextGeneration</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GPT2TextGenerationConfig"><code class="docutils literal notranslate"><span class="pre">GPT2TextGenerationConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html#hezar.models.text_generation.gpt2.gpt2_text_generation_config.GenerationConfig"><code class="docutils literal notranslate"><span class="pre">GenerationConfig</span></code></a></li>
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+<li class="toctree-l2"><a class="reference internal" href="hezar.models.text_generation.t5.html#submodules">Submodules</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration"><code class="docutils literal notranslate"><span class="pre">T5TextGeneration</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig</span></code></a></li>
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+<li class="toctree-l2"><a class="reference internal" href="hezar.models.text_generation.t5.html#module-hezar.models.text_generation.t5">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-hezar.models.text_generation">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-hezar.models.text_generation" title="Link to this heading">#</a></h2>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
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+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
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+</ul>
+</li>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
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+          <section id="hezar-models-text-generation-t5-package">
+<h1>hezar.models.text_generation.t5 package<a class="headerlink" href="#hezar-models-text-generation-t5-package" title="Link to this heading">#</a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">#</a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration"><code class="docutils literal notranslate"><span class="pre">T5TextGeneration</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.compute_loss"><code class="docutils literal notranslate"><span class="pre">T5TextGeneration.compute_loss()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.forward"><code class="docutils literal notranslate"><span class="pre">T5TextGeneration.forward()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.generate"><code class="docutils literal notranslate"><span class="pre">T5TextGeneration.generate()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.is_generative"><code class="docutils literal notranslate"><span class="pre">T5TextGeneration.is_generative</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.loss_fn_name"><code class="docutils literal notranslate"><span class="pre">T5TextGeneration.loss_fn_name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.post_process"><code class="docutils literal notranslate"><span class="pre">T5TextGeneration.post_process()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.preprocess"><code class="docutils literal notranslate"><span class="pre">T5TextGeneration.preprocess()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.required_backends"><code class="docutils literal notranslate"><span class="pre">T5TextGeneration.required_backends</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.tokenizer_name"><code class="docutils literal notranslate"><span class="pre">T5TextGeneration.tokenizer_name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.training"><code class="docutils literal notranslate"><span class="pre">T5TextGeneration.training</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.d_ff"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.d_ff</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.d_kv"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.d_kv</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.d_model"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.d_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.decoder_start_token_id"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.decoder_start_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.dropout_rate"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.dropout_rate</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.eos_token_id"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.eos_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.feed_forward_proj"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.feed_forward_proj</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.initializer_factor"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.initializer_factor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.input_prefix"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.input_prefix</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.is_encoder_decoder"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.is_encoder_decoder</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.layer_norm_epsilon"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.layer_norm_epsilon</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.max_length"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.max_length</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.min_length"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.min_length</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.name"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.num_decoder_layers"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.num_decoder_layers</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.num_heads"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.num_heads</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.num_layers"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.num_layers</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.pad_token_id"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.pad_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.relative_attention_max_distance"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.relative_attention_max_distance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.relative_attention_num_buckets"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.relative_attention_num_buckets</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.tie_word_embeddings"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.tie_word_embeddings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.use_cache"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.use_cache</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.vocab_size"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.vocab_size</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-hezar.models.text_generation.t5">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-hezar.models.text_generation.t5" title="Link to this heading">#</a></h2>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
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+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
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+          <section id="module-hezar.models.text_generation.t5.t5_text_generation">
+<span id="hezar-models-text-generation-t5-t5-text-generation-module"></span><h1>hezar.models.text_generation.t5.t5_text_generation module<a class="headerlink" href="#module-hezar.models.text_generation.t5.t5_text_generation" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.text_generation.t5.t5_text_generation.</span></span><span class="sig-name descname"><span class="pre">T5TextGeneration</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig" title="hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig"><span class="pre">T5TextGenerationConfig</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/text_generation/t5/t5_text_generation.html#T5TextGeneration"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.models.model.html#hezar.models.model.Model" title="hezar.models.model.Model"><code class="xref py py-class docutils literal notranslate"><span class="pre">Model</span></code></a></p>
+<p>T5 for text to text generation</p>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.compute_loss">
+<span class="sig-name descname"><span class="pre">compute_loss</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">logits</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference internal" href="../_modules/hezar/models/text_generation/t5/t5_text_generation.html#T5TextGeneration.compute_loss"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.compute_loss" title="Link to this definition">#</a></dt>
+<dd><p>Compute loss on the model outputs against the given labels</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>inputs</strong> – Input tensor to compute loss on</p></li>
+<li><p><strong>targets</strong> – Target tensor</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Loss tensor</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.forward">
+<span class="sig-name descname"><span class="pre">forward</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">token_ids</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">attention_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder_input_ids</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder_attention_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">head_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder_head_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cross_attn_head_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">encoder_outputs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">past_key_values</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">inputs_embeds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder_inputs_embeds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_cache</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_attentions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_hidden_states</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span></span></span><a class="reference internal" href="../_modules/hezar/models/text_generation/t5/t5_text_generation.html#T5TextGeneration.forward"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.forward" title="Link to this definition">#</a></dt>
+<dd><p>Forward inputs through the model and return logits, etc.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>model_inputs</strong> – The required inputs for the model forward</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dict of outputs like logits, loss, etc.</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.generate">
+<span class="sig-name descname"><span class="pre">generate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">token_ids</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">attention_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/text_generation/t5/t5_text_generation.html#T5TextGeneration.generate"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.generate" title="Link to this definition">#</a></dt>
+<dd><p>Generation method for all generative models. Generative models have the <cite>is_generative</cite> attribute set to True.
+The behavior of this method is usually controlled by <cite>generation</cite> part of the model’s config.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>model_inputs</strong> – Model inputs for generation, usually the same as forward’s <cite>model_inputs</cite></p></li>
+<li><p><strong>**kwargs</strong> – Generation kwargs</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Generated output tensor</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.is_generative">
+<span class="sig-name descname"><span class="pre">is_generative</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.is_generative" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.loss_fn_name">
+<span class="sig-name descname"><span class="pre">loss_fn_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.LossType" title="hezar.constants.LossType"><span class="pre">LossType</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'cross_entropy'</span></em><a class="headerlink" href="#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.loss_fn_name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.post_process">
+<span class="sig-name descname"><span class="pre">post_process</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">generated_ids</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/text_generation/t5/t5_text_generation.html#T5TextGeneration.post_process"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.post_process" title="Link to this definition">#</a></dt>
+<dd><p>Process model outputs and return human-readable results. Called in <cite>self.predict()</cite></p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>model_outputs</strong> – model outputs to process</p></li>
+<li><p><strong>**kwargs</strong> – extra arguments specific to the derived class</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Processed model output values and converted to human-readable results</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.preprocess">
+<span class="sig-name descname"><span class="pre">preprocess</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prefix</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/text_generation/t5/t5_text_generation.html#T5TextGeneration.preprocess"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.preprocess" title="Link to this definition">#</a></dt>
+<dd><p>Given raw inputs, preprocess the inputs and prepare them for model’s <cite>forward()</cite>.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>raw_inputs</strong> – Raw model inputs</p></li>
+<li><p><strong>**kwargs</strong> – Extra kwargs specific to the model. See the model’s specific class for more info</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A dict of inputs for model forward</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.required_backends">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[Backends.TRANSFORMERS,</span> <span class="pre">Backends.TOKENIZERS]</span></em><a class="headerlink" href="#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.required_backends" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.tokenizer_name">
+<span class="sig-name descname"><span class="pre">tokenizer_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'sentencepiece_unigram_tokenizer'</span></em><a class="headerlink" href="#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.tokenizer_name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.training">
+<span class="sig-name descname"><span class="pre">training</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.training" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
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+          <a class="next-page" href="hezar.models.text_generation.t5.t5_text_generation_config.html">
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+                </div>
+                <div class="title">hezar.models.text_generation.t5.t5_text_generation_config module</div>
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+            <ul>
+<li><a class="reference internal" href="#">hezar.models.text_generation.t5.t5_text_generation module</a><ul>
+<li><a class="reference internal" href="#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration"><code class="docutils literal notranslate"><span class="pre">T5TextGeneration</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.compute_loss"><code class="docutils literal notranslate"><span class="pre">T5TextGeneration.compute_loss()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.forward"><code class="docutils literal notranslate"><span class="pre">T5TextGeneration.forward()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.generate"><code class="docutils literal notranslate"><span class="pre">T5TextGeneration.generate()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.is_generative"><code class="docutils literal notranslate"><span class="pre">T5TextGeneration.is_generative</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.loss_fn_name"><code class="docutils literal notranslate"><span class="pre">T5TextGeneration.loss_fn_name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.post_process"><code class="docutils literal notranslate"><span class="pre">T5TextGeneration.post_process()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.preprocess"><code class="docutils literal notranslate"><span class="pre">T5TextGeneration.preprocess()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.required_backends"><code class="docutils literal notranslate"><span class="pre">T5TextGeneration.required_backends</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.tokenizer_name"><code class="docutils literal notranslate"><span class="pre">T5TextGeneration.tokenizer_name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.t5.t5_text_generation.T5TextGeneration.training"><code class="docutils literal notranslate"><span class="pre">T5TextGeneration.training</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
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diff --git a/source/hezar.models.text_generation.t5.t5_text_generation_config.html b/source/hezar.models.text_generation.t5.t5_text_generation_config.html
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+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../">
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+          <section id="module-hezar.models.text_generation.t5.t5_text_generation_config">
+<span id="hezar-models-text-generation-t5-t5-text-generation-config-module"></span><h1>hezar.models.text_generation.t5.t5_text_generation_config module<a class="headerlink" href="#module-hezar.models.text_generation.t5.t5_text_generation_config" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.models.text_generation.t5.t5_text_generation_config.</span></span><span class="sig-name descname"><span class="pre">T5TextGenerationConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">vocab_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">32103</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">d_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">768</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">d_kv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">64</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">d_ff</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2048</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_layers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_decoder_layers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_heads</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">12</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">relative_attention_num_buckets</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">32</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">relative_attention_max_distance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">128</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dropout_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">layer_norm_epsilon</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1e-06</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initializer_factor</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feed_forward_proj</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'gated-gelu'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">is_encoder_decoder</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tie_word_embeddings</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_cache</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_token_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder_start_token_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">eos_token_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_length</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_length</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">100</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_prefix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/models/text_generation/t5/t5_text_generation_config.html#T5TextGenerationConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.ModelConfig" title="hezar.configs.ModelConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">ModelConfig</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.d_ff">
+<span class="sig-name descname"><span class="pre">d_ff</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">2048</span></em><a class="headerlink" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.d_ff" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.d_kv">
+<span class="sig-name descname"><span class="pre">d_kv</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">64</span></em><a class="headerlink" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.d_kv" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.d_model">
+<span class="sig-name descname"><span class="pre">d_model</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">768</span></em><a class="headerlink" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.d_model" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.decoder_start_token_id">
+<span class="sig-name descname"><span class="pre">decoder_start_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.decoder_start_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.dropout_rate">
+<span class="sig-name descname"><span class="pre">dropout_rate</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.1</span></em><a class="headerlink" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.dropout_rate" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.eos_token_id">
+<span class="sig-name descname"><span class="pre">eos_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1</span></em><a class="headerlink" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.eos_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.feed_forward_proj">
+<span class="sig-name descname"><span class="pre">feed_forward_proj</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'gated-gelu'</span></em><a class="headerlink" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.feed_forward_proj" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.initializer_factor">
+<span class="sig-name descname"><span class="pre">initializer_factor</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1.0</span></em><a class="headerlink" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.initializer_factor" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.input_prefix">
+<span class="sig-name descname"><span class="pre">input_prefix</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.input_prefix" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.is_encoder_decoder">
+<span class="sig-name descname"><span class="pre">is_encoder_decoder</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.is_encoder_decoder" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.layer_norm_epsilon">
+<span class="sig-name descname"><span class="pre">layer_norm_epsilon</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1e-06</span></em><a class="headerlink" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.layer_norm_epsilon" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.max_length">
+<span class="sig-name descname"><span class="pre">max_length</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">100</span></em><a class="headerlink" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.max_length" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.min_length">
+<span class="sig-name descname"><span class="pre">min_length</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.min_length" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'t5_text_generation'</span></em><a class="headerlink" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.num_decoder_layers">
+<span class="sig-name descname"><span class="pre">num_decoder_layers</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">12</span></em><a class="headerlink" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.num_decoder_layers" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.num_heads">
+<span class="sig-name descname"><span class="pre">num_heads</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">12</span></em><a class="headerlink" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.num_heads" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.num_layers">
+<span class="sig-name descname"><span class="pre">num_layers</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">12</span></em><a class="headerlink" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.num_layers" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.pad_token_id">
+<span class="sig-name descname"><span class="pre">pad_token_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.pad_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.relative_attention_max_distance">
+<span class="sig-name descname"><span class="pre">relative_attention_max_distance</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">128</span></em><a class="headerlink" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.relative_attention_max_distance" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.relative_attention_num_buckets">
+<span class="sig-name descname"><span class="pre">relative_attention_num_buckets</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">32</span></em><a class="headerlink" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.relative_attention_num_buckets" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.tie_word_embeddings">
+<span class="sig-name descname"><span class="pre">tie_word_embeddings</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.tie_word_embeddings" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.use_cache">
+<span class="sig-name descname"><span class="pre">use_cache</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.use_cache" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.vocab_size">
+<span class="sig-name descname"><span class="pre">vocab_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">32103</span></em><a class="headerlink" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.vocab_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
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+
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+            <ul>
+<li><a class="reference internal" href="#">hezar.models.text_generation.t5.t5_text_generation_config module</a><ul>
+<li><a class="reference internal" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.d_ff"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.d_ff</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.d_kv"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.d_kv</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.d_model"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.d_model</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.decoder_start_token_id"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.decoder_start_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.dropout_rate"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.dropout_rate</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.eos_token_id"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.eos_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.feed_forward_proj"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.feed_forward_proj</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.initializer_factor"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.initializer_factor</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.input_prefix"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.input_prefix</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.is_encoder_decoder"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.is_encoder_decoder</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.layer_norm_epsilon"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.layer_norm_epsilon</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.max_length"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.max_length</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.min_length"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.min_length</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.name"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.num_decoder_layers"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.num_decoder_layers</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.num_heads"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.num_heads</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.num_layers"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.num_layers</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.pad_token_id"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.pad_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.relative_attention_max_distance"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.relative_attention_max_distance</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.relative_attention_num_buckets"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.relative_attention_num_buckets</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.tie_word_embeddings"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.tie_word_embeddings</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.use_cache"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.use_cache</span></code></a></li>
+<li><a class="reference internal" href="#hezar.models.text_generation.t5.t5_text_generation_config.T5TextGenerationConfig.vocab_size"><code class="docutils literal notranslate"><span class="pre">T5TextGenerationConfig.vocab_size</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
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\ No newline at end of file
diff --git a/source/hezar.preprocessors.audio_feature_extractor.html b/source/hezar.preprocessors.audio_feature_extractor.html
new file mode 100644
index 00000000..cfe9b961
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+<html class="no-js" lang="en" data-content_root="../">
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+
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+</ul>
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+</ul>
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+</ul>
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+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
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+<li class="toctree-l4 current current-page"><a class="current reference internal" href="#">hezar.preprocessors.audio_feature_extractor module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
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+          <section id="module-hezar.preprocessors.audio_feature_extractor">
+<span id="hezar-preprocessors-audio-feature-extractor-module"></span><h1>hezar.preprocessors.audio_feature_extractor module<a class="headerlink" href="#module-hezar.preprocessors.audio_feature_extractor" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.preprocessors.audio_feature_extractor.</span></span><span class="sig-name descname"><span class="pre">AudioFeatureExtractor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig" title="hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig"><span class="pre">AudioFeatureExtractorConfig</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/audio_feature_extractor.html#AudioFeatureExtractor"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.preprocessors.preprocessor.html#hezar.preprocessors.preprocessor.Preprocessor" title="hezar.preprocessors.preprocessor.Preprocessor"><code class="xref py py-class docutils literal notranslate"><span class="pre">Preprocessor</span></code></a></p>
+<p>Base class for all audio feature extractors.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor.config_filename">
+<span class="sig-name descname"><span class="pre">config_filename</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'feature_extractor_config.yaml'</span></em><a class="headerlink" href="#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor.config_filename" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor.load">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">load</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">hub_or_local_path</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">subfolder</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config_filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cache_dir</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/audio_feature_extractor.html#AudioFeatureExtractor.load"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor.load" title="Link to this definition">#</a></dt>
+<dd><p>Load a feature extractor from Hub or local path.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>hub_or_local_path</strong> – Hub repo id or local path</p></li>
+<li><p><strong>subfolder</strong> – Preprocessor subfolder path</p></li>
+<li><p><strong>config_filename</strong> – Config file name</p></li>
+<li><p><strong>cache_dir</strong> – Path to cache directory</p></li>
+<li><p><strong>**kwargs</strong> – </p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A AudioFeatureExtractor object</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor.model_input_name">
+<span class="sig-name descname"><span class="pre">model_input_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'input_features'</span></em><a class="headerlink" href="#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor.model_input_name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor.pad">
+<span class="sig-name descname"><span class="pre">pad</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">processed_features</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">padding</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_length</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">truncation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_to_multiple_of</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_attention_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_tensors</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/audio_feature_extractor.html#AudioFeatureExtractor.pad"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor.pad" title="Link to this definition">#</a></dt>
+<dd><p>Pad input values / input vectors or a batch of input values / input vectors up to predefined length or to the
+max sequence length in the batch.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>processed_features</strong> – Processed inputs to add padding to</p></li>
+<li><p><strong>padding</strong> – Padding strategy which can be <cite>longest</cite>, <cite>max_length</cite>, <cite>False</cite></p></li>
+<li><p><strong>max_length</strong> – Max input length (Only effective if padding is <cite>max_length</cite> too, ignored otherwise)</p></li>
+<li><p><strong>truncation</strong> – Whether to truncate long inputs or not</p></li>
+<li><p><strong>pad_to_multiple_of</strong> – If set will pad the sequence to a multiple of the provided value.</p></li>
+<li><p><strong>return_attention_mask</strong> – Whether to return the attention mask.</p></li>
+<li><p><strong>return_tensors</strong> – Tensors return type among <cite>pt</cite>, <cite>np</cite>, <cite>list</cite></p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor.push_to_hub">
+<span class="sig-name descname"><span class="pre">push_to_hub</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">repo_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">subfolder</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">commit_message</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">private</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config_filename</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/audio_feature_extractor.html#AudioFeatureExtractor.push_to_hub"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor.push_to_hub" title="Link to this definition">#</a></dt>
+<dd><p>Push the feature extractor files to a repo on the Hub.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>repo_id</strong> – Hub repo id</p></li>
+<li><p><strong>subfolder</strong> – Subfolder to save, defaults to <cite>self.preprocessor_subfolder</cite> (<cite>preprocessor</cite>)</p></li>
+<li><p><strong>commit_message</strong> – Commit message for the push</p></li>
+<li><p><strong>private</strong> – If the repo does not exist already, specify whether the created repo must be private or not</p></li>
+<li><p><strong>config_filename</strong> – Config filename, defaults to <cite>self.config_filename</cite> (<cite>feature_extractor_config.yaml</cite>)</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">path</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">subfolder</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config_filename</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/audio_feature_extractor.html#AudioFeatureExtractor.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor.save" title="Link to this definition">#</a></dt>
+<dd><p>Save the feature extractor to the path. This normally is equal to only saving the
+<cite>feature_extractor_config.yaml</cite> file.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>path</strong> – Main path to save the feature extractor files</p></li>
+<li><p><strong>subfolder</strong> – Optional subfolder, defaults to <cite>preprocessor</cite></p></li>
+<li><p><strong>config_filename</strong> – Optional config file name, defaults to <cite>feature_extractor_config.yaml</cite></p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.preprocessors.audio_feature_extractor.</span></span><span class="sig-name descname"><span class="pre">AudioFeatureExtractorConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sampling_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">16000</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">padding</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">padding_value</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">padding_side</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/audio_feature_extractor.html#AudioFeatureExtractorConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.PreprocessorConfig" title="hezar.configs.PreprocessorConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">PreprocessorConfig</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig.feature_size">
+<span class="sig-name descname"><span class="pre">feature_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig.feature_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig.padding">
+<span class="sig-name descname"><span class="pre">padding</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig.padding" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig.padding_side">
+<span class="sig-name descname"><span class="pre">padding_side</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig.padding_side" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig.padding_value">
+<span class="sig-name descname"><span class="pre">padding_value</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.0</span></em><a class="headerlink" href="#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig.padding_value" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig.sampling_rate">
+<span class="sig-name descname"><span class="pre">sampling_rate</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">16000</span></em><a class="headerlink" href="#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig.sampling_rate" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
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+        <div class="toc-tree-container">
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+            <ul>
+<li><a class="reference internal" href="#">hezar.preprocessors.audio_feature_extractor module</a><ul>
+<li><a class="reference internal" href="#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor"><code class="docutils literal notranslate"><span class="pre">AudioFeatureExtractor</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor.config_filename"><code class="docutils literal notranslate"><span class="pre">AudioFeatureExtractor.config_filename</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor.load"><code class="docutils literal notranslate"><span class="pre">AudioFeatureExtractor.load()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor.model_input_name"><code class="docutils literal notranslate"><span class="pre">AudioFeatureExtractor.model_input_name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor.pad"><code class="docutils literal notranslate"><span class="pre">AudioFeatureExtractor.pad()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor.push_to_hub"><code class="docutils literal notranslate"><span class="pre">AudioFeatureExtractor.push_to_hub()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor.save"><code class="docutils literal notranslate"><span class="pre">AudioFeatureExtractor.save()</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig"><code class="docutils literal notranslate"><span class="pre">AudioFeatureExtractorConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig.feature_size"><code class="docutils literal notranslate"><span class="pre">AudioFeatureExtractorConfig.feature_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig.padding"><code class="docutils literal notranslate"><span class="pre">AudioFeatureExtractorConfig.padding</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig.padding_side"><code class="docutils literal notranslate"><span class="pre">AudioFeatureExtractorConfig.padding_side</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig.padding_value"><code class="docutils literal notranslate"><span class="pre">AudioFeatureExtractorConfig.padding_value</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig.sampling_rate"><code class="docutils literal notranslate"><span class="pre">AudioFeatureExtractorConfig.sampling_rate</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 current has-children current-page"><a class="current reference internal" href="#">hezar.preprocessors package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.builders.html">hezar.builders module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html">hezar.configs module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html">hezar.constants module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.registry.html">hezar.registry module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../contributing.html">Contributing to Hezar</a></li>
+</ul>
+
+</div>
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+          </label>
+        </div>
+        <article role="main">
+          <section id="hezar-preprocessors-package">
+<h1>hezar.preprocessors package<a class="headerlink" href="#hezar-preprocessors-package" title="Link to this heading">#</a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading">#</a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.preprocessors.tokenizers.html#submodules">Submodules</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig"><code class="docutils literal notranslate"><span class="pre">BPEConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPETokenizer"><code class="docutils literal notranslate"><span class="pre">BPETokenizer</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPETokenizer</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramTokenizer</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer"><code class="docutils literal notranslate"><span class="pre">Tokenizer</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig"><code class="docutils literal notranslate"><span class="pre">TokenizerConfig</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer"><code class="docutils literal notranslate"><span class="pre">WordPieceTokenizer</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.preprocessors.tokenizers.html#module-hezar.preprocessors.tokenizers">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">#</a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor"><code class="docutils literal notranslate"><span class="pre">AudioFeatureExtractor</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor.config_filename"><code class="docutils literal notranslate"><span class="pre">AudioFeatureExtractor.config_filename</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor.load"><code class="docutils literal notranslate"><span class="pre">AudioFeatureExtractor.load()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor.model_input_name"><code class="docutils literal notranslate"><span class="pre">AudioFeatureExtractor.model_input_name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor.pad"><code class="docutils literal notranslate"><span class="pre">AudioFeatureExtractor.pad()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor.push_to_hub"><code class="docutils literal notranslate"><span class="pre">AudioFeatureExtractor.push_to_hub()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractor.save"><code class="docutils literal notranslate"><span class="pre">AudioFeatureExtractor.save()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig"><code class="docutils literal notranslate"><span class="pre">AudioFeatureExtractorConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig.feature_size"><code class="docutils literal notranslate"><span class="pre">AudioFeatureExtractorConfig.feature_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig.padding"><code class="docutils literal notranslate"><span class="pre">AudioFeatureExtractorConfig.padding</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig.padding_side"><code class="docutils literal notranslate"><span class="pre">AudioFeatureExtractorConfig.padding_side</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig.padding_value"><code class="docutils literal notranslate"><span class="pre">AudioFeatureExtractorConfig.padding_value</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html#hezar.preprocessors.audio_feature_extractor.AudioFeatureExtractorConfig.sampling_rate"><code class="docutils literal notranslate"><span class="pre">AudioFeatureExtractorConfig.sampling_rate</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessor"><code class="docutils literal notranslate"><span class="pre">ImageProcessor</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessor.image_processor_config_file"><code class="docutils literal notranslate"><span class="pre">ImageProcessor.image_processor_config_file</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessor.load"><code class="docutils literal notranslate"><span class="pre">ImageProcessor.load()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessor.preprocessor_subfolder"><code class="docutils literal notranslate"><span class="pre">ImageProcessor.preprocessor_subfolder</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessor.push_to_hub"><code class="docutils literal notranslate"><span class="pre">ImageProcessor.push_to_hub()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessor.required_backends"><code class="docutils literal notranslate"><span class="pre">ImageProcessor.required_backends</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessor.save"><code class="docutils literal notranslate"><span class="pre">ImageProcessor.save()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessorConfig"><code class="docutils literal notranslate"><span class="pre">ImageProcessorConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessorConfig.gray_scale"><code class="docutils literal notranslate"><span class="pre">ImageProcessorConfig.gray_scale</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessorConfig.mean"><code class="docutils literal notranslate"><span class="pre">ImageProcessorConfig.mean</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessorConfig.mirror"><code class="docutils literal notranslate"><span class="pre">ImageProcessorConfig.mirror</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessorConfig.name"><code class="docutils literal notranslate"><span class="pre">ImageProcessorConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessorConfig.resample"><code class="docutils literal notranslate"><span class="pre">ImageProcessorConfig.resample</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessorConfig.rescale"><code class="docutils literal notranslate"><span class="pre">ImageProcessorConfig.rescale</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessorConfig.size"><code class="docutils literal notranslate"><span class="pre">ImageProcessorConfig.size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.image_processor.html#hezar.preprocessors.image_processor.ImageProcessorConfig.std"><code class="docutils literal notranslate"><span class="pre">ImageProcessorConfig.std</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.preprocessors.preprocessor.html#hezar.preprocessors.preprocessor.Preprocessor"><code class="docutils literal notranslate"><span class="pre">Preprocessor</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.preprocessor.html#hezar.preprocessors.preprocessor.Preprocessor.load"><code class="docutils literal notranslate"><span class="pre">Preprocessor.load()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.preprocessor.html#hezar.preprocessors.preprocessor.Preprocessor.preprocessor_subfolder"><code class="docutils literal notranslate"><span class="pre">Preprocessor.preprocessor_subfolder</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.preprocessor.html#hezar.preprocessors.preprocessor.Preprocessor.push_to_hub"><code class="docutils literal notranslate"><span class="pre">Preprocessor.push_to_hub()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.preprocessor.html#hezar.preprocessors.preprocessor.Preprocessor.required_backends"><code class="docutils literal notranslate"><span class="pre">Preprocessor.required_backends</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.preprocessor.html#hezar.preprocessors.preprocessor.Preprocessor.save"><code class="docutils literal notranslate"><span class="pre">Preprocessor.save()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.preprocessors.preprocessor.html#hezar.preprocessors.preprocessor.PreprocessorsContainer"><code class="docutils literal notranslate"><span class="pre">PreprocessorsContainer</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.preprocessor.html#hezar.preprocessors.preprocessor.PreprocessorsContainer.push_to_hub"><code class="docutils literal notranslate"><span class="pre">PreprocessorsContainer.push_to_hub()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.preprocessor.html#hezar.preprocessors.preprocessor.PreprocessorsContainer.save"><code class="docutils literal notranslate"><span class="pre">PreprocessorsContainer.save()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html#hezar.preprocessors.text_normalizer.TextNormalizer"><code class="docutils literal notranslate"><span class="pre">TextNormalizer</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html#hezar.preprocessors.text_normalizer.TextNormalizer.load"><code class="docutils literal notranslate"><span class="pre">TextNormalizer.load()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html#hezar.preprocessors.text_normalizer.TextNormalizer.normalizer_config_file"><code class="docutils literal notranslate"><span class="pre">TextNormalizer.normalizer_config_file</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html#hezar.preprocessors.text_normalizer.TextNormalizer.preprocessor_subfolder"><code class="docutils literal notranslate"><span class="pre">TextNormalizer.preprocessor_subfolder</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html#hezar.preprocessors.text_normalizer.TextNormalizer.push_to_hub"><code class="docutils literal notranslate"><span class="pre">TextNormalizer.push_to_hub()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html#hezar.preprocessors.text_normalizer.TextNormalizer.required_backends"><code class="docutils literal notranslate"><span class="pre">TextNormalizer.required_backends</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html#hezar.preprocessors.text_normalizer.TextNormalizer.save"><code class="docutils literal notranslate"><span class="pre">TextNormalizer.save()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html#hezar.preprocessors.text_normalizer.TextNormalizerConfig"><code class="docutils literal notranslate"><span class="pre">TextNormalizerConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html#hezar.preprocessors.text_normalizer.TextNormalizerConfig.name"><code class="docutils literal notranslate"><span class="pre">TextNormalizerConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html#hezar.preprocessors.text_normalizer.TextNormalizerConfig.nfkc"><code class="docutils literal notranslate"><span class="pre">TextNormalizerConfig.nfkc</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html#hezar.preprocessors.text_normalizer.TextNormalizerConfig.nfkd"><code class="docutils literal notranslate"><span class="pre">TextNormalizerConfig.nfkd</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html#hezar.preprocessors.text_normalizer.TextNormalizerConfig.replace_patterns"><code class="docutils literal notranslate"><span class="pre">TextNormalizerConfig.replace_patterns</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-hezar.preprocessors">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-hezar.preprocessors" title="Link to this heading">#</a></h2>
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+
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
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+<li class="toctree-l4 current current-page"><a class="current reference internal" href="#">hezar.preprocessors.image_processor module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
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+          <section id="module-hezar.preprocessors.image_processor">
+<span id="hezar-preprocessors-image-processor-module"></span><h1>hezar.preprocessors.image_processor module<a class="headerlink" href="#module-hezar.preprocessors.image_processor" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.preprocessors.image_processor.ImageProcessor">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.preprocessors.image_processor.</span></span><span class="sig-name descname"><span class="pre">ImageProcessor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#hezar.preprocessors.image_processor.ImageProcessorConfig" title="hezar.preprocessors.image_processor.ImageProcessorConfig"><span class="pre">ImageProcessorConfig</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/image_processor.html#ImageProcessor"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.image_processor.ImageProcessor" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.preprocessors.preprocessor.html#hezar.preprocessors.preprocessor.Preprocessor" title="hezar.preprocessors.preprocessor.Preprocessor"><code class="xref py py-class docutils literal notranslate"><span class="pre">Preprocessor</span></code></a></p>
+<p>General image processor to perform sequential transforms on a list of images.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.image_processor.ImageProcessor.image_processor_config_file">
+<span class="sig-name descname"><span class="pre">image_processor_config_file</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'image_processor_config.yaml'</span></em><a class="headerlink" href="#hezar.preprocessors.image_processor.ImageProcessor.image_processor_config_file" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.image_processor.ImageProcessor.load">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">load</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">hub_or_local_path</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">subfolder</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">force_return_dict</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config_filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cache_dir</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#hezar.preprocessors.image_processor.ImageProcessor" title="hezar.preprocessors.image_processor.ImageProcessor"><span class="pre">ImageProcessor</span></a></span></span><a class="reference internal" href="../_modules/hezar/preprocessors/image_processor.html#ImageProcessor.load"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.image_processor.ImageProcessor.load" title="Link to this definition">#</a></dt>
+<dd><p>Load an ImageProcessor from a specified path.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>hub_or_local_path</strong> – Path to the hub or local location.</p></li>
+<li><p><strong>subfolder</strong> (<em>str</em>) – Subfolder within the specified path.</p></li>
+<li><p><strong>force_return_dict</strong> (<em>bool</em>) – Flag to force return as a dictionary.</p></li>
+<li><p><strong>config_filename</strong> (<em>str</em>) – Configuration filename.</p></li>
+<li><p><strong>cache_dir</strong> – Path to cache directory</p></li>
+<li><p><strong>**kwargs</strong> – Additional keyword arguments.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Loaded image processor instance.</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p><a class="reference internal" href="#hezar.preprocessors.image_processor.ImageProcessor" title="hezar.preprocessors.image_processor.ImageProcessor">ImageProcessor</a></p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.image_processor.ImageProcessor.preprocessor_subfolder">
+<span class="sig-name descname"><span class="pre">preprocessor_subfolder</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'preprocessor'</span></em><a class="headerlink" href="#hezar.preprocessors.image_processor.ImageProcessor.preprocessor_subfolder" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.image_processor.ImageProcessor.push_to_hub">
+<span class="sig-name descname"><span class="pre">push_to_hub</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">repo_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">subfolder</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">commit_message</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">private</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config_filename</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/image_processor.html#ImageProcessor.push_to_hub"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.image_processor.ImageProcessor.push_to_hub" title="Link to this definition">#</a></dt>
+<dd><p>Push the ImageProcessor configuration to the hub.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>repo_id</strong> – ID of the repository.</p></li>
+<li><p><strong>subfolder</strong> (<em>str</em>) – Subfolder within the repository.</p></li>
+<li><p><strong>commit_message</strong> (<em>str</em>) – Commit message.</p></li>
+<li><p><strong>private</strong> (<em>bool</em>) – Flag indicating whether the repository is private.</p></li>
+<li><p><strong>config_filename</strong> (<em>str</em>) – Configuration filename.</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.image_processor.ImageProcessor.required_backends">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[Backends.PILLOW]</span></em><a class="headerlink" href="#hezar.preprocessors.image_processor.ImageProcessor.required_backends" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.image_processor.ImageProcessor.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">path</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">subfolder</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config_filename</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/image_processor.html#ImageProcessor.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.image_processor.ImageProcessor.save" title="Link to this definition">#</a></dt>
+<dd><p>Save the ImageProcessor configuration.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>path</strong> – Path to save the configuration.</p></li>
+<li><p><strong>subfolder</strong> (<em>str</em>) – Subfolder within the specified path.</p></li>
+<li><p><strong>config_filename</strong> (<em>str</em>) – Configuration filename.</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.preprocessors.image_processor.ImageProcessorConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.preprocessors.image_processor.</span></span><span class="sig-name descname"><span class="pre">ImageProcessorConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">mean</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">std</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rescale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resample</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mirror</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">gray_scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/image_processor.html#ImageProcessorConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.image_processor.ImageProcessorConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.PreprocessorConfig" title="hezar.configs.PreprocessorConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">PreprocessorConfig</span></code></a></p>
+<p>Configuration class for the ImageProcessor.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.image_processor.ImageProcessorConfig.gray_scale">
+<span class="sig-name descname"><span class="pre">gray_scale</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#hezar.preprocessors.image_processor.ImageProcessorConfig.gray_scale" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.image_processor.ImageProcessorConfig.mean">
+<span class="sig-name descname"><span class="pre">mean</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.preprocessors.image_processor.ImageProcessorConfig.mean" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.image_processor.ImageProcessorConfig.mirror">
+<span class="sig-name descname"><span class="pre">mirror</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#hezar.preprocessors.image_processor.ImageProcessorConfig.mirror" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.image_processor.ImageProcessorConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'image_processor'</span></em><a class="headerlink" href="#hezar.preprocessors.image_processor.ImageProcessorConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.image_processor.ImageProcessorConfig.resample">
+<span class="sig-name descname"><span class="pre">resample</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.preprocessors.image_processor.ImageProcessorConfig.resample" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.image_processor.ImageProcessorConfig.rescale">
+<span class="sig-name descname"><span class="pre">rescale</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.preprocessors.image_processor.ImageProcessorConfig.rescale" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.image_processor.ImageProcessorConfig.size">
+<span class="sig-name descname"><span class="pre">size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.preprocessors.image_processor.ImageProcessorConfig.size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.image_processor.ImageProcessorConfig.std">
+<span class="sig-name descname"><span class="pre">std</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.preprocessors.image_processor.ImageProcessorConfig.std" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
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+            On this page
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+            <ul>
+<li><a class="reference internal" href="#">hezar.preprocessors.image_processor module</a><ul>
+<li><a class="reference internal" href="#hezar.preprocessors.image_processor.ImageProcessor"><code class="docutils literal notranslate"><span class="pre">ImageProcessor</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.preprocessors.image_processor.ImageProcessor.image_processor_config_file"><code class="docutils literal notranslate"><span class="pre">ImageProcessor.image_processor_config_file</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.image_processor.ImageProcessor.load"><code class="docutils literal notranslate"><span class="pre">ImageProcessor.load()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.image_processor.ImageProcessor.preprocessor_subfolder"><code class="docutils literal notranslate"><span class="pre">ImageProcessor.preprocessor_subfolder</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.image_processor.ImageProcessor.push_to_hub"><code class="docutils literal notranslate"><span class="pre">ImageProcessor.push_to_hub()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.image_processor.ImageProcessor.required_backends"><code class="docutils literal notranslate"><span class="pre">ImageProcessor.required_backends</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.image_processor.ImageProcessor.save"><code class="docutils literal notranslate"><span class="pre">ImageProcessor.save()</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.preprocessors.image_processor.ImageProcessorConfig"><code class="docutils literal notranslate"><span class="pre">ImageProcessorConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.preprocessors.image_processor.ImageProcessorConfig.gray_scale"><code class="docutils literal notranslate"><span class="pre">ImageProcessorConfig.gray_scale</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.image_processor.ImageProcessorConfig.mean"><code class="docutils literal notranslate"><span class="pre">ImageProcessorConfig.mean</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.image_processor.ImageProcessorConfig.mirror"><code class="docutils literal notranslate"><span class="pre">ImageProcessorConfig.mirror</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.image_processor.ImageProcessorConfig.name"><code class="docutils literal notranslate"><span class="pre">ImageProcessorConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.image_processor.ImageProcessorConfig.resample"><code class="docutils literal notranslate"><span class="pre">ImageProcessorConfig.resample</span></code></a></li>
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+<li><a class="reference internal" href="#hezar.preprocessors.image_processor.ImageProcessorConfig.std"><code class="docutils literal notranslate"><span class="pre">ImageProcessorConfig.std</span></code></a></li>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 current has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4 current current-page"><a class="current reference internal" href="#">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
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+          <section id="module-hezar.preprocessors.preprocessor">
+<span id="hezar-preprocessors-preprocessor-module"></span><h1>hezar.preprocessors.preprocessor module<a class="headerlink" href="#module-hezar.preprocessors.preprocessor" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.preprocessors.preprocessor.Preprocessor">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.preprocessors.preprocessor.</span></span><span class="sig-name descname"><span class="pre">Preprocessor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.configs.html#hezar.configs.PreprocessorConfig" title="hezar.configs.PreprocessorConfig"><span class="pre">PreprocessorConfig</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/preprocessor.html#Preprocessor"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.preprocessor.Preprocessor" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>Base class for all data preprocessors.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>config</strong> – Preprocessor properties</p>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.preprocessor.Preprocessor.load">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">load</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">hub_or_local_path</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">subfolder</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">force_return_dict</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cache_dir</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/preprocessor.html#Preprocessor.load"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.preprocessor.Preprocessor.load" title="Link to this definition">#</a></dt>
+<dd><p>Load a preprocessor or a pipeline of preprocessors from a local or Hub path. This method automatically detects
+any preprocessor in the path. If there’s only one preprocessor, returns it and if there are more, returns a
+dictionary of preprocessors.</p>
+<p>This method must also be overriden by subclasses as it internally calls this method for every possible
+preprocessor found in the repo.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>hub_or_local_path</strong> – Path to hub or local repo</p></li>
+<li><p><strong>subfolder</strong> – Subfolder for the preprocessor.</p></li>
+<li><p><strong>force_return_dict</strong> – Whether to return a dict even if there’s only one preprocessor available on the repo</p></li>
+<li><p><strong>cache_dir</strong> – Path to cache directory</p></li>
+<li><p><strong>**kwargs</strong> – Extra kwargs</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A Preprocessor subclass or a dict of Preprocessor subclass instances</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.preprocessor.Preprocessor.preprocessor_subfolder">
+<span class="sig-name descname"><span class="pre">preprocessor_subfolder</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'preprocessor'</span></em><a class="headerlink" href="#hezar.preprocessors.preprocessor.Preprocessor.preprocessor_subfolder" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.preprocessor.Preprocessor.push_to_hub">
+<span class="sig-name descname"><span class="pre">push_to_hub</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">repo_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">subfolder</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">commit_message</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">private</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/preprocessor.html#Preprocessor.push_to_hub"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.preprocessor.Preprocessor.push_to_hub" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.preprocessor.Preprocessor.required_backends">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[]</span></em><a class="headerlink" href="#hezar.preprocessors.preprocessor.Preprocessor.required_backends" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.preprocessor.Preprocessor.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">path</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/preprocessor.html#Preprocessor.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.preprocessor.Preprocessor.save" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.preprocessors.preprocessor.PreprocessorsContainer">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.preprocessors.preprocessor.</span></span><span class="sig-name descname"><span class="pre">PreprocessorsContainer</span></span><a class="reference internal" href="../_modules/hezar/preprocessors/preprocessor.html#PreprocessorsContainer"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.preprocessor.PreprocessorsContainer" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">OrderedDict</span></code></p>
+<p>A class to hold the preprocessors by their name</p>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.preprocessor.PreprocessorsContainer.push_to_hub">
+<span class="sig-name descname"><span class="pre">push_to_hub</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">repo_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">subfolder</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">commit_message</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">private</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/preprocessor.html#PreprocessorsContainer.push_to_hub"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.preprocessor.PreprocessorsContainer.push_to_hub" title="Link to this definition">#</a></dt>
+<dd><p>Push every preprocessor item in the container</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.preprocessor.PreprocessorsContainer.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">path</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/preprocessor.html#PreprocessorsContainer.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.preprocessor.PreprocessorsContainer.save" title="Link to this definition">#</a></dt>
+<dd><p>Save every preprocessor item in the container</p>
+</dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
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+                <div class="title">hezar.preprocessors.text_normalizer module</div>
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+            On this page
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+            <ul>
+<li><a class="reference internal" href="#">hezar.preprocessors.preprocessor module</a><ul>
+<li><a class="reference internal" href="#hezar.preprocessors.preprocessor.Preprocessor"><code class="docutils literal notranslate"><span class="pre">Preprocessor</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.preprocessors.preprocessor.Preprocessor.load"><code class="docutils literal notranslate"><span class="pre">Preprocessor.load()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.preprocessor.Preprocessor.preprocessor_subfolder"><code class="docutils literal notranslate"><span class="pre">Preprocessor.preprocessor_subfolder</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.preprocessor.Preprocessor.push_to_hub"><code class="docutils literal notranslate"><span class="pre">Preprocessor.push_to_hub()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.preprocessor.Preprocessor.required_backends"><code class="docutils literal notranslate"><span class="pre">Preprocessor.required_backends</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.preprocessor.Preprocessor.save"><code class="docutils literal notranslate"><span class="pre">Preprocessor.save()</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.preprocessors.preprocessor.PreprocessorsContainer"><code class="docutils literal notranslate"><span class="pre">PreprocessorsContainer</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.preprocessors.preprocessor.PreprocessorsContainer.push_to_hub"><code class="docutils literal notranslate"><span class="pre">PreprocessorsContainer.push_to_hub()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.preprocessor.PreprocessorsContainer.save"><code class="docutils literal notranslate"><span class="pre">PreprocessorsContainer.save()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
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+
+    <link rel="shortcut icon" href="../_static/hezar_logo.svg"/><!-- Generated with Sphinx 7.2.6 and Furo 2023.09.10 -->
+        <title>hezar.preprocessors.text_normalizer module - Hezar Documentation</title>
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+<style>
+  body {
+    --color-code-background: #f8f8f8;
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
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+</ul>
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+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
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+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+</ul>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
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+          </label>
+        </div>
+        <article role="main">
+          <section id="module-hezar.preprocessors.text_normalizer">
+<span id="hezar-preprocessors-text-normalizer-module"></span><h1>hezar.preprocessors.text_normalizer module<a class="headerlink" href="#module-hezar.preprocessors.text_normalizer" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.preprocessors.text_normalizer.TextNormalizer">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.preprocessors.text_normalizer.</span></span><span class="sig-name descname"><span class="pre">TextNormalizer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#hezar.preprocessors.text_normalizer.TextNormalizerConfig" title="hezar.preprocessors.text_normalizer.TextNormalizerConfig"><span class="pre">TextNormalizerConfig</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/text_normalizer.html#TextNormalizer"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.text_normalizer.TextNormalizer" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.preprocessors.preprocessor.html#hezar.preprocessors.preprocessor.Preprocessor" title="hezar.preprocessors.preprocessor.Preprocessor"><code class="xref py py-class docutils literal notranslate"><span class="pre">Preprocessor</span></code></a></p>
+<p>A simple configurable text normalizer</p>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.text_normalizer.TextNormalizer.load">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">load</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">hub_or_local_path</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">subfolder</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config_filename</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cache_dir</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#hezar.preprocessors.text_normalizer.TextNormalizer" title="hezar.preprocessors.text_normalizer.TextNormalizer"><span class="pre">TextNormalizer</span></a></span></span><a class="reference internal" href="../_modules/hezar/preprocessors/text_normalizer.html#TextNormalizer.load"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.text_normalizer.TextNormalizer.load" title="Link to this definition">#</a></dt>
+<dd><p>Load a preprocessor or a pipeline of preprocessors from a local or Hub path. This method automatically detects
+any preprocessor in the path. If there’s only one preprocessor, returns it and if there are more, returns a
+dictionary of preprocessors.</p>
+<p>This method must also be overriden by subclasses as it internally calls this method for every possible
+preprocessor found in the repo.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>hub_or_local_path</strong> – Path to hub or local repo</p></li>
+<li><p><strong>subfolder</strong> – Subfolder for the preprocessor.</p></li>
+<li><p><strong>force_return_dict</strong> – Whether to return a dict even if there’s only one preprocessor available on the repo</p></li>
+<li><p><strong>cache_dir</strong> – Path to cache directory</p></li>
+<li><p><strong>**kwargs</strong> – Extra kwargs</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A Preprocessor subclass or a dict of Preprocessor subclass instances</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.text_normalizer.TextNormalizer.normalizer_config_file">
+<span class="sig-name descname"><span class="pre">normalizer_config_file</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'normalizer_config.yaml'</span></em><a class="headerlink" href="#hezar.preprocessors.text_normalizer.TextNormalizer.normalizer_config_file" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.text_normalizer.TextNormalizer.preprocessor_subfolder">
+<span class="sig-name descname"><span class="pre">preprocessor_subfolder</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'preprocessor'</span></em><a class="headerlink" href="#hezar.preprocessors.text_normalizer.TextNormalizer.preprocessor_subfolder" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.text_normalizer.TextNormalizer.push_to_hub">
+<span class="sig-name descname"><span class="pre">push_to_hub</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">repo_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">commit_message</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">subfolder</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config_filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">private</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/text_normalizer.html#TextNormalizer.push_to_hub"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.text_normalizer.TextNormalizer.push_to_hub" title="Link to this definition">#</a></dt>
+<dd><p>Push normalizer config and other optional files to the Hub.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>repo_id</strong> – Repo id on the Hub</p></li>
+<li><p><strong>commit_message</strong> – Commit message</p></li>
+<li><p><strong>subfolder</strong> – Optional subfolder for the normalizer</p></li>
+<li><p><strong>config_filename</strong> – Optional normalizer config filename</p></li>
+<li><p><strong>private</strong> – Whether to create a private repo if it does not exist already</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.text_normalizer.TextNormalizer.required_backends">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[Backends.TOKENIZERS]</span></em><a class="headerlink" href="#hezar.preprocessors.text_normalizer.TextNormalizer.required_backends" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.text_normalizer.TextNormalizer.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">path</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">subfolder</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config_filename</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/text_normalizer.html#TextNormalizer.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.text_normalizer.TextNormalizer.save" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.preprocessors.text_normalizer.TextNormalizerConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.preprocessors.text_normalizer.</span></span><span class="sig-name descname"><span class="pre">TextNormalizerConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">replace_patterns</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="s"><span class="pre">'List[Tuple[str,</span> <span class="pre">str]]</span> <span class="pre">|</span> <span class="pre">List[List[str]]</span> <span class="pre">|</span> <span class="pre">List[Dict[str,</span> <span class="pre">List]]'</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nfkd</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="s"><span class="pre">'bool'</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nfkc</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="s"><span class="pre">'bool'</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/text_normalizer.html#TextNormalizerConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.text_normalizer.TextNormalizerConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.PreprocessorConfig" title="hezar.configs.PreprocessorConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">PreprocessorConfig</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.text_normalizer.TextNormalizerConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'text_normalizer'</span></em><a class="headerlink" href="#hezar.preprocessors.text_normalizer.TextNormalizerConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.text_normalizer.TextNormalizerConfig.nfkc">
+<span class="sig-name descname"><span class="pre">nfkc</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.preprocessors.text_normalizer.TextNormalizerConfig.nfkc" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.text_normalizer.TextNormalizerConfig.nfkd">
+<span class="sig-name descname"><span class="pre">nfkd</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.preprocessors.text_normalizer.TextNormalizerConfig.nfkd" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.text_normalizer.TextNormalizerConfig.replace_patterns">
+<span class="sig-name descname"><span class="pre">replace_patterns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.preprocessors.text_normalizer.TextNormalizerConfig.replace_patterns" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          <a class="next-page" href="hezar.trainer.html">
+              <div class="page-info">
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+            On this page
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+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.preprocessors.text_normalizer module</a><ul>
+<li><a class="reference internal" href="#hezar.preprocessors.text_normalizer.TextNormalizer"><code class="docutils literal notranslate"><span class="pre">TextNormalizer</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.preprocessors.text_normalizer.TextNormalizer.load"><code class="docutils literal notranslate"><span class="pre">TextNormalizer.load()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.text_normalizer.TextNormalizer.normalizer_config_file"><code class="docutils literal notranslate"><span class="pre">TextNormalizer.normalizer_config_file</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.text_normalizer.TextNormalizer.preprocessor_subfolder"><code class="docutils literal notranslate"><span class="pre">TextNormalizer.preprocessor_subfolder</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.text_normalizer.TextNormalizer.push_to_hub"><code class="docutils literal notranslate"><span class="pre">TextNormalizer.push_to_hub()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.text_normalizer.TextNormalizer.required_backends"><code class="docutils literal notranslate"><span class="pre">TextNormalizer.required_backends</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.text_normalizer.TextNormalizer.save"><code class="docutils literal notranslate"><span class="pre">TextNormalizer.save()</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.preprocessors.text_normalizer.TextNormalizerConfig"><code class="docutils literal notranslate"><span class="pre">TextNormalizerConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.preprocessors.text_normalizer.TextNormalizerConfig.name"><code class="docutils literal notranslate"><span class="pre">TextNormalizerConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.text_normalizer.TextNormalizerConfig.nfkc"><code class="docutils literal notranslate"><span class="pre">TextNormalizerConfig.nfkc</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.text_normalizer.TextNormalizerConfig.nfkd"><code class="docutils literal notranslate"><span class="pre">TextNormalizerConfig.nfkd</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.text_normalizer.TextNormalizerConfig.replace_patterns"><code class="docutils literal notranslate"><span class="pre">TextNormalizerConfig.replace_patterns</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
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+</html>
\ No newline at end of file
diff --git a/source/hezar.preprocessors.tokenizers.bpe.html b/source/hezar.preprocessors.tokenizers.bpe.html
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+
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 current has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
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+<li class="toctree-l5 current current-page"><a class="current reference internal" href="#">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
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+<li class="toctree-l1"><a class="reference internal" href="../contributing.html">Contributing to Hezar</a></li>
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+        <article role="main">
+          <section id="module-hezar.preprocessors.tokenizers.bpe">
+<span id="hezar-preprocessors-tokenizers-bpe-module"></span><h1>hezar.preprocessors.tokenizers.bpe module<a class="headerlink" href="#module-hezar.preprocessors.tokenizers.bpe" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.bpe.BPEConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.preprocessors.tokenizers.bpe.</span></span><span class="sig-name descname"><span class="pre">BPEConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">max_length:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">512</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">truncation_strategy:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'longest_first'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">truncation_direction:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'right'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stride:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">padding_strategy:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'longest'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">padding_direction:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'right'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_to_multiple_of:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_token_type_id:</span> <span class="pre">'int'</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bos_token:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'&lt;s&gt;'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">eos_token:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'&lt;/s&gt;'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">unk_token:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'&lt;unk&gt;'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep_token:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'&lt;sep&gt;'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_token:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'&lt;pad&gt;'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cls_token:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'&lt;cls&gt;'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mask_token:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'&lt;mask&gt;'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">additional_special_tokens:</span> <span class="pre">List[str]</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dropout:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">continuing_subword_prefix:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">end_of_word_suffix:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fuse_unk:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vocab_size:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">30000</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_frequency:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">limit_alphabet:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">1000</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initial_alphabet:</span> <span class="pre">list</span> <span class="pre">=</span> <span class="pre">&lt;factory&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">show_progress:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/bpe.html#BPEConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig" title="hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">TokenizerConfig</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.bpe.BPEConfig.additional_special_tokens">
+<span class="sig-name descname"><span class="pre">additional_special_tokens</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.additional_special_tokens" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.bpe.BPEConfig.bos_token">
+<span class="sig-name descname"><span class="pre">bos_token</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'&lt;s&gt;'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.bos_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.bpe.BPEConfig.cls_token">
+<span class="sig-name descname"><span class="pre">cls_token</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'&lt;cls&gt;'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.cls_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.bpe.BPEConfig.continuing_subword_prefix">
+<span class="sig-name descname"><span class="pre">continuing_subword_prefix</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">''</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.continuing_subword_prefix" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.bpe.BPEConfig.dropout">
+<span class="sig-name descname"><span class="pre">dropout</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.dropout" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.bpe.BPEConfig.end_of_word_suffix">
+<span class="sig-name descname"><span class="pre">end_of_word_suffix</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">''</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.end_of_word_suffix" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.bpe.BPEConfig.eos_token">
+<span class="sig-name descname"><span class="pre">eos_token</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'&lt;/s&gt;'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.eos_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.bpe.BPEConfig.fuse_unk">
+<span class="sig-name descname"><span class="pre">fuse_unk</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.fuse_unk" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.bpe.BPEConfig.initial_alphabet">
+<span class="sig-name descname"><span class="pre">initial_alphabet</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">list</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.initial_alphabet" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.bpe.BPEConfig.limit_alphabet">
+<span class="sig-name descname"><span class="pre">limit_alphabet</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1000</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.limit_alphabet" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.bpe.BPEConfig.mask_token">
+<span class="sig-name descname"><span class="pre">mask_token</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'&lt;mask&gt;'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.mask_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.bpe.BPEConfig.max_length">
+<span class="sig-name descname"><span class="pre">max_length</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">512</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.max_length" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.bpe.BPEConfig.min_frequency">
+<span class="sig-name descname"><span class="pre">min_frequency</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">2</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.min_frequency" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.bpe.BPEConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'bpe_tokenizer'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.bpe.BPEConfig.pad_to_multiple_of">
+<span class="sig-name descname"><span class="pre">pad_to_multiple_of</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.pad_to_multiple_of" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.bpe.BPEConfig.pad_token">
+<span class="sig-name descname"><span class="pre">pad_token</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'&lt;pad&gt;'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.pad_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.bpe.BPEConfig.padding_direction">
+<span class="sig-name descname"><span class="pre">padding_direction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'right'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.padding_direction" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.bpe.BPEConfig.padding_strategy">
+<span class="sig-name descname"><span class="pre">padding_strategy</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'longest'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.padding_strategy" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.bpe.BPEConfig.sep_token">
+<span class="sig-name descname"><span class="pre">sep_token</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'&lt;sep&gt;'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.sep_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.bpe.BPEConfig.show_progress">
+<span class="sig-name descname"><span class="pre">show_progress</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.show_progress" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.bpe.BPEConfig.stride">
+<span class="sig-name descname"><span class="pre">stride</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.stride" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.bpe.BPEConfig.truncation_direction">
+<span class="sig-name descname"><span class="pre">truncation_direction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'right'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.truncation_direction" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.bpe.BPEConfig.truncation_strategy">
+<span class="sig-name descname"><span class="pre">truncation_strategy</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'longest_first'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.truncation_strategy" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.bpe.BPEConfig.unk_token">
+<span class="sig-name descname"><span class="pre">unk_token</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'&lt;unk&gt;'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.unk_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.bpe.BPEConfig.vocab_size">
+<span class="sig-name descname"><span class="pre">vocab_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">30000</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.vocab_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.bpe.BPETokenizer">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.preprocessors.tokenizers.bpe.</span></span><span class="sig-name descname"><span class="pre">BPETokenizer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tokenizer_file</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/bpe.html#BPETokenizer"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.bpe.BPETokenizer" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer" title="hezar.preprocessors.tokenizers.tokenizer.Tokenizer"><code class="xref py py-class docutils literal notranslate"><span class="pre">Tokenizer</span></code></a></p>
+<p>A standard Byte-level BPE tokenizer using 🤗HuggingFace Tokenizers</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>config</strong> – Preprocessor config for the tokenizer</p></li>
+<li><p><strong>**kwargs</strong> – Extra/manual config parameters</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.bpe.BPETokenizer.build">
+<span class="sig-name descname"><span class="pre">build</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/bpe.html#BPETokenizer.build"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.bpe.BPETokenizer.build" title="Link to this definition">#</a></dt>
+<dd><p>Build the tokenizer.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>The built tokenizer.</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>HFTokenizer</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.bpe.BPETokenizer.required_backends">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[Backends.TOKENIZERS]</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.bpe.BPETokenizer.required_backends" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.bpe.BPETokenizer.token_ids_name">
+<span class="sig-name descname"><span class="pre">token_ids_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'token_ids'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.bpe.BPETokenizer.token_ids_name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.bpe.BPETokenizer.tokenizer_config_filename">
+<span class="sig-name descname"><span class="pre">tokenizer_config_filename</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'tokenizer_config.yaml'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.bpe.BPETokenizer.tokenizer_config_filename" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.bpe.BPETokenizer.tokenizer_filename">
+<span class="sig-name descname"><span class="pre">tokenizer_filename</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'tokenizer.json'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.bpe.BPETokenizer.tokenizer_filename" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.bpe.BPETokenizer.train">
+<span class="sig-name descname"><span class="pre">train</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">files</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">train_kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/bpe.html#BPETokenizer.train"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.bpe.BPETokenizer.train" title="Link to this definition">#</a></dt>
+<dd><p>Train the model using the given files</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.bpe.BPETokenizer.train_from_iterator">
+<span class="sig-name descname"><span class="pre">train_from_iterator</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dataset</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">train_kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/bpe.html#BPETokenizer.train_from_iterator"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.bpe.BPETokenizer.train_from_iterator" title="Link to this definition">#</a></dt>
+<dd><p>Train the model using the given files</p>
+</dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
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+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.preprocessors.tokenizers.bpe module</a><ul>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig"><code class="docutils literal notranslate"><span class="pre">BPEConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.additional_special_tokens"><code class="docutils literal notranslate"><span class="pre">BPEConfig.additional_special_tokens</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.bos_token"><code class="docutils literal notranslate"><span class="pre">BPEConfig.bos_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.cls_token"><code class="docutils literal notranslate"><span class="pre">BPEConfig.cls_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.continuing_subword_prefix"><code class="docutils literal notranslate"><span class="pre">BPEConfig.continuing_subword_prefix</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.dropout"><code class="docutils literal notranslate"><span class="pre">BPEConfig.dropout</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.end_of_word_suffix"><code class="docutils literal notranslate"><span class="pre">BPEConfig.end_of_word_suffix</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.eos_token"><code class="docutils literal notranslate"><span class="pre">BPEConfig.eos_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.fuse_unk"><code class="docutils literal notranslate"><span class="pre">BPEConfig.fuse_unk</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.initial_alphabet"><code class="docutils literal notranslate"><span class="pre">BPEConfig.initial_alphabet</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.limit_alphabet"><code class="docutils literal notranslate"><span class="pre">BPEConfig.limit_alphabet</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.mask_token"><code class="docutils literal notranslate"><span class="pre">BPEConfig.mask_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.max_length"><code class="docutils literal notranslate"><span class="pre">BPEConfig.max_length</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.min_frequency"><code class="docutils literal notranslate"><span class="pre">BPEConfig.min_frequency</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.name"><code class="docutils literal notranslate"><span class="pre">BPEConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.pad_to_multiple_of"><code class="docutils literal notranslate"><span class="pre">BPEConfig.pad_to_multiple_of</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.pad_token"><code class="docutils literal notranslate"><span class="pre">BPEConfig.pad_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.padding_direction"><code class="docutils literal notranslate"><span class="pre">BPEConfig.padding_direction</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.padding_strategy"><code class="docutils literal notranslate"><span class="pre">BPEConfig.padding_strategy</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.sep_token"><code class="docutils literal notranslate"><span class="pre">BPEConfig.sep_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.show_progress"><code class="docutils literal notranslate"><span class="pre">BPEConfig.show_progress</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.stride"><code class="docutils literal notranslate"><span class="pre">BPEConfig.stride</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.truncation_direction"><code class="docutils literal notranslate"><span class="pre">BPEConfig.truncation_direction</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.truncation_strategy"><code class="docutils literal notranslate"><span class="pre">BPEConfig.truncation_strategy</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.unk_token"><code class="docutils literal notranslate"><span class="pre">BPEConfig.unk_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.bpe.BPEConfig.vocab_size"><code class="docutils literal notranslate"><span class="pre">BPEConfig.vocab_size</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.bpe.BPETokenizer"><code class="docutils literal notranslate"><span class="pre">BPETokenizer</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.bpe.BPETokenizer.build"><code class="docutils literal notranslate"><span class="pre">BPETokenizer.build()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.bpe.BPETokenizer.required_backends"><code class="docutils literal notranslate"><span class="pre">BPETokenizer.required_backends</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.bpe.BPETokenizer.token_ids_name"><code class="docutils literal notranslate"><span class="pre">BPETokenizer.token_ids_name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.bpe.BPETokenizer.tokenizer_config_filename"><code class="docutils literal notranslate"><span class="pre">BPETokenizer.tokenizer_config_filename</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.bpe.BPETokenizer.tokenizer_filename"><code class="docutils literal notranslate"><span class="pre">BPETokenizer.tokenizer_filename</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.bpe.BPETokenizer.train"><code class="docutils literal notranslate"><span class="pre">BPETokenizer.train()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.bpe.BPETokenizer.train_from_iterator"><code class="docutils literal notranslate"><span class="pre">BPETokenizer.train_from_iterator()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
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+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
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+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
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+</ul>
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+<li class="toctree-l4 current has-children current-page"><a class="current reference internal" href="#">hezar.preprocessors.tokenizers package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
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+          <section id="hezar-preprocessors-tokenizers-package">
+<h1>hezar.preprocessors.tokenizers package<a class="headerlink" href="#hezar-preprocessors-tokenizers-package" title="Link to this heading">#</a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">#</a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig"><code class="docutils literal notranslate"><span class="pre">BPEConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.additional_special_tokens"><code class="docutils literal notranslate"><span class="pre">BPEConfig.additional_special_tokens</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.bos_token"><code class="docutils literal notranslate"><span class="pre">BPEConfig.bos_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.cls_token"><code class="docutils literal notranslate"><span class="pre">BPEConfig.cls_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.continuing_subword_prefix"><code class="docutils literal notranslate"><span class="pre">BPEConfig.continuing_subword_prefix</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.dropout"><code class="docutils literal notranslate"><span class="pre">BPEConfig.dropout</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.end_of_word_suffix"><code class="docutils literal notranslate"><span class="pre">BPEConfig.end_of_word_suffix</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.eos_token"><code class="docutils literal notranslate"><span class="pre">BPEConfig.eos_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.fuse_unk"><code class="docutils literal notranslate"><span class="pre">BPEConfig.fuse_unk</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.initial_alphabet"><code class="docutils literal notranslate"><span class="pre">BPEConfig.initial_alphabet</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.limit_alphabet"><code class="docutils literal notranslate"><span class="pre">BPEConfig.limit_alphabet</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.mask_token"><code class="docutils literal notranslate"><span class="pre">BPEConfig.mask_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.max_length"><code class="docutils literal notranslate"><span class="pre">BPEConfig.max_length</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.min_frequency"><code class="docutils literal notranslate"><span class="pre">BPEConfig.min_frequency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.name"><code class="docutils literal notranslate"><span class="pre">BPEConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.pad_to_multiple_of"><code class="docutils literal notranslate"><span class="pre">BPEConfig.pad_to_multiple_of</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.pad_token"><code class="docutils literal notranslate"><span class="pre">BPEConfig.pad_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.padding_direction"><code class="docutils literal notranslate"><span class="pre">BPEConfig.padding_direction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.padding_strategy"><code class="docutils literal notranslate"><span class="pre">BPEConfig.padding_strategy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.sep_token"><code class="docutils literal notranslate"><span class="pre">BPEConfig.sep_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.show_progress"><code class="docutils literal notranslate"><span class="pre">BPEConfig.show_progress</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.stride"><code class="docutils literal notranslate"><span class="pre">BPEConfig.stride</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.truncation_direction"><code class="docutils literal notranslate"><span class="pre">BPEConfig.truncation_direction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.truncation_strategy"><code class="docutils literal notranslate"><span class="pre">BPEConfig.truncation_strategy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.unk_token"><code class="docutils literal notranslate"><span class="pre">BPEConfig.unk_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPEConfig.vocab_size"><code class="docutils literal notranslate"><span class="pre">BPEConfig.vocab_size</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPETokenizer"><code class="docutils literal notranslate"><span class="pre">BPETokenizer</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPETokenizer.build"><code class="docutils literal notranslate"><span class="pre">BPETokenizer.build()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPETokenizer.required_backends"><code class="docutils literal notranslate"><span class="pre">BPETokenizer.required_backends</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPETokenizer.token_ids_name"><code class="docutils literal notranslate"><span class="pre">BPETokenizer.token_ids_name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPETokenizer.tokenizer_config_filename"><code class="docutils literal notranslate"><span class="pre">BPETokenizer.tokenizer_config_filename</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPETokenizer.tokenizer_filename"><code class="docutils literal notranslate"><span class="pre">BPETokenizer.tokenizer_filename</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPETokenizer.train"><code class="docutils literal notranslate"><span class="pre">BPETokenizer.train()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html#hezar.preprocessors.tokenizers.bpe.BPETokenizer.train_from_iterator"><code class="docutils literal notranslate"><span class="pre">BPETokenizer.train_from_iterator()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.add_prefix_space"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.add_prefix_space</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.additional_special_tokens"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.additional_special_tokens</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.bos_token"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.bos_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.cls_token"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.cls_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.continuing_subword_prefix"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.continuing_subword_prefix</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.dropout"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.dropout</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.end_of_word_suffix"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.end_of_word_suffix</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.eos_token"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.eos_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.fuse_unk"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.fuse_unk</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.initial_alphabet"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.initial_alphabet</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.limit_alphabet"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.limit_alphabet</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.mask_token"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.mask_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.max_length"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.max_length</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.min_frequency"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.min_frequency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.name"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.pad_to_multiple_of"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.pad_to_multiple_of</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.pad_token"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.pad_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.padding_direction"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.padding_direction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.padding_strategy"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.padding_strategy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.replacement"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.replacement</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.sep_token"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.sep_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.show_progress"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.show_progress</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.stride"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.stride</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.truncation_direction"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.truncation_direction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.truncation_strategy"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.truncation_strategy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.unk_token"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.unk_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.vocab_size"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.vocab_size</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPETokenizer</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer.build"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPETokenizer.build()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer.required_backends"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPETokenizer.required_backends</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer.token_ids_name"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPETokenizer.token_ids_name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer.tokenizer_config_filename"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPETokenizer.tokenizer_config_filename</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer.tokenizer_filename"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPETokenizer.tokenizer_filename</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer.train"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPETokenizer.train()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer.train_from_iterator"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPETokenizer.train_from_iterator()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.add_prefix_space"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.add_prefix_space</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.additional_special_tokens"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.additional_special_tokens</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.bos_token"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.bos_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.cls_token"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.cls_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.continuing_subword_prefix"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.continuing_subword_prefix</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.dropout"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.dropout</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.end_of_word_suffix"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.end_of_word_suffix</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.eos_token"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.eos_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.fuse_unk"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.fuse_unk</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.initial_alphabet"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.initial_alphabet</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.limit_alphabet"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.limit_alphabet</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.mask_token"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.mask_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.max_length"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.max_length</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.min_frequency"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.min_frequency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.name"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.pad_to_multiple_of"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.pad_to_multiple_of</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.pad_token"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.pad_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.padding_direction"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.padding_direction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.padding_strategy"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.padding_strategy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.replacement"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.replacement</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.sep_token"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.sep_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.show_progress"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.show_progress</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.stride"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.stride</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.truncation_direction"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.truncation_direction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.truncation_strategy"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.truncation_strategy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.unk_token"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.unk_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.vocab_size"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.vocab_size</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramTokenizer</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer.build"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramTokenizer.build()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer.required_backends"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramTokenizer.required_backends</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer.token_ids_name"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramTokenizer.token_ids_name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer.tokenizer_config_filename"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramTokenizer.tokenizer_config_filename</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer.tokenizer_filename"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramTokenizer.tokenizer_filename</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer.train"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramTokenizer.train()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer.train_from_iterator"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramTokenizer.train_from_iterator()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer"><code class="docutils literal notranslate"><span class="pre">Tokenizer</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.add_special_tokens"><code class="docutils literal notranslate"><span class="pre">Tokenizer.add_special_tokens()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.add_tokens"><code class="docutils literal notranslate"><span class="pre">Tokenizer.add_tokens()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.bos_token"><code class="docutils literal notranslate"><span class="pre">Tokenizer.bos_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.bos_token_id"><code class="docutils literal notranslate"><span class="pre">Tokenizer.bos_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.build"><code class="docutils literal notranslate"><span class="pre">Tokenizer.build()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.cls_token"><code class="docutils literal notranslate"><span class="pre">Tokenizer.cls_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.cls_token_id"><code class="docutils literal notranslate"><span class="pre">Tokenizer.cls_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.convert_ids_to_tokens"><code class="docutils literal notranslate"><span class="pre">Tokenizer.convert_ids_to_tokens()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.convert_tokens_to_ids"><code class="docutils literal notranslate"><span class="pre">Tokenizer.convert_tokens_to_ids()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.decode"><code class="docutils literal notranslate"><span class="pre">Tokenizer.decode()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.decoder"><code class="docutils literal notranslate"><span class="pre">Tokenizer.decoder</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.enable_padding"><code class="docutils literal notranslate"><span class="pre">Tokenizer.enable_padding()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.enable_truncation"><code class="docutils literal notranslate"><span class="pre">Tokenizer.enable_truncation()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.encode"><code class="docutils literal notranslate"><span class="pre">Tokenizer.encode()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.eos_token"><code class="docutils literal notranslate"><span class="pre">Tokenizer.eos_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.eos_token_id"><code class="docutils literal notranslate"><span class="pre">Tokenizer.eos_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.from_file"><code class="docutils literal notranslate"><span class="pre">Tokenizer.from_file()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.get_added_vocab"><code class="docutils literal notranslate"><span class="pre">Tokenizer.get_added_vocab()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.get_tokens_from_offsets"><code class="docutils literal notranslate"><span class="pre">Tokenizer.get_tokens_from_offsets()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.get_vocab"><code class="docutils literal notranslate"><span class="pre">Tokenizer.get_vocab()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.get_vocab_size"><code class="docutils literal notranslate"><span class="pre">Tokenizer.get_vocab_size()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.id_to_token"><code class="docutils literal notranslate"><span class="pre">Tokenizer.id_to_token()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.load"><code class="docutils literal notranslate"><span class="pre">Tokenizer.load()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.mask_token"><code class="docutils literal notranslate"><span class="pre">Tokenizer.mask_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.mask_token_id"><code class="docutils literal notranslate"><span class="pre">Tokenizer.mask_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.model"><code class="docutils literal notranslate"><span class="pre">Tokenizer.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.no_padding"><code class="docutils literal notranslate"><span class="pre">Tokenizer.no_padding()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.no_truncation"><code class="docutils literal notranslate"><span class="pre">Tokenizer.no_truncation()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.num_special_tokens_to_add"><code class="docutils literal notranslate"><span class="pre">Tokenizer.num_special_tokens_to_add()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.pad_encoded_batch"><code class="docutils literal notranslate"><span class="pre">Tokenizer.pad_encoded_batch()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.pad_token"><code class="docutils literal notranslate"><span class="pre">Tokenizer.pad_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.pad_token_id"><code class="docutils literal notranslate"><span class="pre">Tokenizer.pad_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.padding"><code class="docutils literal notranslate"><span class="pre">Tokenizer.padding</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.push_to_hub"><code class="docutils literal notranslate"><span class="pre">Tokenizer.push_to_hub()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.required_backends"><code class="docutils literal notranslate"><span class="pre">Tokenizer.required_backends</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.save"><code class="docutils literal notranslate"><span class="pre">Tokenizer.save()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.sep_token"><code class="docutils literal notranslate"><span class="pre">Tokenizer.sep_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.sep_token_id"><code class="docutils literal notranslate"><span class="pre">Tokenizer.sep_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.set_truncation_and_padding"><code class="docutils literal notranslate"><span class="pre">Tokenizer.set_truncation_and_padding()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.special_ids"><code class="docutils literal notranslate"><span class="pre">Tokenizer.special_ids</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.token_ids_name"><code class="docutils literal notranslate"><span class="pre">Tokenizer.token_ids_name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.token_to_id"><code class="docutils literal notranslate"><span class="pre">Tokenizer.token_to_id()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.tokenizer_config_filename"><code class="docutils literal notranslate"><span class="pre">Tokenizer.tokenizer_config_filename</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.tokenizer_filename"><code class="docutils literal notranslate"><span class="pre">Tokenizer.tokenizer_filename</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.truncation"><code class="docutils literal notranslate"><span class="pre">Tokenizer.truncation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.uncastable_keys"><code class="docutils literal notranslate"><span class="pre">Tokenizer.uncastable_keys</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.unk_token"><code class="docutils literal notranslate"><span class="pre">Tokenizer.unk_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.unk_token_id"><code class="docutils literal notranslate"><span class="pre">Tokenizer.unk_token_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.vocab"><code class="docutils literal notranslate"><span class="pre">Tokenizer.vocab</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.vocab_size"><code class="docutils literal notranslate"><span class="pre">Tokenizer.vocab_size</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig"><code class="docutils literal notranslate"><span class="pre">TokenizerConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.additional_special_tokens"><code class="docutils literal notranslate"><span class="pre">TokenizerConfig.additional_special_tokens</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.bos_token"><code class="docutils literal notranslate"><span class="pre">TokenizerConfig.bos_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.cls_token"><code class="docutils literal notranslate"><span class="pre">TokenizerConfig.cls_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.eos_token"><code class="docutils literal notranslate"><span class="pre">TokenizerConfig.eos_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.mask_token"><code class="docutils literal notranslate"><span class="pre">TokenizerConfig.mask_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.max_length"><code class="docutils literal notranslate"><span class="pre">TokenizerConfig.max_length</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.name"><code class="docutils literal notranslate"><span class="pre">TokenizerConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.pad_to_multiple_of"><code class="docutils literal notranslate"><span class="pre">TokenizerConfig.pad_to_multiple_of</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.pad_token"><code class="docutils literal notranslate"><span class="pre">TokenizerConfig.pad_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.pad_token_type_id"><code class="docutils literal notranslate"><span class="pre">TokenizerConfig.pad_token_type_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.padding_direction"><code class="docutils literal notranslate"><span class="pre">TokenizerConfig.padding_direction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.padding_strategy"><code class="docutils literal notranslate"><span class="pre">TokenizerConfig.padding_strategy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.sep_token"><code class="docutils literal notranslate"><span class="pre">TokenizerConfig.sep_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.stride"><code class="docutils literal notranslate"><span class="pre">TokenizerConfig.stride</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.truncation_direction"><code class="docutils literal notranslate"><span class="pre">TokenizerConfig.truncation_direction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.truncation_strategy"><code class="docutils literal notranslate"><span class="pre">TokenizerConfig.truncation_strategy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.unk_token"><code class="docutils literal notranslate"><span class="pre">TokenizerConfig.unk_token</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.additional_special_tokens"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig.additional_special_tokens</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.cls_token"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig.cls_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.initial_alphabet"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig.initial_alphabet</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.limit_alphabet"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig.limit_alphabet</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.mask_token"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig.mask_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.max_length"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig.max_length</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.min_frequency"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig.min_frequency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.name"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig.name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.pad_to_multiple_of"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig.pad_to_multiple_of</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.pad_token"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig.pad_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.pad_token_type_id"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig.pad_token_type_id</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.padding_direction"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig.padding_direction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.padding_strategy"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig.padding_strategy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.sep_token"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig.sep_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.show_progress"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig.show_progress</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.stride"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig.stride</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.truncation_direction"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig.truncation_direction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.truncation_strategy"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig.truncation_strategy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.unk_token"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig.unk_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.vocab_size"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig.vocab_size</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.wordpieces_prefix"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig.wordpieces_prefix</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer"><code class="docutils literal notranslate"><span class="pre">WordPieceTokenizer</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer.build"><code class="docutils literal notranslate"><span class="pre">WordPieceTokenizer.build()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer.required_backends"><code class="docutils literal notranslate"><span class="pre">WordPieceTokenizer.required_backends</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer.token_ids_name"><code class="docutils literal notranslate"><span class="pre">WordPieceTokenizer.token_ids_name</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer.tokenizer_config_filename"><code class="docutils literal notranslate"><span class="pre">WordPieceTokenizer.tokenizer_config_filename</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer.tokenizer_filename"><code class="docutils literal notranslate"><span class="pre">WordPieceTokenizer.tokenizer_filename</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer.train"><code class="docutils literal notranslate"><span class="pre">WordPieceTokenizer.train()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html#hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer.train_from_iterator"><code class="docutils literal notranslate"><span class="pre">WordPieceTokenizer.train_from_iterator()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-hezar.preprocessors.tokenizers">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-hezar.preprocessors.tokenizers" title="Link to this heading">#</a></h2>
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diff --git a/source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html b/source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html
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+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
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+</ul>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5 current current-page"><a class="current reference internal" href="#">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
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+          <section id="module-hezar.preprocessors.tokenizers.sentencepiece_bpe">
+<span id="hezar-preprocessors-tokenizers-sentencepiece-bpe-module"></span><h1>hezar.preprocessors.tokenizers.sentencepiece_bpe module<a class="headerlink" href="#module-hezar.preprocessors.tokenizers.sentencepiece_bpe" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.preprocessors.tokenizers.sentencepiece_bpe.</span></span><span class="sig-name descname"><span class="pre">SentencePieceBPEConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">max_length:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">512</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">truncation_strategy:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'longest_first'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">truncation_direction:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'right'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stride:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">padding_strategy:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'longest'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">padding_direction:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'right'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_to_multiple_of:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_token_type_id:</span> <span class="pre">'int'</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bos_token:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'&lt;s&gt;'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">eos_token:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'&lt;/s&gt;'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">unk_token:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'&lt;unk&gt;'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep_token:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'&lt;sep&gt;'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_token:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'&lt;pad&gt;'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cls_token:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'&lt;cls&gt;'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mask_token:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'&lt;mask&gt;'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">additional_special_tokens:</span> <span class="pre">List[str]</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dropout:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">continuing_subword_prefix:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">replacement:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'_'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">add_prefix_space:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">end_of_word_suffix:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fuse_unk:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vocab_size:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">30000</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_frequency:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">limit_alphabet:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">1000</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initial_alphabet:</span> <span class="pre">list</span> <span class="pre">=</span> <span class="pre">&lt;factory&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">show_progress:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/sentencepiece_bpe.html#SentencePieceBPEConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig" title="hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">TokenizerConfig</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.add_prefix_space">
+<span class="sig-name descname"><span class="pre">add_prefix_space</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.add_prefix_space" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.additional_special_tokens">
+<span class="sig-name descname"><span class="pre">additional_special_tokens</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.additional_special_tokens" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.bos_token">
+<span class="sig-name descname"><span class="pre">bos_token</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'&lt;s&gt;'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.bos_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.cls_token">
+<span class="sig-name descname"><span class="pre">cls_token</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'&lt;cls&gt;'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.cls_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.continuing_subword_prefix">
+<span class="sig-name descname"><span class="pre">continuing_subword_prefix</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">''</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.continuing_subword_prefix" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.dropout">
+<span class="sig-name descname"><span class="pre">dropout</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.dropout" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.end_of_word_suffix">
+<span class="sig-name descname"><span class="pre">end_of_word_suffix</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">''</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.end_of_word_suffix" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.eos_token">
+<span class="sig-name descname"><span class="pre">eos_token</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'&lt;/s&gt;'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.eos_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.fuse_unk">
+<span class="sig-name descname"><span class="pre">fuse_unk</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.fuse_unk" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.initial_alphabet">
+<span class="sig-name descname"><span class="pre">initial_alphabet</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">list</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.initial_alphabet" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.limit_alphabet">
+<span class="sig-name descname"><span class="pre">limit_alphabet</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1000</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.limit_alphabet" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.mask_token">
+<span class="sig-name descname"><span class="pre">mask_token</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'&lt;mask&gt;'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.mask_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.max_length">
+<span class="sig-name descname"><span class="pre">max_length</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">512</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.max_length" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.min_frequency">
+<span class="sig-name descname"><span class="pre">min_frequency</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">2</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.min_frequency" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'sentencepiece_bpe_tokenizer'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.pad_to_multiple_of">
+<span class="sig-name descname"><span class="pre">pad_to_multiple_of</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.pad_to_multiple_of" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.pad_token">
+<span class="sig-name descname"><span class="pre">pad_token</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'&lt;pad&gt;'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.pad_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.padding_direction">
+<span class="sig-name descname"><span class="pre">padding_direction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'right'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.padding_direction" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.padding_strategy">
+<span class="sig-name descname"><span class="pre">padding_strategy</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'longest'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.padding_strategy" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.replacement">
+<span class="sig-name descname"><span class="pre">replacement</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'_'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.replacement" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.sep_token">
+<span class="sig-name descname"><span class="pre">sep_token</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'&lt;sep&gt;'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.sep_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.show_progress">
+<span class="sig-name descname"><span class="pre">show_progress</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.show_progress" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.stride">
+<span class="sig-name descname"><span class="pre">stride</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.stride" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.truncation_direction">
+<span class="sig-name descname"><span class="pre">truncation_direction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'right'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.truncation_direction" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.truncation_strategy">
+<span class="sig-name descname"><span class="pre">truncation_strategy</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'longest_first'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.truncation_strategy" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.unk_token">
+<span class="sig-name descname"><span class="pre">unk_token</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'&lt;unk&gt;'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.unk_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.vocab_size">
+<span class="sig-name descname"><span class="pre">vocab_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">30000</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.vocab_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.preprocessors.tokenizers.sentencepiece_bpe.</span></span><span class="sig-name descname"><span class="pre">SentencePieceBPETokenizer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tokenizer_file</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/sentencepiece_bpe.html#SentencePieceBPETokenizer"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer" title="hezar.preprocessors.tokenizers.tokenizer.Tokenizer"><code class="xref py py-class docutils literal notranslate"><span class="pre">Tokenizer</span></code></a></p>
+<p>A standard SentencePiece BPE tokenizer using 🤗HuggingFace Tokenizers</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>config</strong> – Preprocessor config for the tokenizer</p></li>
+<li><p><strong>**kwargs</strong> – Extra/manual config parameters</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer.build">
+<span class="sig-name descname"><span class="pre">build</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/sentencepiece_bpe.html#SentencePieceBPETokenizer.build"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer.build" title="Link to this definition">#</a></dt>
+<dd><p>Build the tokenizer.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>The built tokenizer.</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>HFTokenizer</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer.required_backends">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[Backends.TOKENIZERS]</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer.required_backends" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer.token_ids_name">
+<span class="sig-name descname"><span class="pre">token_ids_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'token_ids'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer.token_ids_name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer.tokenizer_config_filename">
+<span class="sig-name descname"><span class="pre">tokenizer_config_filename</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'tokenizer_config.yaml'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer.tokenizer_config_filename" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer.tokenizer_filename">
+<span class="sig-name descname"><span class="pre">tokenizer_filename</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'tokenizer.json'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer.tokenizer_filename" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer.train">
+<span class="sig-name descname"><span class="pre">train</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">files</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">train_kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/sentencepiece_bpe.html#SentencePieceBPETokenizer.train"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer.train" title="Link to this definition">#</a></dt>
+<dd><p>Train the model using the given files</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer.train_from_iterator">
+<span class="sig-name descname"><span class="pre">train_from_iterator</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dataset</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">train_kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/sentencepiece_bpe.html#SentencePieceBPETokenizer.train_from_iterator"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer.train_from_iterator" title="Link to this definition">#</a></dt>
+<dd><p>Train the model using the given files</p>
+</dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
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+                <div class="title">hezar.preprocessors.tokenizers.sentencepiece_unigram module</div>
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+            On this page
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+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a><ul>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.add_prefix_space"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.add_prefix_space</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.additional_special_tokens"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.additional_special_tokens</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.bos_token"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.bos_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.cls_token"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.cls_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.continuing_subword_prefix"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.continuing_subword_prefix</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.dropout"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.dropout</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.end_of_word_suffix"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.end_of_word_suffix</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.eos_token"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.eos_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.fuse_unk"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.fuse_unk</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.initial_alphabet"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.initial_alphabet</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.limit_alphabet"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.limit_alphabet</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.mask_token"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.mask_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.max_length"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.max_length</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.min_frequency"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.min_frequency</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.name"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.pad_to_multiple_of"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.pad_to_multiple_of</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.pad_token"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.pad_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.padding_direction"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.padding_direction</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.padding_strategy"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.padding_strategy</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.replacement"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.replacement</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.sep_token"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.sep_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.show_progress"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.show_progress</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.stride"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.stride</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.truncation_direction"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.truncation_direction</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.truncation_strategy"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.truncation_strategy</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.unk_token"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.unk_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPEConfig.vocab_size"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPEConfig.vocab_size</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPETokenizer</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer.build"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPETokenizer.build()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer.required_backends"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPETokenizer.required_backends</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer.token_ids_name"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPETokenizer.token_ids_name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer.tokenizer_config_filename"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPETokenizer.tokenizer_config_filename</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer.tokenizer_filename"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPETokenizer.tokenizer_filename</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer.train"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPETokenizer.train()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_bpe.SentencePieceBPETokenizer.train_from_iterator"><code class="docutils literal notranslate"><span class="pre">SentencePieceBPETokenizer.train_from_iterator()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
+          </div>
+        </div>
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+      
+      
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\ No newline at end of file
diff --git a/source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html b/source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+</ul>
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+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
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+</ul>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5 current current-page"><a class="current reference internal" href="#">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
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+          <section id="module-hezar.preprocessors.tokenizers.sentencepiece_unigram">
+<span id="hezar-preprocessors-tokenizers-sentencepiece-unigram-module"></span><h1>hezar.preprocessors.tokenizers.sentencepiece_unigram module<a class="headerlink" href="#module-hezar.preprocessors.tokenizers.sentencepiece_unigram" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.preprocessors.tokenizers.sentencepiece_unigram.</span></span><span class="sig-name descname"><span class="pre">SentencePieceUnigramConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">max_length:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">512</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">truncation_strategy:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'longest_first'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">truncation_direction:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'right'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stride:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">padding_strategy:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'longest'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">padding_direction:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'right'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_to_multiple_of:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_token_type_id:</span> <span class="pre">'int'</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bos_token:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'&lt;s&gt;'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">eos_token:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'&lt;/s&gt;'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">unk_token:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'&lt;unk&gt;'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep_token:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'&lt;sep&gt;'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_token:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'&lt;pad&gt;'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cls_token:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'&lt;cls&gt;'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mask_token:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'&lt;mask&gt;'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">additional_special_tokens:</span> <span class="pre">List[str]</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dropout:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">continuing_subword_prefix:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">replacement:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'_'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">add_prefix_space:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">end_of_word_suffix:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fuse_unk:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vocab_size:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">8000</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_frequency:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">limit_alphabet:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">1000</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initial_alphabet:</span> <span class="pre">list</span> <span class="pre">=</span> <span class="pre">&lt;factory&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">show_progress:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/sentencepiece_unigram.html#SentencePieceUnigramConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig" title="hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">TokenizerConfig</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.add_prefix_space">
+<span class="sig-name descname"><span class="pre">add_prefix_space</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.add_prefix_space" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.additional_special_tokens">
+<span class="sig-name descname"><span class="pre">additional_special_tokens</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.additional_special_tokens" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.bos_token">
+<span class="sig-name descname"><span class="pre">bos_token</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'&lt;s&gt;'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.bos_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.cls_token">
+<span class="sig-name descname"><span class="pre">cls_token</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'&lt;cls&gt;'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.cls_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.continuing_subword_prefix">
+<span class="sig-name descname"><span class="pre">continuing_subword_prefix</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">''</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.continuing_subword_prefix" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.dropout">
+<span class="sig-name descname"><span class="pre">dropout</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.dropout" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.end_of_word_suffix">
+<span class="sig-name descname"><span class="pre">end_of_word_suffix</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">''</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.end_of_word_suffix" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.eos_token">
+<span class="sig-name descname"><span class="pre">eos_token</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'&lt;/s&gt;'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.eos_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.fuse_unk">
+<span class="sig-name descname"><span class="pre">fuse_unk</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.fuse_unk" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.initial_alphabet">
+<span class="sig-name descname"><span class="pre">initial_alphabet</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">list</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.initial_alphabet" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.limit_alphabet">
+<span class="sig-name descname"><span class="pre">limit_alphabet</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1000</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.limit_alphabet" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.mask_token">
+<span class="sig-name descname"><span class="pre">mask_token</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'&lt;mask&gt;'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.mask_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.max_length">
+<span class="sig-name descname"><span class="pre">max_length</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">512</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.max_length" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.min_frequency">
+<span class="sig-name descname"><span class="pre">min_frequency</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">2</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.min_frequency" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'sentencepiece_unigram_tokenizer'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.pad_to_multiple_of">
+<span class="sig-name descname"><span class="pre">pad_to_multiple_of</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.pad_to_multiple_of" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.pad_token">
+<span class="sig-name descname"><span class="pre">pad_token</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'&lt;pad&gt;'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.pad_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.padding_direction">
+<span class="sig-name descname"><span class="pre">padding_direction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'right'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.padding_direction" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.padding_strategy">
+<span class="sig-name descname"><span class="pre">padding_strategy</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'longest'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.padding_strategy" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.replacement">
+<span class="sig-name descname"><span class="pre">replacement</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'_'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.replacement" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.sep_token">
+<span class="sig-name descname"><span class="pre">sep_token</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'&lt;sep&gt;'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.sep_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.show_progress">
+<span class="sig-name descname"><span class="pre">show_progress</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.show_progress" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.stride">
+<span class="sig-name descname"><span class="pre">stride</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.stride" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.truncation_direction">
+<span class="sig-name descname"><span class="pre">truncation_direction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'right'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.truncation_direction" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.truncation_strategy">
+<span class="sig-name descname"><span class="pre">truncation_strategy</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'longest_first'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.truncation_strategy" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.unk_token">
+<span class="sig-name descname"><span class="pre">unk_token</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'&lt;unk&gt;'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.unk_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.vocab_size">
+<span class="sig-name descname"><span class="pre">vocab_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">8000</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.vocab_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.preprocessors.tokenizers.sentencepiece_unigram.</span></span><span class="sig-name descname"><span class="pre">SentencePieceUnigramTokenizer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tokenizer_file</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/sentencepiece_unigram.html#SentencePieceUnigramTokenizer"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer" title="hezar.preprocessors.tokenizers.tokenizer.Tokenizer"><code class="xref py py-class docutils literal notranslate"><span class="pre">Tokenizer</span></code></a></p>
+<p>A standard SentencePiece Unigram tokenizer using 🤗HuggingFace Tokenizers</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>config</strong> – Preprocessor config for the tokenizer</p></li>
+<li><p><strong>**kwargs</strong> – Extra/manual config parameters</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer.build">
+<span class="sig-name descname"><span class="pre">build</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/sentencepiece_unigram.html#SentencePieceUnigramTokenizer.build"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer.build" title="Link to this definition">#</a></dt>
+<dd><p>Build the tokenizer.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>The built tokenizer.</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>HFTokenizer</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer.required_backends">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[Backends.TOKENIZERS]</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer.required_backends" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer.token_ids_name">
+<span class="sig-name descname"><span class="pre">token_ids_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'token_ids'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer.token_ids_name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer.tokenizer_config_filename">
+<span class="sig-name descname"><span class="pre">tokenizer_config_filename</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'tokenizer_config.yaml'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer.tokenizer_config_filename" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer.tokenizer_filename">
+<span class="sig-name descname"><span class="pre">tokenizer_filename</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'tokenizer.json'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer.tokenizer_filename" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer.train">
+<span class="sig-name descname"><span class="pre">train</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">files</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">train_kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/sentencepiece_unigram.html#SentencePieceUnigramTokenizer.train"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer.train" title="Link to this definition">#</a></dt>
+<dd><p>Train the model using the given files</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer.train_from_iterator">
+<span class="sig-name descname"><span class="pre">train_from_iterator</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dataset</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">train_kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/sentencepiece_unigram.html#SentencePieceUnigramTokenizer.train_from_iterator"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer.train_from_iterator" title="Link to this definition">#</a></dt>
+<dd><p>Train the model using the given files</p>
+</dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
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+            On this page
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+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a><ul>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.add_prefix_space"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.add_prefix_space</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.additional_special_tokens"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.additional_special_tokens</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.bos_token"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.bos_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.cls_token"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.cls_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.continuing_subword_prefix"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.continuing_subword_prefix</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.dropout"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.dropout</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.end_of_word_suffix"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.end_of_word_suffix</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.eos_token"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.eos_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.fuse_unk"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.fuse_unk</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.initial_alphabet"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.initial_alphabet</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.limit_alphabet"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.limit_alphabet</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.mask_token"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.mask_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.max_length"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.max_length</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.min_frequency"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.min_frequency</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.name"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.pad_to_multiple_of"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.pad_to_multiple_of</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.pad_token"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.pad_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.padding_direction"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.padding_direction</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.padding_strategy"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.padding_strategy</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.replacement"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.replacement</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.sep_token"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.sep_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.show_progress"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.show_progress</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.stride"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.stride</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.truncation_direction"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.truncation_direction</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.truncation_strategy"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.truncation_strategy</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.unk_token"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.unk_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramConfig.vocab_size"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramConfig.vocab_size</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramTokenizer</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer.build"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramTokenizer.build()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer.required_backends"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramTokenizer.required_backends</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer.token_ids_name"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramTokenizer.token_ids_name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer.tokenizer_config_filename"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramTokenizer.tokenizer_config_filename</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer.tokenizer_filename"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramTokenizer.tokenizer_filename</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer.train"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramTokenizer.train()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.sentencepiece_unigram.SentencePieceUnigramTokenizer.train_from_iterator"><code class="docutils literal notranslate"><span class="pre">SentencePieceUnigramTokenizer.train_from_iterator()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
+          </div>
+        </div>
+      </div>
+      
+      
+    </aside>
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diff --git a/source/hezar.preprocessors.tokenizers.tokenizer.html b/source/hezar.preprocessors.tokenizers.tokenizer.html
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
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+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
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+          </label>
+        </div>
+        <article role="main">
+          <section id="module-hezar.preprocessors.tokenizers.tokenizer">
+<span id="hezar-preprocessors-tokenizers-tokenizer-module"></span><h1>hezar.preprocessors.tokenizers.tokenizer module<a class="headerlink" href="#module-hezar.preprocessors.tokenizers.tokenizer" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.preprocessors.tokenizers.tokenizer.</span></span><span class="sig-name descname"><span class="pre">Tokenizer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig" title="hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig"><span class="pre">TokenizerConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">tokenizer_file</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/tokenizer.html#Tokenizer"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.preprocessors.preprocessor.html#hezar.preprocessors.preprocessor.Preprocessor" title="hezar.preprocessors.preprocessor.Preprocessor"><code class="xref py py-class docutils literal notranslate"><span class="pre">Preprocessor</span></code></a></p>
+<p>Base tokenizer class. Mostly copied from <code class="xref py py-class docutils literal notranslate"><span class="pre">BaseTokenizer</span></code>.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>config</strong> – A TokenizerConfig instance.</p></li>
+<li><p><strong>tokenizer_file</strong> (<em>str</em>) – A tokenizer.json file to load the whole tokenizer from.</p></li>
+<li><p><strong>**kwargs</strong> – Extra config parameters that merge into the main config.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.add_special_tokens">
+<span class="sig-name descname"><span class="pre">add_special_tokens</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">special_tokens</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/tokenizer.html#Tokenizer.add_special_tokens"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.add_special_tokens" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.add_tokens">
+<span class="sig-name descname"><span class="pre">add_tokens</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">tokens</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/tokenizer.html#Tokenizer.add_tokens"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.add_tokens" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.bos_token">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">bos_token</span></span><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.bos_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.bos_token_id">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">bos_token_id</span></span><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.bos_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.build">
+<span class="sig-name descname"><span class="pre">build</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/tokenizer.html#Tokenizer.build"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.build" title="Link to this definition">#</a></dt>
+<dd><p>Build the tokenizer.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>The built tokenizer.</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>HFTokenizer</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.cls_token">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">cls_token</span></span><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.cls_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.cls_token_id">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">cls_token_id</span></span><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.cls_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.convert_ids_to_tokens">
+<span class="sig-name descname"><span class="pre">convert_ids_to_tokens</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ids</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skip_special_tokens</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/tokenizer.html#Tokenizer.convert_ids_to_tokens"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.convert_ids_to_tokens" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.convert_tokens_to_ids">
+<span class="sig-name descname"><span class="pre">convert_tokens_to_ids</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">tokens</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/tokenizer.html#Tokenizer.convert_tokens_to_ids"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.convert_tokens_to_ids" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.decode">
+<span class="sig-name descname"><span class="pre">decode</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ids</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skip_special_tokens</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/tokenizer.html#Tokenizer.decode"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.decode" title="Link to this definition">#</a></dt>
+<dd><p>Decode a list of token IDs.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>ids</strong> (<em>List</em><em>[</em><em>int</em><em>]</em>) – List of token IDs.</p></li>
+<li><p><strong>skip_special_tokens</strong> (<em>bool</em>) – Whether to skip special tokens during decoding.</p></li>
+<li><p><strong>**kwargs</strong> – Additional keyword arguments.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>List of decoded strings.</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>List[str]</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.decoder">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">decoder</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Decoder</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.decoder" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.enable_padding">
+<span class="sig-name descname"><span class="pre">enable_padding</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">direction</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'right'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_to_multiple_of</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_type_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_token</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'[PAD]'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">length</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/tokenizer.html#Tokenizer.enable_padding"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.enable_padding" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.enable_truncation">
+<span class="sig-name descname"><span class="pre">enable_truncation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">max_length</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stride</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">strategy</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'longest_first'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">direction</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'right'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/tokenizer.html#Tokenizer.enable_truncation"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.enable_truncation" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.encode">
+<span class="sig-name descname"><span class="pre">encode</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputs</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">is_pretokenized</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">add_special_tokens</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/tokenizer.html#Tokenizer.encode"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.encode" title="Link to this definition">#</a></dt>
+<dd><p>Tokenize a list of inputs (could be raw or tokenized inputs).</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>inputs</strong> – List of inputs.</p></li>
+<li><p><strong>is_pretokenized</strong> – Whether the inputs are already tokenized.</p></li>
+<li><p><strong>add_special_tokens</strong> – Whether to add special tokens to the inputs. Defaults to True.</p></li>
+<li><p><strong>**kwargs</strong> – Additional keyword arguments.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>List of dictionaries containing tokenized inputs.</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>List[Dict]</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.eos_token">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">eos_token</span></span><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.eos_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.eos_token_id">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">eos_token_id</span></span><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.eos_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.from_file">
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">path</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/tokenizer.html#Tokenizer.from_file"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.from_file" title="Link to this definition">#</a></dt>
+<dd><p>Create a tokenizer from a file.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>path</strong> (<em>str</em>) – Path to the tokenizer file.</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>The created tokenizer.</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>HFTokenizer</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.get_added_vocab">
+<span class="sig-name descname"><span class="pre">get_added_vocab</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/tokenizer.html#Tokenizer.get_added_vocab"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.get_added_vocab" title="Link to this definition">#</a></dt>
+<dd><p>Returns the added tokens in the vocabulary as a dictionary of token to index.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>The added tokens.</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p><cite>Dict[str, int]</cite></p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.get_tokens_from_offsets">
+<span class="sig-name descname"><span class="pre">get_tokens_from_offsets</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">text</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ids</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">offsets_mapping</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/tokenizer.html#Tokenizer.get_tokens_from_offsets"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.get_tokens_from_offsets" title="Link to this definition">#</a></dt>
+<dd><p>Extract human-readable tokens using the original text and offsets mapping
+:param text: Raw string text
+:param ids: Token ids
+:param offsets_mapping: A list of tuples representing offsets</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>A list of tokens</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.get_vocab">
+<span class="sig-name descname"><span class="pre">get_vocab</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">with_added_tokens</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/tokenizer.html#Tokenizer.get_vocab"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.get_vocab" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.get_vocab_size">
+<span class="sig-name descname"><span class="pre">get_vocab_size</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">with_added_tokens</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/tokenizer.html#Tokenizer.get_vocab_size"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.get_vocab_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.id_to_token">
+<span class="sig-name descname"><span class="pre">id_to_token</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/tokenizer.html#Tokenizer.id_to_token"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.id_to_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.load">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">load</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">hub_or_local_path</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">subfolder</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config_filename</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tokenizer_filename</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cache_dir</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer" title="hezar.preprocessors.tokenizers.tokenizer.Tokenizer"><span class="pre">Tokenizer</span></a></span></span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/tokenizer.html#Tokenizer.load"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.load" title="Link to this definition">#</a></dt>
+<dd><p>Load a tokenizer from a specified path or Hub repository.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>cls</strong> – Class reference.</p></li>
+<li><p><strong>hub_or_local_path</strong> – Path or Hub repository ID.</p></li>
+<li><p><strong>subfolder</strong> – Subfolder containing tokenizer files.</p></li>
+<li><p><strong>config_filename</strong> – Tokenizer config filename.</p></li>
+<li><p><strong>tokenizer_filename</strong> – Tokenizer filename.</p></li>
+<li><p><strong>cache_dir</strong> – Path to cache directory</p></li>
+<li><p><strong>**kwargs</strong> – Additional arguments.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Loaded tokenizer.</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer" title="hezar.preprocessors.tokenizers.tokenizer.Tokenizer">Tokenizer</a></p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.mask_token">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">mask_token</span></span><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.mask_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.mask_token_id">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">mask_token_id</span></span><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.mask_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.model">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">model</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Model</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.model" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.no_padding">
+<span class="sig-name descname"><span class="pre">no_padding</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/tokenizer.html#Tokenizer.no_padding"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.no_padding" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.no_truncation">
+<span class="sig-name descname"><span class="pre">no_truncation</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/tokenizer.html#Tokenizer.no_truncation"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.no_truncation" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.num_special_tokens_to_add">
+<span class="sig-name descname"><span class="pre">num_special_tokens_to_add</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">is_pair</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/tokenizer.html#Tokenizer.num_special_tokens_to_add"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.num_special_tokens_to_add" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.pad_encoded_batch">
+<span class="sig-name descname"><span class="pre">pad_encoded_batch</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputs</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">padding</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.PaddingType" title="hezar.constants.PaddingType"><span class="pre">PaddingType</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_length</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">truncation</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_tensors</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">include_keys</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude_keys</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/tokenizer.html#Tokenizer.pad_encoded_batch"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.pad_encoded_batch" title="Link to this definition">#</a></dt>
+<dd><p>Pad a batch of encoded inputs.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>inputs</strong> – Input batch of encoded tokens.</p></li>
+<li><p><strong>padding</strong> (<em>str</em><em> | </em><a class="reference internal" href="hezar.constants.html#hezar.constants.PaddingType" title="hezar.constants.PaddingType"><em>PaddingType</em></a>) – Padding type.</p></li>
+<li><p><strong>max_length</strong> (<em>Optional</em><em>[</em><em>int</em><em>]</em>) – Max input length (only if padding is set to “max_length”).</p></li>
+<li><p><strong>truncation</strong> (<em>bool</em>) – Whether to allow truncation.</p></li>
+<li><p><strong>return_tensors</strong> (<em>Optional</em><em>[</em><em>str</em><em>]</em>) – The type of tensors to return.</p></li>
+<li><p><strong>include_keys</strong> – (Optional[List[str]]): Only pad these given set of keys</p></li>
+<li><p><strong>exclude_keys</strong> (<em>List</em>) – A list of keys to exclude when padding.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Padded inputs.</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.pad_token">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">pad_token</span></span><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.pad_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.pad_token_id">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">pad_token_id</span></span><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.pad_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.padding">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">padding</span></span><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.padding" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.push_to_hub">
+<span class="sig-name descname"><span class="pre">push_to_hub</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">repo_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">commit_message</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">subfolder</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tokenizer_filename</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config_filename</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">private</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/tokenizer.html#Tokenizer.push_to_hub"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.push_to_hub" title="Link to this definition">#</a></dt>
+<dd><p>Push tokenizer and config to the Hub</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>repo_id</strong> – The path (id or repo name) on the hub</p></li>
+<li><p><strong>commit_message</strong> – Commit message for this push</p></li>
+<li><p><strong>subfolder</strong> – subfolder to save the files</p></li>
+<li><p><strong>tokenizer_filename</strong> – tokenizer filename</p></li>
+<li><p><strong>config_filename</strong> – tokenizer config filename</p></li>
+<li><p><strong>private</strong> – If the repo should be private (ignored if the repo exists)</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.required_backends">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[]</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.required_backends" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">path</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pretty</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/tokenizer.html#Tokenizer.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.save" title="Link to this definition">#</a></dt>
+<dd><p>Save the tokenizer and its configuration.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>path</strong> (<em>str</em>) – Path to save the tokenizer.</p></li>
+<li><p><strong>save_config</strong> (<em>bool</em>) – Whether to save the configuration.</p></li>
+<li><p><strong>pretty</strong> (<em>bool</em>) – Whether to format the saved JSON file with indentation.</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.sep_token">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">sep_token</span></span><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.sep_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.sep_token_id">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">sep_token_id</span></span><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.sep_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.set_truncation_and_padding">
+<span class="sig-name descname"><span class="pre">set_truncation_and_padding</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">padding_strategy</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">truncation_strategy</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">padding_side</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">truncation_side</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_length</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_to_multiple_of</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/tokenizer.html#Tokenizer.set_truncation_and_padding"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.set_truncation_and_padding" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.special_ids">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">special_ids</span></span><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.special_ids" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.token_ids_name">
+<span class="sig-name descname"><span class="pre">token_ids_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'token_ids'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.token_ids_name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.token_to_id">
+<span class="sig-name descname"><span class="pre">token_to_id</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">token</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/tokenizer.html#Tokenizer.token_to_id"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.token_to_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.tokenizer_config_filename">
+<span class="sig-name descname"><span class="pre">tokenizer_config_filename</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'tokenizer_config.yaml'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.tokenizer_config_filename" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.tokenizer_filename">
+<span class="sig-name descname"><span class="pre">tokenizer_filename</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'tokenizer.json'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.tokenizer_filename" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.truncation">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">truncation</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">dict</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.truncation" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.uncastable_keys">
+<span class="sig-name descname"><span class="pre">uncastable_keys</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">['word_ids',</span> <span class="pre">'tokens',</span> <span class="pre">'offsets_mapping']</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.uncastable_keys" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.unk_token">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">unk_token</span></span><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.unk_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.unk_token_id">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">unk_token_id</span></span><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.unk_token_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.vocab">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">vocab</span></span><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.vocab" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.Tokenizer.vocab_size">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">vocab_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.vocab_size" title="Link to this definition">#</a></dt>
+<dd><p>Size of the base vocabulary (without the added tokens).</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p><cite>int</cite></p>
+</dd>
+</dl>
+</dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.preprocessors.tokenizers.tokenizer.</span></span><span class="sig-name descname"><span class="pre">TokenizerConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">max_length</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">truncation_strategy</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">truncation_direction</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">padding_strategy</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">padding_direction</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_to_multiple_of</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_token_type_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bos_token</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">eos_token</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">unk_token</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep_token</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_token</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cls_token</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mask_token</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">additional_special_tokens</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/tokenizer.html#TokenizerConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.configs.html#hezar.configs.PreprocessorConfig" title="hezar.configs.PreprocessorConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">PreprocessorConfig</span></code></a></p>
+<p>Configuration for the Tokenizer.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>max_length</strong> (<em>int</em>) – Maximum length of the tokenized sequences.</p></li>
+<li><p><strong>truncation_strategy</strong> (<em>str</em>) – Truncation strategy for tokenization.</p></li>
+<li><p><strong>truncation_direction</strong> (<em>str</em>) – Truncation direction for tokenization.</p></li>
+<li><p><strong>stride</strong> (<em>int</em>) – Stride for tokenization.</p></li>
+<li><p><strong>padding_strategy</strong> (<em>str</em>) – Padding strategy for tokenization.</p></li>
+<li><p><strong>padding_direction</strong> (<em>str</em>) – Padding direction for tokenization.</p></li>
+<li><p><strong>pad_to_multiple_of</strong> (<em>int</em>) – Pad to a multiple of this value.</p></li>
+<li><p><strong>pad_token_type_id</strong> (<em>int</em>) – ID of the padding token type.</p></li>
+<li><p><strong>bos_token</strong> (<em>str</em>) – Beginning of sequence token.</p></li>
+<li><p><strong>eos_token</strong> (<em>str</em>) – End of sequence token.</p></li>
+<li><p><strong>unk_token</strong> (<em>str</em>) – Unknown token.</p></li>
+<li><p><strong>sep_token</strong> (<em>str</em>) – Separator token.</p></li>
+<li><p><strong>pad_token</strong> (<em>str</em>) – Padding token.</p></li>
+<li><p><strong>cls_token</strong> (<em>str</em>) – Classification token.</p></li>
+<li><p><strong>mask_token</strong> (<em>str</em>) – Mask token.</p></li>
+<li><p><strong>additional_special_tokens</strong> (<em>List</em><em>[</em><em>str</em><em>]</em>) – Additional special tokens.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.additional_special_tokens">
+<span class="sig-name descname"><span class="pre">additional_special_tokens</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.additional_special_tokens" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.bos_token">
+<span class="sig-name descname"><span class="pre">bos_token</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.bos_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.cls_token">
+<span class="sig-name descname"><span class="pre">cls_token</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.cls_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.eos_token">
+<span class="sig-name descname"><span class="pre">eos_token</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.eos_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.mask_token">
+<span class="sig-name descname"><span class="pre">mask_token</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.mask_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.max_length">
+<span class="sig-name descname"><span class="pre">max_length</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.max_length" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'tokenizer'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.pad_to_multiple_of">
+<span class="sig-name descname"><span class="pre">pad_to_multiple_of</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.pad_to_multiple_of" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.pad_token">
+<span class="sig-name descname"><span class="pre">pad_token</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.pad_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.pad_token_type_id">
+<span class="sig-name descname"><span class="pre">pad_token_type_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.pad_token_type_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.padding_direction">
+<span class="sig-name descname"><span class="pre">padding_direction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.padding_direction" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.padding_strategy">
+<span class="sig-name descname"><span class="pre">padding_strategy</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.padding_strategy" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.sep_token">
+<span class="sig-name descname"><span class="pre">sep_token</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.sep_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.stride">
+<span class="sig-name descname"><span class="pre">stride</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.stride" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.truncation_direction">
+<span class="sig-name descname"><span class="pre">truncation_direction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.truncation_direction" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.truncation_strategy">
+<span class="sig-name descname"><span class="pre">truncation_strategy</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.truncation_strategy" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.unk_token">
+<span class="sig-name descname"><span class="pre">unk_token</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.unk_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
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+            On this page
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+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.preprocessors.tokenizers.tokenizer module</a><ul>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer"><code class="docutils literal notranslate"><span class="pre">Tokenizer</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.add_special_tokens"><code class="docutils literal notranslate"><span class="pre">Tokenizer.add_special_tokens()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.add_tokens"><code class="docutils literal notranslate"><span class="pre">Tokenizer.add_tokens()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.bos_token"><code class="docutils literal notranslate"><span class="pre">Tokenizer.bos_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.bos_token_id"><code class="docutils literal notranslate"><span class="pre">Tokenizer.bos_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.build"><code class="docutils literal notranslate"><span class="pre">Tokenizer.build()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.cls_token"><code class="docutils literal notranslate"><span class="pre">Tokenizer.cls_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.cls_token_id"><code class="docutils literal notranslate"><span class="pre">Tokenizer.cls_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.convert_ids_to_tokens"><code class="docutils literal notranslate"><span class="pre">Tokenizer.convert_ids_to_tokens()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.convert_tokens_to_ids"><code class="docutils literal notranslate"><span class="pre">Tokenizer.convert_tokens_to_ids()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.decode"><code class="docutils literal notranslate"><span class="pre">Tokenizer.decode()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.decoder"><code class="docutils literal notranslate"><span class="pre">Tokenizer.decoder</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.enable_padding"><code class="docutils literal notranslate"><span class="pre">Tokenizer.enable_padding()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.enable_truncation"><code class="docutils literal notranslate"><span class="pre">Tokenizer.enable_truncation()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.encode"><code class="docutils literal notranslate"><span class="pre">Tokenizer.encode()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.eos_token"><code class="docutils literal notranslate"><span class="pre">Tokenizer.eos_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.eos_token_id"><code class="docutils literal notranslate"><span class="pre">Tokenizer.eos_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.from_file"><code class="docutils literal notranslate"><span class="pre">Tokenizer.from_file()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.get_added_vocab"><code class="docutils literal notranslate"><span class="pre">Tokenizer.get_added_vocab()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.get_tokens_from_offsets"><code class="docutils literal notranslate"><span class="pre">Tokenizer.get_tokens_from_offsets()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.get_vocab"><code class="docutils literal notranslate"><span class="pre">Tokenizer.get_vocab()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.get_vocab_size"><code class="docutils literal notranslate"><span class="pre">Tokenizer.get_vocab_size()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.id_to_token"><code class="docutils literal notranslate"><span class="pre">Tokenizer.id_to_token()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.load"><code class="docutils literal notranslate"><span class="pre">Tokenizer.load()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.mask_token"><code class="docutils literal notranslate"><span class="pre">Tokenizer.mask_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.mask_token_id"><code class="docutils literal notranslate"><span class="pre">Tokenizer.mask_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.model"><code class="docutils literal notranslate"><span class="pre">Tokenizer.model</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.no_padding"><code class="docutils literal notranslate"><span class="pre">Tokenizer.no_padding()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.no_truncation"><code class="docutils literal notranslate"><span class="pre">Tokenizer.no_truncation()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.num_special_tokens_to_add"><code class="docutils literal notranslate"><span class="pre">Tokenizer.num_special_tokens_to_add()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.pad_encoded_batch"><code class="docutils literal notranslate"><span class="pre">Tokenizer.pad_encoded_batch()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.pad_token"><code class="docutils literal notranslate"><span class="pre">Tokenizer.pad_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.pad_token_id"><code class="docutils literal notranslate"><span class="pre">Tokenizer.pad_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.padding"><code class="docutils literal notranslate"><span class="pre">Tokenizer.padding</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.push_to_hub"><code class="docutils literal notranslate"><span class="pre">Tokenizer.push_to_hub()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.required_backends"><code class="docutils literal notranslate"><span class="pre">Tokenizer.required_backends</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.save"><code class="docutils literal notranslate"><span class="pre">Tokenizer.save()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.sep_token"><code class="docutils literal notranslate"><span class="pre">Tokenizer.sep_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.sep_token_id"><code class="docutils literal notranslate"><span class="pre">Tokenizer.sep_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.set_truncation_and_padding"><code class="docutils literal notranslate"><span class="pre">Tokenizer.set_truncation_and_padding()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.special_ids"><code class="docutils literal notranslate"><span class="pre">Tokenizer.special_ids</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.token_ids_name"><code class="docutils literal notranslate"><span class="pre">Tokenizer.token_ids_name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.token_to_id"><code class="docutils literal notranslate"><span class="pre">Tokenizer.token_to_id()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.tokenizer_config_filename"><code class="docutils literal notranslate"><span class="pre">Tokenizer.tokenizer_config_filename</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.tokenizer_filename"><code class="docutils literal notranslate"><span class="pre">Tokenizer.tokenizer_filename</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.truncation"><code class="docutils literal notranslate"><span class="pre">Tokenizer.truncation</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.uncastable_keys"><code class="docutils literal notranslate"><span class="pre">Tokenizer.uncastable_keys</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.unk_token"><code class="docutils literal notranslate"><span class="pre">Tokenizer.unk_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.unk_token_id"><code class="docutils literal notranslate"><span class="pre">Tokenizer.unk_token_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.vocab"><code class="docutils literal notranslate"><span class="pre">Tokenizer.vocab</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.Tokenizer.vocab_size"><code class="docutils literal notranslate"><span class="pre">Tokenizer.vocab_size</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig"><code class="docutils literal notranslate"><span class="pre">TokenizerConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.additional_special_tokens"><code class="docutils literal notranslate"><span class="pre">TokenizerConfig.additional_special_tokens</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.bos_token"><code class="docutils literal notranslate"><span class="pre">TokenizerConfig.bos_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.cls_token"><code class="docutils literal notranslate"><span class="pre">TokenizerConfig.cls_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.eos_token"><code class="docutils literal notranslate"><span class="pre">TokenizerConfig.eos_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.mask_token"><code class="docutils literal notranslate"><span class="pre">TokenizerConfig.mask_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.max_length"><code class="docutils literal notranslate"><span class="pre">TokenizerConfig.max_length</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.name"><code class="docutils literal notranslate"><span class="pre">TokenizerConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.pad_to_multiple_of"><code class="docutils literal notranslate"><span class="pre">TokenizerConfig.pad_to_multiple_of</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.pad_token"><code class="docutils literal notranslate"><span class="pre">TokenizerConfig.pad_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.pad_token_type_id"><code class="docutils literal notranslate"><span class="pre">TokenizerConfig.pad_token_type_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.padding_direction"><code class="docutils literal notranslate"><span class="pre">TokenizerConfig.padding_direction</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.padding_strategy"><code class="docutils literal notranslate"><span class="pre">TokenizerConfig.padding_strategy</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.sep_token"><code class="docutils literal notranslate"><span class="pre">TokenizerConfig.sep_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.stride"><code class="docutils literal notranslate"><span class="pre">TokenizerConfig.stride</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.truncation_direction"><code class="docutils literal notranslate"><span class="pre">TokenizerConfig.truncation_direction</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.truncation_strategy"><code class="docutils literal notranslate"><span class="pre">TokenizerConfig.truncation_strategy</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig.unk_token"><code class="docutils literal notranslate"><span class="pre">TokenizerConfig.unk_token</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
+          </div>
+        </div>
+      </div>
+      
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 current has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l4 current has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5 current current-page"><a class="current reference internal" href="#">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
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+        <article role="main">
+          <section id="module-hezar.preprocessors.tokenizers.wordpiece">
+<span id="hezar-preprocessors-tokenizers-wordpiece-module"></span><h1>hezar.preprocessors.tokenizers.wordpiece module<a class="headerlink" href="#module-hezar.preprocessors.tokenizers.wordpiece" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.preprocessors.tokenizers.wordpiece.</span></span><span class="sig-name descname"><span class="pre">WordPieceConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">max_length:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">512</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">truncation_strategy:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'longest_first'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">truncation_direction:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'right'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stride:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">padding_strategy:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'longest'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">padding_direction:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'right'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_to_multiple_of:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_token_type_id:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bos_token:</span> <span class="pre">'str'</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">eos_token:</span> <span class="pre">'str'</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">unk_token:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'[UNK]'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sep_token:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'[SEP]'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_token:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'[PAD]'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cls_token:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'[CLS]'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mask_token:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'[MASK]'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">additional_special_tokens:</span> <span class="pre">List[str]</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">wordpieces_prefix:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'##'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vocab_size:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">30000</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_frequency:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">limit_alphabet:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">1000</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initial_alphabet:</span> <span class="pre">list</span> <span class="pre">=</span> <span class="pre">&lt;factory&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">show_progress:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/wordpiece.html#WordPieceConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig" title="hezar.preprocessors.tokenizers.tokenizer.TokenizerConfig"><code class="xref py py-class docutils literal notranslate"><span class="pre">TokenizerConfig</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.additional_special_tokens">
+<span class="sig-name descname"><span class="pre">additional_special_tokens</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.additional_special_tokens" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.cls_token">
+<span class="sig-name descname"><span class="pre">cls_token</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'[CLS]'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.cls_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.initial_alphabet">
+<span class="sig-name descname"><span class="pre">initial_alphabet</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">list</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.initial_alphabet" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.limit_alphabet">
+<span class="sig-name descname"><span class="pre">limit_alphabet</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1000</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.limit_alphabet" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.mask_token">
+<span class="sig-name descname"><span class="pre">mask_token</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'[MASK]'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.mask_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.max_length">
+<span class="sig-name descname"><span class="pre">max_length</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">512</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.max_length" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.min_frequency">
+<span class="sig-name descname"><span class="pre">min_frequency</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">2</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.min_frequency" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.name">
+<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'wordpiece_tokenizer'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.pad_to_multiple_of">
+<span class="sig-name descname"><span class="pre">pad_to_multiple_of</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.pad_to_multiple_of" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.pad_token">
+<span class="sig-name descname"><span class="pre">pad_token</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'[PAD]'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.pad_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.pad_token_type_id">
+<span class="sig-name descname"><span class="pre">pad_token_type_id</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.pad_token_type_id" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.padding_direction">
+<span class="sig-name descname"><span class="pre">padding_direction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'right'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.padding_direction" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.padding_strategy">
+<span class="sig-name descname"><span class="pre">padding_strategy</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'longest'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.padding_strategy" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.sep_token">
+<span class="sig-name descname"><span class="pre">sep_token</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'[SEP]'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.sep_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.show_progress">
+<span class="sig-name descname"><span class="pre">show_progress</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.show_progress" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.stride">
+<span class="sig-name descname"><span class="pre">stride</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.stride" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.truncation_direction">
+<span class="sig-name descname"><span class="pre">truncation_direction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'right'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.truncation_direction" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.truncation_strategy">
+<span class="sig-name descname"><span class="pre">truncation_strategy</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'longest_first'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.truncation_strategy" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.unk_token">
+<span class="sig-name descname"><span class="pre">unk_token</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'[UNK]'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.unk_token" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.vocab_size">
+<span class="sig-name descname"><span class="pre">vocab_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">30000</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.vocab_size" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.wordpieces_prefix">
+<span class="sig-name descname"><span class="pre">wordpieces_prefix</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'##'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.wordpieces_prefix" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.preprocessors.tokenizers.wordpiece.</span></span><span class="sig-name descname"><span class="pre">WordPieceTokenizer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tokenizer_file</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/wordpiece.html#WordPieceTokenizer"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html#hezar.preprocessors.tokenizers.tokenizer.Tokenizer" title="hezar.preprocessors.tokenizers.tokenizer.Tokenizer"><code class="xref py py-class docutils literal notranslate"><span class="pre">Tokenizer</span></code></a></p>
+<p>A standard WordPiece tokenizer using 🤗HuggingFace Tokenizers</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>config</strong> – Preprocessor config for the tokenizer</p></li>
+<li><p><strong>**kwargs</strong> – Extra/manual config parameters</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer.build">
+<span class="sig-name descname"><span class="pre">build</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/wordpiece.html#WordPieceTokenizer.build"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer.build" title="Link to this definition">#</a></dt>
+<dd><p>Build the tokenizer.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>The built tokenizer.</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>HFTokenizer</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer.required_backends">
+<span class="sig-name descname"><span class="pre">required_backends</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[Backends.TOKENIZERS]</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer.required_backends" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer.token_ids_name">
+<span class="sig-name descname"><span class="pre">token_ids_name</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'token_ids'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer.token_ids_name" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer.tokenizer_config_filename">
+<span class="sig-name descname"><span class="pre">tokenizer_config_filename</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'tokenizer_config.yaml'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer.tokenizer_config_filename" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer.tokenizer_filename">
+<span class="sig-name descname"><span class="pre">tokenizer_filename</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'tokenizer.json'</span></em><a class="headerlink" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer.tokenizer_filename" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer.train">
+<span class="sig-name descname"><span class="pre">train</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">files</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">train_kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/wordpiece.html#WordPieceTokenizer.train"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer.train" title="Link to this definition">#</a></dt>
+<dd><p>Train the model using the given files</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer.train_from_iterator">
+<span class="sig-name descname"><span class="pre">train_from_iterator</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dataset</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">train_kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/preprocessors/tokenizers/wordpiece.html#WordPieceTokenizer.train_from_iterator"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer.train_from_iterator" title="Link to this definition">#</a></dt>
+<dd><p>Train the model using the given files</p>
+</dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
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+                <div class="title">hezar.preprocessors.audio_feature_extractor module</div>
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+      
+      <div class="toc-sticky toc-scroll">
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+            On this page
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+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.preprocessors.tokenizers.wordpiece module</a><ul>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.additional_special_tokens"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig.additional_special_tokens</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.cls_token"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig.cls_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.initial_alphabet"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig.initial_alphabet</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.limit_alphabet"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig.limit_alphabet</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.mask_token"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig.mask_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.max_length"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig.max_length</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.min_frequency"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig.min_frequency</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.name"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig.name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.pad_to_multiple_of"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig.pad_to_multiple_of</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.pad_token"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig.pad_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.pad_token_type_id"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig.pad_token_type_id</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.padding_direction"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig.padding_direction</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.padding_strategy"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig.padding_strategy</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.sep_token"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig.sep_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.show_progress"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig.show_progress</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.stride"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig.stride</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.truncation_direction"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig.truncation_direction</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.truncation_strategy"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig.truncation_strategy</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.unk_token"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig.unk_token</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.vocab_size"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig.vocab_size</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceConfig.wordpieces_prefix"><code class="docutils literal notranslate"><span class="pre">WordPieceConfig.wordpieces_prefix</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer"><code class="docutils literal notranslate"><span class="pre">WordPieceTokenizer</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer.build"><code class="docutils literal notranslate"><span class="pre">WordPieceTokenizer.build()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer.required_backends"><code class="docutils literal notranslate"><span class="pre">WordPieceTokenizer.required_backends</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer.token_ids_name"><code class="docutils literal notranslate"><span class="pre">WordPieceTokenizer.token_ids_name</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer.tokenizer_config_filename"><code class="docutils literal notranslate"><span class="pre">WordPieceTokenizer.tokenizer_config_filename</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer.tokenizer_filename"><code class="docutils literal notranslate"><span class="pre">WordPieceTokenizer.tokenizer_filename</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer.train"><code class="docutils literal notranslate"><span class="pre">WordPieceTokenizer.train()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.preprocessors.tokenizers.wordpiece.WordPieceTokenizer.train_from_iterator"><code class="docutils literal notranslate"><span class="pre">WordPieceTokenizer.train_from_iterator()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
+          </div>
+        </div>
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+      
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\ No newline at end of file
diff --git a/source/hezar.registry.html b/source/hezar.registry.html
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.builders.html">hezar.builders module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html">hezar.configs module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html">hezar.constants module</a></li>
+<li class="toctree-l3 current current-page"><a class="current reference internal" href="#">hezar.registry module</a></li>
+</ul>
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+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../contributing.html">Contributing to Hezar</a></li>
+</ul>
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+          <section id="module-hezar.registry">
+<span id="hezar-registry-module"></span><h1>hezar.registry module<a class="headerlink" href="#module-hezar.registry" title="Link to this heading">#</a></h1>
+<p>Hezar uses a registry system in a way that for any core module like model, dataset, etc. there is an entry in its
+specific registry. These registries are simple python dictionaries that map a module’s name to its class and its config
+class. These registries are initialized here and filled automatically when you import hezar or a registry itself.</p>
+<p class="rubric">Examples</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="c1"># read models registry</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">hezar.registry</span> <span class="kn">import</span> <span class="n">models_registry</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="nb">print</span><span class="p">(</span><span class="n">models_registry</span><span class="p">)</span>
+<span class="go">{&#39;distilbert_lm&#39;: {&#39;module_class&#39;: &lt;class &#39;hezar.models.language_modeling.distilbert.distilbert_lm.DistilBertLM&#39;&gt;,</span>
+<span class="go">&#39;config_class&#39;: &lt;class &#39;hezar.models.language_modeling.distilbert.distilbert_lm_config.DistilBertLMConfig&#39;&gt;},</span>
+<span class="go">&#39;description&#39;: &#39;Optional model description here...&#39;}</span>
+</pre></div>
+</div>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="c1"># add a model class to models_registry</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">hezar.models</span> <span class="kn">import</span> <span class="n">Model</span><span class="p">,</span> <span class="n">register_model</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="nd">@register_model</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="s2">&quot;my_awesome_model&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">MyAwesomeModelConfig</span><span class="p">,</span> <span class="n">description</span><span class="o">=</span><span class="s2">&quot;My Awesome Model!&quot;</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="k">class</span> <span class="nc">MyAwesomeModel</span><span class="p">(</span><span class="n">Model</span><span class="p">):</span>
+<span class="gp">... </span>   <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="p">:</span> <span class="n">MyAwesomeModelConfig</span><span class="p">):</span>
+<span class="gp">... </span>       <span class="o">...</span>
+</pre></div>
+</div>
+<p>Keep in mind that registries usually don’t need to be used directly. There is a bunch of functions to build modules
+using a module’s registry name in <cite>hezar.builders</cite> module. See the file <cite>builders.py</cite> for more info.</p>
+<p>Note: In case of adding a new registry container, make sure to add to <cite>__all__</cite> below!</p>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.registry.Registry">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.registry.</span></span><span class="sig-name descname"><span class="pre">Registry</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">module_class</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">type</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config_class</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">type</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/registry.html#Registry"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.registry.Registry" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.registry.Registry.config_class">
+<span class="sig-name descname"><span class="pre">config_class</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">type</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.registry.Registry.config_class" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.registry.Registry.description">
+<span class="sig-name descname"><span class="pre">description</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.registry.Registry.description" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.registry.Registry.module_class">
+<span class="sig-name descname"><span class="pre">module_class</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">type</span></em><a class="headerlink" href="#hezar.registry.Registry.module_class" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.registry.register_dataset">
+<span class="sig-prename descclassname"><span class="pre">hezar.registry.</span></span><span class="sig-name descname"><span class="pre">register_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dataset_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config_class</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Type</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="hezar.configs.html#hezar.configs.DatasetConfig" title="hezar.configs.DatasetConfig"><span class="pre">DatasetConfig</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/registry.html#register_dataset"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.registry.register_dataset" title="Link to this definition">#</a></dt>
+<dd><p>A class decorator that adds the dataset class and the config class to the <cite>datasets_registry</cite></p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>dataset_name</strong> – Dataset’s registry name e.g, <cite>text_classification</cite>.</p></li>
+<li><p><strong>config_class</strong> – Dataset’s config class e.g, <cite>TextClassificationDatasetConfig</cite>. This parameter must be the config
+class itself not a config instance!</p></li>
+<li><p><strong>description</strong> – Optional dataset description</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.registry.register_embedding">
+<span class="sig-prename descclassname"><span class="pre">hezar.registry.</span></span><span class="sig-name descname"><span class="pre">register_embedding</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">embedding_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config_class</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Type</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="hezar.configs.html#hezar.configs.EmbeddingConfig" title="hezar.configs.EmbeddingConfig"><span class="pre">EmbeddingConfig</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/registry.html#register_embedding"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.registry.register_embedding" title="Link to this definition">#</a></dt>
+<dd><p>A class decorator that adds the embedding class and the config class to the <cite>embeddings_registry</cite></p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>embedding_name</strong> – Embedding’s registry name e.g, <cite>word2vec_cbow</cite>.</p></li>
+<li><p><strong>config_class</strong> – Embedding’s config class e.g, Word2VecCBOWConfig. This parameter must be the config
+class itself not a config instance!</p></li>
+<li><p><strong>description</strong> – Optional embedding description</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.registry.register_metric">
+<span class="sig-prename descclassname"><span class="pre">hezar.registry.</span></span><span class="sig-name descname"><span class="pre">register_metric</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">metric_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config_class</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Type</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="hezar.configs.html#hezar.configs.MetricConfig" title="hezar.configs.MetricConfig"><span class="pre">MetricConfig</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/registry.html#register_metric"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.registry.register_metric" title="Link to this definition">#</a></dt>
+<dd><p>A class decorator that adds the metric class and the config class to the <cite>metrics_registry</cite></p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>metric_name</strong> – Metric registry name e.g, <cite>f1</cite></p></li>
+<li><p><strong>config_class</strong> – Metric config class</p></li>
+<li><p><strong>description</strong> – Optional metric description</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.registry.register_model">
+<span class="sig-prename descclassname"><span class="pre">hezar.registry.</span></span><span class="sig-name descname"><span class="pre">register_model</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config_class</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Type</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="hezar.configs.html#hezar.configs.ModelConfig" title="hezar.configs.ModelConfig"><span class="pre">ModelConfig</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/registry.html#register_model"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.registry.register_model" title="Link to this definition">#</a></dt>
+<dd><p>A class decorator that adds the model class and the config class to the <cite>models_registry</cite></p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>model_name</strong> – Model’s registry name e.g, <cite>bert_sequence_labeling</cite></p></li>
+<li><p><strong>config_class</strong> – Model’s config class e.g, <cite>BertSequenceLabelingConfig</cite>. This parameter must be the config class
+itself not a config instance!</p></li>
+<li><p><strong>description</strong> – Optional model description</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.registry.register_preprocessor">
+<span class="sig-prename descclassname"><span class="pre">hezar.registry.</span></span><span class="sig-name descname"><span class="pre">register_preprocessor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">preprocessor_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config_class</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Type</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="hezar.configs.html#hezar.configs.PreprocessorConfig" title="hezar.configs.PreprocessorConfig"><span class="pre">PreprocessorConfig</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/registry.html#register_preprocessor"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.registry.register_preprocessor" title="Link to this definition">#</a></dt>
+<dd><p>A class decorator that adds the preprocessor class and the config class to the <cite>preprocessors_registry</cite></p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>preprocessor_name</strong> – Preprocessor’s registry name e.g, <cite>bpe_tokenizer</cite>.</p></li>
+<li><p><strong>config_class</strong> – Preprocessor’s config class e.g, BPEConfig. This parameter must be the config
+class itself not a config instance!</p></li>
+<li><p><strong>description</strong> – Optional preprocessor description</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
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+              <a class="muted-link " href="https://t.me/hezarai" aria-label="Telegram"><i class="fa-brands fa-telegram fa-2x" style="color: #229ed9;"></i></a>
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+              
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+        
+      </footer>
+    </div>
+    <aside class="toc-drawer">
+      
+      
+      <div class="toc-sticky toc-scroll">
+        <div class="toc-title-container">
+          <span class="toc-title">
+            On this page
+          </span>
+        </div>
+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.registry module</a><ul>
+<li><a class="reference internal" href="#hezar.registry.Registry"><code class="docutils literal notranslate"><span class="pre">Registry</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.registry.Registry.config_class"><code class="docutils literal notranslate"><span class="pre">Registry.config_class</span></code></a></li>
+<li><a class="reference internal" href="#hezar.registry.Registry.description"><code class="docutils literal notranslate"><span class="pre">Registry.description</span></code></a></li>
+<li><a class="reference internal" href="#hezar.registry.Registry.module_class"><code class="docutils literal notranslate"><span class="pre">Registry.module_class</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.registry.register_dataset"><code class="docutils literal notranslate"><span class="pre">register_dataset()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.registry.register_embedding"><code class="docutils literal notranslate"><span class="pre">register_embedding()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.registry.register_metric"><code class="docutils literal notranslate"><span class="pre">register_metric()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.registry.register_model"><code class="docutils literal notranslate"><span class="pre">register_model()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.registry.register_preprocessor"><code class="docutils literal notranslate"><span class="pre">register_preprocessor()</span></code></a></li>
+</ul>
+</li>
+</ul>
+
+          </div>
+        </div>
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+      
+    </aside>
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\ No newline at end of file
diff --git a/source/hezar.trainer.html b/source/hezar.trainer.html
new file mode 100644
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+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../">
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+
+    <link rel="shortcut icon" href="../_static/hezar_logo.svg"/><!-- Generated with Sphinx 7.2.6 and Furo 2023.09.10 -->
+        <title>hezar.trainer package - Hezar Documentation</title>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 current has-children current-page"><a class="current reference internal" href="#">hezar.trainer package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.builders.html">hezar.builders module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html">hezar.configs module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html">hezar.constants module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.registry.html">hezar.registry module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../contributing.html">Contributing to Hezar</a></li>
+</ul>
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+</div>
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+          <section id="hezar-trainer-package">
+<h1>hezar.trainer package<a class="headerlink" href="#hezar-trainer-package" title="Link to this heading">#</a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">#</a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.AudioClassificationMetricsHandler"><code class="docutils literal notranslate"><span class="pre">AudioClassificationMetricsHandler</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.AudioClassificationMetricsHandler.compute_metrics"><code class="docutils literal notranslate"><span class="pre">AudioClassificationMetricsHandler.compute_metrics()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.Image2TextMetricHandler"><code class="docutils literal notranslate"><span class="pre">Image2TextMetricHandler</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.Image2TextMetricHandler.compute_metrics"><code class="docutils literal notranslate"><span class="pre">Image2TextMetricHandler.compute_metrics()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.Image2TextMetricHandler.valid_metrics"><code class="docutils literal notranslate"><span class="pre">Image2TextMetricHandler.valid_metrics</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.MetricsHandler"><code class="docutils literal notranslate"><span class="pre">MetricsHandler</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.MetricsHandler.compute_metrics"><code class="docutils literal notranslate"><span class="pre">MetricsHandler.compute_metrics()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.MetricsHandler.valid_metrics"><code class="docutils literal notranslate"><span class="pre">MetricsHandler.valid_metrics</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.SequenceLabelingMetricsHandler"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingMetricsHandler</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.SequenceLabelingMetricsHandler.compute_metrics"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingMetricsHandler.compute_metrics()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.SequenceLabelingMetricsHandler.valid_metrics"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingMetricsHandler.valid_metrics</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.SpeechRecognitionMetricsHandler"><code class="docutils literal notranslate"><span class="pre">SpeechRecognitionMetricsHandler</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.SpeechRecognitionMetricsHandler.compute_metrics"><code class="docutils literal notranslate"><span class="pre">SpeechRecognitionMetricsHandler.compute_metrics()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.TextClassificationMetricsHandler"><code class="docutils literal notranslate"><span class="pre">TextClassificationMetricsHandler</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.TextClassificationMetricsHandler.compute_metrics"><code class="docutils literal notranslate"><span class="pre">TextClassificationMetricsHandler.compute_metrics()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.TextClassificationMetricsHandler.valid_metrics"><code class="docutils literal notranslate"><span class="pre">TextClassificationMetricsHandler.valid_metrics</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.TextGenerationMetricsHandler"><code class="docutils literal notranslate"><span class="pre">TextGenerationMetricsHandler</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.TextGenerationMetricsHandler.compute_metrics"><code class="docutils literal notranslate"><span class="pre">TextGenerationMetricsHandler.compute_metrics()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.TextGenerationMetricsHandler.valid_metrics"><code class="docutils literal notranslate"><span class="pre">TextGenerationMetricsHandler.valid_metrics</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.trainer.trainer.html">hezar.trainer.trainer module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer"><code class="docutils literal notranslate"><span class="pre">Trainer</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.amp_context_manager"><code class="docutils literal notranslate"><span class="pre">Trainer.amp_context_manager()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.compute_loss"><code class="docutils literal notranslate"><span class="pre">Trainer.compute_loss()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.dataset_config_file"><code class="docutils literal notranslate"><span class="pre">Trainer.dataset_config_file</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.default_lr_scheduler"><code class="docutils literal notranslate"><span class="pre">Trainer.default_lr_scheduler</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.default_optimizer"><code class="docutils literal notranslate"><span class="pre">Trainer.default_optimizer</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.default_trainer_state_file"><code class="docutils literal notranslate"><span class="pre">Trainer.default_trainer_state_file</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.evaluate"><code class="docutils literal notranslate"><span class="pre">Trainer.evaluate()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.evaluation_step"><code class="docutils literal notranslate"><span class="pre">Trainer.evaluation_step()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.forward"><code class="docutils literal notranslate"><span class="pre">Trainer.forward()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.inner_training_loop"><code class="docutils literal notranslate"><span class="pre">Trainer.inner_training_loop()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.load_csv_logs"><code class="docutils literal notranslate"><span class="pre">Trainer.load_csv_logs()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.load_from_checkpoint"><code class="docutils literal notranslate"><span class="pre">Trainer.load_from_checkpoint()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.log"><code class="docutils literal notranslate"><span class="pre">Trainer.log()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.prepare_input_batch"><code class="docutils literal notranslate"><span class="pre">Trainer.prepare_input_batch()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.print_info"><code class="docutils literal notranslate"><span class="pre">Trainer.print_info()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.push_to_hub"><code class="docutils literal notranslate"><span class="pre">Trainer.push_to_hub()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.save"><code class="docutils literal notranslate"><span class="pre">Trainer.save()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.train"><code class="docutils literal notranslate"><span class="pre">Trainer.train()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.trainer_config_file"><code class="docutils literal notranslate"><span class="pre">Trainer.trainer_config_file</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.trainer_csv_log_file"><code class="docutils literal notranslate"><span class="pre">Trainer.trainer_csv_log_file</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.trainer_subfolder"><code class="docutils literal notranslate"><span class="pre">Trainer.trainer_subfolder</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.trainer.html#hezar.trainer.trainer.Trainer.training_step"><code class="docutils literal notranslate"><span class="pre">Trainer.training_step()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.AverageMeter"><code class="docutils literal notranslate"><span class="pre">AverageMeter</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.AverageMeter.reset"><code class="docutils literal notranslate"><span class="pre">AverageMeter.reset()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.AverageMeter.update"><code class="docutils literal notranslate"><span class="pre">AverageMeter.update()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.CSVLogger"><code class="docutils literal notranslate"><span class="pre">CSVLogger</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.CSVLogger.write"><code class="docutils literal notranslate"><span class="pre">CSVLogger.write()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.MetricsTracker"><code class="docutils literal notranslate"><span class="pre">MetricsTracker</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.MetricsTracker.avg"><code class="docutils literal notranslate"><span class="pre">MetricsTracker.avg()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.MetricsTracker.reset"><code class="docutils literal notranslate"><span class="pre">MetricsTracker.reset()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.MetricsTracker.update"><code class="docutils literal notranslate"><span class="pre">MetricsTracker.update()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.TrainerState"><code class="docutils literal notranslate"><span class="pre">TrainerState</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.TrainerState.best_checkpoint"><code class="docutils literal notranslate"><span class="pre">TrainerState.best_checkpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.TrainerState.best_metric_value"><code class="docutils literal notranslate"><span class="pre">TrainerState.best_metric_value</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.TrainerState.epoch"><code class="docutils literal notranslate"><span class="pre">TrainerState.epoch</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.TrainerState.global_step"><code class="docutils literal notranslate"><span class="pre">TrainerState.global_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.TrainerState.load"><code class="docutils literal notranslate"><span class="pre">TrainerState.load()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.TrainerState.metric_for_best_checkpoint"><code class="docutils literal notranslate"><span class="pre">TrainerState.metric_for_best_checkpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.TrainerState.save"><code class="docutils literal notranslate"><span class="pre">TrainerState.save()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.TrainerState.total_epochs"><code class="docutils literal notranslate"><span class="pre">TrainerState.total_epochs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.TrainerState.update"><code class="docutils literal notranslate"><span class="pre">TrainerState.update()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.TrainerState.update_best_results"><code class="docutils literal notranslate"><span class="pre">TrainerState.update_best_results()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.resolve_logdir"><code class="docutils literal notranslate"><span class="pre">resolve_logdir()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.trainer.trainer_utils.html#hezar.trainer.trainer_utils.write_to_tensorboard"><code class="docutils literal notranslate"><span class="pre">write_to_tensorboard()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-hezar.trainer">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-hezar.trainer" title="Link to this heading">#</a></h2>
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diff --git a/source/hezar.trainer.metrics_handlers.html b/source/hezar.trainer.metrics_handlers.html
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
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+<li class="toctree-l4 current current-page"><a class="current reference internal" href="#">hezar.trainer.metrics_handlers module</a></li>
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+          <section id="module-hezar.trainer.metrics_handlers">
+<span id="hezar-trainer-metrics-handlers-module"></span><h1>hezar.trainer.metrics_handlers module<a class="headerlink" href="#module-hezar.trainer.metrics_handlers" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.trainer.metrics_handlers.AudioClassificationMetricsHandler">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.trainer.metrics_handlers.</span></span><span class="sig-name descname"><span class="pre">AudioClassificationMetricsHandler</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">metrics</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.MetricType" title="hezar.constants.MetricType"><span class="pre">MetricType</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.metrics.metric.html#hezar.metrics.metric.Metric" title="hezar.metrics.metric.Metric"><span class="pre">Metric</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.configs.html#hezar.configs.MetricConfig" title="hezar.configs.MetricConfig"><span class="pre">MetricConfig</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainer</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/trainer/metrics_handlers.html#AudioClassificationMetricsHandler"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.metrics_handlers.AudioClassificationMetricsHandler" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="#hezar.trainer.metrics_handlers.MetricsHandler" title="hezar.trainer.metrics_handlers.MetricsHandler"><code class="xref py py-class docutils literal notranslate"><span class="pre">MetricsHandler</span></code></a></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.trainer.metrics_handlers.AudioClassificationMetricsHandler.compute_metrics">
+<span class="sig-name descname"><span class="pre">compute_metrics</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">predictions</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/trainer/metrics_handlers.html#AudioClassificationMetricsHandler.compute_metrics"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.metrics_handlers.AudioClassificationMetricsHandler.compute_metrics" title="Link to this definition">#</a></dt>
+<dd><p>Given a batch of predictions and a batch of labels, compute all metrics</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>predictions</strong> – Predictions batch usually containing logits</p></li>
+<li><p><strong>labels</strong> – Ground truth labels batch</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.trainer.metrics_handlers.Image2TextMetricHandler">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.trainer.metrics_handlers.</span></span><span class="sig-name descname"><span class="pre">Image2TextMetricHandler</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">metrics</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.MetricType" title="hezar.constants.MetricType"><span class="pre">MetricType</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.metrics.metric.html#hezar.metrics.metric.Metric" title="hezar.metrics.metric.Metric"><span class="pre">Metric</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.configs.html#hezar.configs.MetricConfig" title="hezar.configs.MetricConfig"><span class="pre">MetricConfig</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainer</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/trainer/metrics_handlers.html#Image2TextMetricHandler"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.metrics_handlers.Image2TextMetricHandler" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="#hezar.trainer.metrics_handlers.MetricsHandler" title="hezar.trainer.metrics_handlers.MetricsHandler"><code class="xref py py-class docutils literal notranslate"><span class="pre">MetricsHandler</span></code></a></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.trainer.metrics_handlers.Image2TextMetricHandler.compute_metrics">
+<span class="sig-name descname"><span class="pre">compute_metrics</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">predictions</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/trainer/metrics_handlers.html#Image2TextMetricHandler.compute_metrics"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.metrics_handlers.Image2TextMetricHandler.compute_metrics" title="Link to this definition">#</a></dt>
+<dd><p>Given a batch of predictions and a batch of labels, compute all metrics</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>predictions</strong> – Predictions batch usually containing logits</p></li>
+<li><p><strong>labels</strong> – Ground truth labels batch</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.trainer.metrics_handlers.Image2TextMetricHandler.valid_metrics">
+<span class="sig-name descname"><span class="pre">valid_metrics</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="hezar.constants.html#hezar.constants.MetricType" title="hezar.constants.MetricType"><span class="pre">MetricType</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[MetricType.CER,</span> <span class="pre">MetricType.WER]</span></em><a class="headerlink" href="#hezar.trainer.metrics_handlers.Image2TextMetricHandler.valid_metrics" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.trainer.metrics_handlers.MetricsHandler">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.trainer.metrics_handlers.</span></span><span class="sig-name descname"><span class="pre">MetricsHandler</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">metrics</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.MetricType" title="hezar.constants.MetricType"><span class="pre">MetricType</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.metrics.metric.html#hezar.metrics.metric.Metric" title="hezar.metrics.metric.Metric"><span class="pre">Metric</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.configs.html#hezar.configs.MetricConfig" title="hezar.configs.MetricConfig"><span class="pre">MetricConfig</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainer</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/trainer/metrics_handlers.html#MetricsHandler"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.metrics_handlers.MetricsHandler" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>Base metrics handler class for computing metrics. Subclasses must implement <cite>compute_metrics</cite> method based on
+their specific task.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>metrics</strong> – A list of metrics (metric raw name or Metric object)</p></li>
+<li><p><strong>model_config</strong> – Optional model config</p></li>
+<li><p><strong>trainer_config</strong> – Optional trainer config</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.trainer.metrics_handlers.MetricsHandler.compute_metrics">
+<span class="sig-name descname"><span class="pre">compute_metrics</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">predictions</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/trainer/metrics_handlers.html#MetricsHandler.compute_metrics"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.metrics_handlers.MetricsHandler.compute_metrics" title="Link to this definition">#</a></dt>
+<dd><p>Given a batch of predictions and a batch of labels, compute all metrics</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>predictions</strong> – Predictions batch usually containing logits</p></li>
+<li><p><strong>labels</strong> – Ground truth labels batch</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.trainer.metrics_handlers.MetricsHandler.valid_metrics">
+<span class="sig-name descname"><span class="pre">valid_metrics</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="hezar.constants.html#hezar.constants.MetricType" title="hezar.constants.MetricType"><span class="pre">MetricType</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[]</span></em><a class="headerlink" href="#hezar.trainer.metrics_handlers.MetricsHandler.valid_metrics" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.trainer.metrics_handlers.SequenceLabelingMetricsHandler">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.trainer.metrics_handlers.</span></span><span class="sig-name descname"><span class="pre">SequenceLabelingMetricsHandler</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">metrics</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.MetricType" title="hezar.constants.MetricType"><span class="pre">MetricType</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.metrics.metric.html#hezar.metrics.metric.Metric" title="hezar.metrics.metric.Metric"><span class="pre">Metric</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.configs.html#hezar.configs.MetricConfig" title="hezar.configs.MetricConfig"><span class="pre">MetricConfig</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainer</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/trainer/metrics_handlers.html#SequenceLabelingMetricsHandler"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.metrics_handlers.SequenceLabelingMetricsHandler" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="#hezar.trainer.metrics_handlers.MetricsHandler" title="hezar.trainer.metrics_handlers.MetricsHandler"><code class="xref py py-class docutils literal notranslate"><span class="pre">MetricsHandler</span></code></a></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.trainer.metrics_handlers.SequenceLabelingMetricsHandler.compute_metrics">
+<span class="sig-name descname"><span class="pre">compute_metrics</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">predictions</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/trainer/metrics_handlers.html#SequenceLabelingMetricsHandler.compute_metrics"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.metrics_handlers.SequenceLabelingMetricsHandler.compute_metrics" title="Link to this definition">#</a></dt>
+<dd><p>Given a batch of predictions and a batch of labels, compute all metrics</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>predictions</strong> – Predictions batch usually containing logits</p></li>
+<li><p><strong>labels</strong> – Ground truth labels batch</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.trainer.metrics_handlers.SequenceLabelingMetricsHandler.valid_metrics">
+<span class="sig-name descname"><span class="pre">valid_metrics</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="hezar.constants.html#hezar.constants.MetricType" title="hezar.constants.MetricType"><span class="pre">MetricType</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[MetricType.SEQEVAL]</span></em><a class="headerlink" href="#hezar.trainer.metrics_handlers.SequenceLabelingMetricsHandler.valid_metrics" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.trainer.metrics_handlers.SpeechRecognitionMetricsHandler">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.trainer.metrics_handlers.</span></span><span class="sig-name descname"><span class="pre">SpeechRecognitionMetricsHandler</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">metrics</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.MetricType" title="hezar.constants.MetricType"><span class="pre">MetricType</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.metrics.metric.html#hezar.metrics.metric.Metric" title="hezar.metrics.metric.Metric"><span class="pre">Metric</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.configs.html#hezar.configs.MetricConfig" title="hezar.configs.MetricConfig"><span class="pre">MetricConfig</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainer</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/trainer/metrics_handlers.html#SpeechRecognitionMetricsHandler"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.metrics_handlers.SpeechRecognitionMetricsHandler" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="#hezar.trainer.metrics_handlers.MetricsHandler" title="hezar.trainer.metrics_handlers.MetricsHandler"><code class="xref py py-class docutils literal notranslate"><span class="pre">MetricsHandler</span></code></a></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.trainer.metrics_handlers.SpeechRecognitionMetricsHandler.compute_metrics">
+<span class="sig-name descname"><span class="pre">compute_metrics</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">predictions</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/trainer/metrics_handlers.html#SpeechRecognitionMetricsHandler.compute_metrics"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.metrics_handlers.SpeechRecognitionMetricsHandler.compute_metrics" title="Link to this definition">#</a></dt>
+<dd><p>Given a batch of predictions and a batch of labels, compute all metrics</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>predictions</strong> – Predictions batch usually containing logits</p></li>
+<li><p><strong>labels</strong> – Ground truth labels batch</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.trainer.metrics_handlers.TextClassificationMetricsHandler">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.trainer.metrics_handlers.</span></span><span class="sig-name descname"><span class="pre">TextClassificationMetricsHandler</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">metrics</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.MetricType" title="hezar.constants.MetricType"><span class="pre">MetricType</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.metrics.metric.html#hezar.metrics.metric.Metric" title="hezar.metrics.metric.Metric"><span class="pre">Metric</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.configs.html#hezar.configs.MetricConfig" title="hezar.configs.MetricConfig"><span class="pre">MetricConfig</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainer</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/trainer/metrics_handlers.html#TextClassificationMetricsHandler"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.metrics_handlers.TextClassificationMetricsHandler" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="#hezar.trainer.metrics_handlers.MetricsHandler" title="hezar.trainer.metrics_handlers.MetricsHandler"><code class="xref py py-class docutils literal notranslate"><span class="pre">MetricsHandler</span></code></a></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.trainer.metrics_handlers.TextClassificationMetricsHandler.compute_metrics">
+<span class="sig-name descname"><span class="pre">compute_metrics</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">predictions</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/trainer/metrics_handlers.html#TextClassificationMetricsHandler.compute_metrics"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.metrics_handlers.TextClassificationMetricsHandler.compute_metrics" title="Link to this definition">#</a></dt>
+<dd><p>Given a batch of predictions and a batch of labels, compute all metrics</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>predictions</strong> – Predictions batch usually containing logits</p></li>
+<li><p><strong>labels</strong> – Ground truth labels batch</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.trainer.metrics_handlers.TextClassificationMetricsHandler.valid_metrics">
+<span class="sig-name descname"><span class="pre">valid_metrics</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="hezar.constants.html#hezar.constants.MetricType" title="hezar.constants.MetricType"><span class="pre">MetricType</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[MetricType.ACCURACY,</span> <span class="pre">MetricType.RECALL,</span> <span class="pre">MetricType.PRECISION,</span> <span class="pre">MetricType.F1]</span></em><a class="headerlink" href="#hezar.trainer.metrics_handlers.TextClassificationMetricsHandler.valid_metrics" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.trainer.metrics_handlers.TextGenerationMetricsHandler">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.trainer.metrics_handlers.</span></span><span class="sig-name descname"><span class="pre">TextGenerationMetricsHandler</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">metrics</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.MetricType" title="hezar.constants.MetricType"><span class="pre">MetricType</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.metrics.metric.html#hezar.metrics.metric.Metric" title="hezar.metrics.metric.Metric"><span class="pre">Metric</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.configs.html#hezar.configs.MetricConfig" title="hezar.configs.MetricConfig"><span class="pre">MetricConfig</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainer</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/trainer/metrics_handlers.html#TextGenerationMetricsHandler"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.metrics_handlers.TextGenerationMetricsHandler" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="#hezar.trainer.metrics_handlers.MetricsHandler" title="hezar.trainer.metrics_handlers.MetricsHandler"><code class="xref py py-class docutils literal notranslate"><span class="pre">MetricsHandler</span></code></a></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.trainer.metrics_handlers.TextGenerationMetricsHandler.compute_metrics">
+<span class="sig-name descname"><span class="pre">compute_metrics</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">predictions</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/trainer/metrics_handlers.html#TextGenerationMetricsHandler.compute_metrics"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.metrics_handlers.TextGenerationMetricsHandler.compute_metrics" title="Link to this definition">#</a></dt>
+<dd><p>Given a batch of predictions and a batch of labels, compute all metrics</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>predictions</strong> – Predictions batch usually containing logits</p></li>
+<li><p><strong>labels</strong> – Ground truth labels batch</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.trainer.metrics_handlers.TextGenerationMetricsHandler.valid_metrics">
+<span class="sig-name descname"><span class="pre">valid_metrics</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="hezar.constants.html#hezar.constants.MetricType" title="hezar.constants.MetricType"><span class="pre">MetricType</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[MetricType.ROUGE,</span> <span class="pre">MetricType.BLEU]</span></em><a class="headerlink" href="#hezar.trainer.metrics_handlers.TextGenerationMetricsHandler.valid_metrics" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
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+            On this page
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+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.trainer.metrics_handlers module</a><ul>
+<li><a class="reference internal" href="#hezar.trainer.metrics_handlers.AudioClassificationMetricsHandler"><code class="docutils literal notranslate"><span class="pre">AudioClassificationMetricsHandler</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.trainer.metrics_handlers.AudioClassificationMetricsHandler.compute_metrics"><code class="docutils literal notranslate"><span class="pre">AudioClassificationMetricsHandler.compute_metrics()</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.trainer.metrics_handlers.Image2TextMetricHandler"><code class="docutils literal notranslate"><span class="pre">Image2TextMetricHandler</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.trainer.metrics_handlers.Image2TextMetricHandler.compute_metrics"><code class="docutils literal notranslate"><span class="pre">Image2TextMetricHandler.compute_metrics()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.trainer.metrics_handlers.Image2TextMetricHandler.valid_metrics"><code class="docutils literal notranslate"><span class="pre">Image2TextMetricHandler.valid_metrics</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.trainer.metrics_handlers.MetricsHandler"><code class="docutils literal notranslate"><span class="pre">MetricsHandler</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.trainer.metrics_handlers.MetricsHandler.compute_metrics"><code class="docutils literal notranslate"><span class="pre">MetricsHandler.compute_metrics()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.trainer.metrics_handlers.MetricsHandler.valid_metrics"><code class="docutils literal notranslate"><span class="pre">MetricsHandler.valid_metrics</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.trainer.metrics_handlers.SequenceLabelingMetricsHandler"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingMetricsHandler</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.trainer.metrics_handlers.SequenceLabelingMetricsHandler.compute_metrics"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingMetricsHandler.compute_metrics()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.trainer.metrics_handlers.SequenceLabelingMetricsHandler.valid_metrics"><code class="docutils literal notranslate"><span class="pre">SequenceLabelingMetricsHandler.valid_metrics</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.trainer.metrics_handlers.SpeechRecognitionMetricsHandler"><code class="docutils literal notranslate"><span class="pre">SpeechRecognitionMetricsHandler</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.trainer.metrics_handlers.SpeechRecognitionMetricsHandler.compute_metrics"><code class="docutils literal notranslate"><span class="pre">SpeechRecognitionMetricsHandler.compute_metrics()</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.trainer.metrics_handlers.TextClassificationMetricsHandler"><code class="docutils literal notranslate"><span class="pre">TextClassificationMetricsHandler</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.trainer.metrics_handlers.TextClassificationMetricsHandler.compute_metrics"><code class="docutils literal notranslate"><span class="pre">TextClassificationMetricsHandler.compute_metrics()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.trainer.metrics_handlers.TextClassificationMetricsHandler.valid_metrics"><code class="docutils literal notranslate"><span class="pre">TextClassificationMetricsHandler.valid_metrics</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.trainer.metrics_handlers.TextGenerationMetricsHandler"><code class="docutils literal notranslate"><span class="pre">TextGenerationMetricsHandler</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.trainer.metrics_handlers.TextGenerationMetricsHandler.compute_metrics"><code class="docutils literal notranslate"><span class="pre">TextGenerationMetricsHandler.compute_metrics()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.trainer.metrics_handlers.TextGenerationMetricsHandler.valid_metrics"><code class="docutils literal notranslate"><span class="pre">TextGenerationMetricsHandler.valid_metrics</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
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diff --git a/source/hezar.trainer.trainer.html b/source/hezar.trainer.trainer.html
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 current has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4 current current-page"><a class="current reference internal" href="#">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.builders.html">hezar.builders module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html">hezar.configs module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html">hezar.constants module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.registry.html">hezar.registry module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../contributing.html">Contributing to Hezar</a></li>
+</ul>
+
+</div>
+</div>
+
+      </div>
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+        <article role="main">
+          <section id="module-hezar.trainer.trainer">
+<span id="hezar-trainer-trainer-module"></span><h1>hezar.trainer.trainer module<a class="headerlink" href="#module-hezar.trainer.trainer" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.trainer.trainer.Trainer">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.trainer.trainer.</span></span><span class="sig-name descname"><span class="pre">Trainer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.models.model.html#hezar.models.model.Model" title="hezar.models.model.Model"><span class="pre">Model</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.configs.html#hezar.configs.TrainerConfig" title="hezar.configs.TrainerConfig"><span class="pre">TrainerConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">train_dataset</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.data.datasets.dataset.html#hezar.data.datasets.dataset.Dataset" title="hezar.data.datasets.dataset.Dataset"><span class="pre">Dataset</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">eval_dataset</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.data.datasets.dataset.html#hezar.data.datasets.dataset.Dataset" title="hezar.data.datasets.dataset.Dataset"><span class="pre">Dataset</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data_collator</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">preprocessor</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.preprocessors.preprocessor.html#hezar.preprocessors.preprocessor.Preprocessor" title="hezar.preprocessors.preprocessor.Preprocessor"><span class="pre">Preprocessor</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.preprocessors.preprocessor.html#hezar.preprocessors.preprocessor.PreprocessorsContainer" title="hezar.preprocessors.preprocessor.PreprocessorsContainer"><span class="pre">PreprocessorsContainer</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metrics_handler</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.trainer.metrics_handlers.html#hezar.trainer.metrics_handlers.MetricsHandler" title="hezar.trainer.metrics_handlers.MetricsHandler"><span class="pre">MetricsHandler</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">optimizer</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">torch.optim.Optimizer</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lr_scheduler</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">accelerator</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Accelerator</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/trainer/trainer.html#Trainer"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.trainer.Trainer" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>Base trainer class for training all Hezar models and all tasks. Usually you can use this class as-is, but for special
+cases you can also override any of the core methods in your own custom Trainer.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>model</strong> ([<cite>Model</cite>] or <cite>torch.nn.Module</cite>) – The main model to train and evaluate</p></li>
+<li><p><strong>config</strong> (<a class="reference internal" href="hezar.configs.html#hezar.configs.TrainerConfig" title="hezar.configs.TrainerConfig"><em>TrainerConfig</em></a>) – Training configuration and parameters</p></li>
+<li><p><strong>train_dataset</strong> (<a class="reference internal" href="hezar.data.datasets.dataset.html#hezar.data.datasets.dataset.Dataset" title="hezar.data.datasets.dataset.Dataset"><em>Dataset</em></a>) – Train dataset</p></li>
+<li><p><strong>eval_dataset</strong> (<a class="reference internal" href="hezar.data.datasets.dataset.html#hezar.data.datasets.dataset.Dataset" title="hezar.data.datasets.dataset.Dataset"><em>Dataset</em></a>) – Evaluation dataset</p></li>
+<li><p><strong>data_collator</strong> – Collate function, usually included in the dataset object itself</p></li>
+<li><p><strong>preprocessor</strong> – Preprocessor object(s)</p></li>
+<li><p><strong>metrics_handler</strong> – Optional metrics handler</p></li>
+<li><p><strong>optimizer</strong> (<em>optim.Optimizer</em>) – Model optimizer</p></li>
+<li><p><strong>lr_scheduler</strong> – Optional learning-rate scheduler</p></li>
+<li><p><strong>accelerator</strong> (<em>Accelerator</em>) – Accelerator object for a customized distributed environment</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.trainer.trainer.Trainer.amp_context_manager">
+<span class="sig-name descname"><span class="pre">amp_context_manager</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/trainer/trainer.html#Trainer.amp_context_manager"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.trainer.Trainer.amp_context_manager" title="Link to this definition">#</a></dt>
+<dd><p>An auto context manager for mixed precision.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>A torch autocast context manager</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.trainer.trainer.Trainer.compute_loss">
+<span class="sig-name descname"><span class="pre">compute_loss</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_outputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference internal" href="../_modules/hezar/trainer/trainer.html#Trainer.compute_loss"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.trainer.Trainer.compute_loss" title="Link to this definition">#</a></dt>
+<dd><p>Compute loss from model outputs</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>model_outputs</strong> – Logits from model outputs</p></li>
+<li><p><strong>labels</strong> – Ground truth labels</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>The loss tensor</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.trainer.trainer.Trainer.dataset_config_file">
+<span class="sig-name descname"><span class="pre">dataset_config_file</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'dataset_config.yaml'</span></em><a class="headerlink" href="#hezar.trainer.trainer.Trainer.dataset_config_file" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.trainer.trainer.Trainer.default_lr_scheduler">
+<span class="sig-name descname"><span class="pre">default_lr_scheduler</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'reduce_lr_on_plateau'</span></em><a class="headerlink" href="#hezar.trainer.trainer.Trainer.default_lr_scheduler" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.trainer.trainer.Trainer.default_optimizer">
+<span class="sig-name descname"><span class="pre">default_optimizer</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'adam'</span></em><a class="headerlink" href="#hezar.trainer.trainer.Trainer.default_optimizer" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.trainer.trainer.Trainer.default_trainer_state_file">
+<span class="sig-name descname"><span class="pre">default_trainer_state_file</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'trainer_state.yaml'</span></em><a class="headerlink" href="#hezar.trainer.trainer.Trainer.default_trainer_state_file" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.trainer.trainer.Trainer.evaluate">
+<span class="sig-name descname"><span class="pre">evaluate</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/trainer/trainer.html#Trainer.evaluate"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.trainer.Trainer.evaluate" title="Link to this definition">#</a></dt>
+<dd><p>Evaluates the model on the whole eval dataset and verbose live metric values in the progress bar</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Evaluation results</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.trainer.trainer.Trainer.evaluation_step">
+<span class="sig-name descname"><span class="pre">evaluation_step</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_batch</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="../_modules/hezar/trainer/trainer.html#Trainer.evaluation_step"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.trainer.Trainer.evaluation_step" title="Link to this definition">#</a></dt>
+<dd><p>Evaluate one batch of data and return loss and model outputs</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>input_batch</strong> – A batch of inputs to evaluate</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Evaluation step outputs including loss, logits, etc.</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.trainer.trainer.Trainer.forward">
+<span class="sig-name descname"><span class="pre">forward</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_batch</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/trainer/trainer.html#Trainer.forward"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.trainer.Trainer.forward" title="Link to this definition">#</a></dt>
+<dd><p>Perform model forward on the input batch</p>
+<p>In special cases, one can override this method in their desired trainer.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>input_batch</strong> – Input batch</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Model outputs</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.trainer.trainer.Trainer.inner_training_loop">
+<span class="sig-name descname"><span class="pre">inner_training_loop</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">epoch_num</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/trainer/trainer.html#Trainer.inner_training_loop"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.trainer.Trainer.inner_training_loop" title="Link to this definition">#</a></dt>
+<dd><p>Train the model for one epoch on the whole train dataset and verbose live metric values in the progress bar</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>epoch_num</strong> – Number of the current epoch</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Metrics averages through the full iteration</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.trainer.trainer.Trainer.load_csv_logs">
+<span class="sig-name descname"><span class="pre">load_csv_logs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">logs_dir</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/trainer/trainer.html#Trainer.load_csv_logs"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.trainer.Trainer.load_csv_logs" title="Link to this definition">#</a></dt>
+<dd><p>Load the CSV log file
+:param logs_dir: Path to logs directory, defaults to self.config.logs_dir</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Logs dictionary</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.trainer.trainer.Trainer.load_from_checkpoint">
+<span class="sig-name descname"><span class="pre">load_from_checkpoint</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">checkpoint</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">load_best</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/trainer/trainer.html#Trainer.load_from_checkpoint"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.trainer.Trainer.load_from_checkpoint" title="Link to this definition">#</a></dt>
+<dd><p>Load trainer states like model weights, optimizer, etc. from a checkpoint</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>checkpoint</strong> – Path to checkpoint directory</p></li>
+<li><p><strong>load_best</strong> – Whether to load the best checkpoint or not, if False, loads the latest checkpoint</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.trainer.trainer.Trainer.log">
+<span class="sig-name descname"><span class="pre">log</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">train_logs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">evaluation_logs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">step</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/trainer/trainer.html#Trainer.log"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.trainer.Trainer.log" title="Link to this definition">#</a></dt>
+<dd><p>Log metrics results</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.trainer.trainer.Trainer.prepare_input_batch">
+<span class="sig-name descname"><span class="pre">prepare_input_batch</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_batch</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="../_modules/hezar/trainer/trainer.html#Trainer.prepare_input_batch"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.trainer.Trainer.prepare_input_batch" title="Link to this definition">#</a></dt>
+<dd><p>Every operation required to prepare the inputs for model forward like moving to device, permutations, etc.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>input_batch</strong> – Raw input batch from the dataloader</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>The proper input batch required by model forward</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.trainer.trainer.Trainer.print_info">
+<span class="sig-name descname"><span class="pre">print_info</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/trainer/trainer.html#Trainer.print_info"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.trainer.Trainer.print_info" title="Link to this definition">#</a></dt>
+<dd><p>Print training info</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.trainer.trainer.Trainer.push_to_hub">
+<span class="sig-name descname"><span class="pre">push_to_hub</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">repo_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config_filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">push_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">push_logs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_config_filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">subfolder</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataset_config_filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">commit_message</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">private</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/trainer/trainer.html#Trainer.push_to_hub"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.trainer.Trainer.push_to_hub" title="Link to this definition">#</a></dt>
+<dd><p>Push everything to the Hub</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>repo_id</strong> – Path to hub</p></li>
+<li><p><strong>config_filename</strong> – Trainer config file name</p></li>
+<li><p><strong>push_model</strong> – Whether to push the model or not</p></li>
+<li><p><strong>push_logs</strong> – Whether to push training logs or not</p></li>
+<li><p><strong>model_filename</strong> – Model file name</p></li>
+<li><p><strong>model_config_filename</strong> – Model config file name</p></li>
+<li><p><strong>subfolder</strong> – Path to Trainer files</p></li>
+<li><p><strong>dataset_config_filename</strong> – Dataset config file name</p></li>
+<li><p><strong>commit_message</strong> – Commit message for the push</p></li>
+<li><p><strong>private</strong> – Whether to create a private repo if it doesn’t exist already</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.trainer.trainer.Trainer.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config_filename</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_filename</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_config_filename</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">subfolder</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataset_config_file</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/trainer/trainer.html#Trainer.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.trainer.Trainer.save" title="Link to this definition">#</a></dt>
+<dd><p>Save the trainer and relevant files to a path.</p>
+<p>Files to save are train config, model weights, model config, preprocessor files and preprocessor config.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>path</strong> – A directory to save everything</p></li>
+<li><p><strong>config_filename</strong> – Config filename</p></li>
+<li><p><strong>model_filename</strong> – Model file name</p></li>
+<li><p><strong>model_config_filename</strong> – Model config file name</p></li>
+<li><p><strong>subfolder</strong> – Optional sub-folder</p></li>
+<li><p><strong>dataset_config_file</strong> – Dataset config filename</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.trainer.trainer.Trainer.train">
+<span class="sig-name descname"><span class="pre">train</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">resume_from_checkpoint</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/trainer/trainer.html#Trainer.train"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.trainer.Trainer.train" title="Link to this definition">#</a></dt>
+<dd><p>The full training process like training, evaluation, logging and saving model checkpoints.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>resume_from_checkpoint</strong> – Resume from checkpoint path (if value is a path) or automatically load from the</p></li>
+<li><p><strong>checkpoint</strong> (<em>latest</em>) – </p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.trainer.trainer.Trainer.trainer_config_file">
+<span class="sig-name descname"><span class="pre">trainer_config_file</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'train_config.yaml'</span></em><a class="headerlink" href="#hezar.trainer.trainer.Trainer.trainer_config_file" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.trainer.trainer.Trainer.trainer_csv_log_file">
+<span class="sig-name descname"><span class="pre">trainer_csv_log_file</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'training_logs.csv'</span></em><a class="headerlink" href="#hezar.trainer.trainer.Trainer.trainer_csv_log_file" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.trainer.trainer.Trainer.trainer_subfolder">
+<span class="sig-name descname"><span class="pre">trainer_subfolder</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'train'</span></em><a class="headerlink" href="#hezar.trainer.trainer.Trainer.trainer_subfolder" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.trainer.trainer.Trainer.training_step">
+<span class="sig-name descname"><span class="pre">training_step</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_batch</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="../_modules/hezar/trainer/trainer.html#Trainer.training_step"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.trainer.Trainer.training_step" title="Link to this definition">#</a></dt>
+<dd><p>Train one batch of data and return loss and model outputs</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>input_batch</strong> – A batch of inputs to train</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Train step outputs including loss, logits, etc.</p>
+</dd>
+</dl>
+</dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
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+                <div class="title">hezar.trainer.trainer_utils module</div>
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+              <svg class="furo-related-icon"><use href="#svg-arrow-right"></use></svg>
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+          <a class="prev-page" href="hezar.trainer.metrics_handlers.html">
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+            On this page
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+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.trainer.trainer module</a><ul>
+<li><a class="reference internal" href="#hezar.trainer.trainer.Trainer"><code class="docutils literal notranslate"><span class="pre">Trainer</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.trainer.trainer.Trainer.amp_context_manager"><code class="docutils literal notranslate"><span class="pre">Trainer.amp_context_manager()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.trainer.trainer.Trainer.compute_loss"><code class="docutils literal notranslate"><span class="pre">Trainer.compute_loss()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.trainer.trainer.Trainer.dataset_config_file"><code class="docutils literal notranslate"><span class="pre">Trainer.dataset_config_file</span></code></a></li>
+<li><a class="reference internal" href="#hezar.trainer.trainer.Trainer.default_lr_scheduler"><code class="docutils literal notranslate"><span class="pre">Trainer.default_lr_scheduler</span></code></a></li>
+<li><a class="reference internal" href="#hezar.trainer.trainer.Trainer.default_optimizer"><code class="docutils literal notranslate"><span class="pre">Trainer.default_optimizer</span></code></a></li>
+<li><a class="reference internal" href="#hezar.trainer.trainer.Trainer.default_trainer_state_file"><code class="docutils literal notranslate"><span class="pre">Trainer.default_trainer_state_file</span></code></a></li>
+<li><a class="reference internal" href="#hezar.trainer.trainer.Trainer.evaluate"><code class="docutils literal notranslate"><span class="pre">Trainer.evaluate()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.trainer.trainer.Trainer.evaluation_step"><code class="docutils literal notranslate"><span class="pre">Trainer.evaluation_step()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.trainer.trainer.Trainer.forward"><code class="docutils literal notranslate"><span class="pre">Trainer.forward()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.trainer.trainer.Trainer.inner_training_loop"><code class="docutils literal notranslate"><span class="pre">Trainer.inner_training_loop()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.trainer.trainer.Trainer.load_csv_logs"><code class="docutils literal notranslate"><span class="pre">Trainer.load_csv_logs()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.trainer.trainer.Trainer.load_from_checkpoint"><code class="docutils literal notranslate"><span class="pre">Trainer.load_from_checkpoint()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.trainer.trainer.Trainer.log"><code class="docutils literal notranslate"><span class="pre">Trainer.log()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.trainer.trainer.Trainer.prepare_input_batch"><code class="docutils literal notranslate"><span class="pre">Trainer.prepare_input_batch()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.trainer.trainer.Trainer.print_info"><code class="docutils literal notranslate"><span class="pre">Trainer.print_info()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.trainer.trainer.Trainer.push_to_hub"><code class="docutils literal notranslate"><span class="pre">Trainer.push_to_hub()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.trainer.trainer.Trainer.save"><code class="docutils literal notranslate"><span class="pre">Trainer.save()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.trainer.trainer.Trainer.train"><code class="docutils literal notranslate"><span class="pre">Trainer.train()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.trainer.trainer.Trainer.trainer_config_file"><code class="docutils literal notranslate"><span class="pre">Trainer.trainer_config_file</span></code></a></li>
+<li><a class="reference internal" href="#hezar.trainer.trainer.Trainer.trainer_csv_log_file"><code class="docutils literal notranslate"><span class="pre">Trainer.trainer_csv_log_file</span></code></a></li>
+<li><a class="reference internal" href="#hezar.trainer.trainer.Trainer.trainer_subfolder"><code class="docutils literal notranslate"><span class="pre">Trainer.trainer_subfolder</span></code></a></li>
+<li><a class="reference internal" href="#hezar.trainer.trainer.Trainer.training_step"><code class="docutils literal notranslate"><span class="pre">Trainer.training_step()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
+          </div>
+        </div>
+      </div>
+      
+      
+    </aside>
+  </div>
+</div><script src="../_static/documentation_options.js?v=5929fcd5"></script>
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diff --git a/source/hezar.trainer.trainer_utils.html b/source/hezar.trainer.trainer_utils.html
new file mode 100644
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+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 current has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4 current current-page"><a class="current reference internal" href="#">hezar.trainer.trainer_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.builders.html">hezar.builders module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html">hezar.configs module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html">hezar.constants module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.registry.html">hezar.registry module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../contributing.html">Contributing to Hezar</a></li>
+</ul>
+
+</div>
+</div>
+
+      </div>
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+          </label>
+        </div>
+        <article role="main">
+          <section id="module-hezar.trainer.trainer_utils">
+<span id="hezar-trainer-trainer-utils-module"></span><h1>hezar.trainer.trainer_utils module<a class="headerlink" href="#module-hezar.trainer.trainer_utils" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.trainer.trainer_utils.AverageMeter">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.trainer.trainer_utils.</span></span><span class="sig-name descname"><span class="pre">AverageMeter</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fmt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">':f'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/trainer/trainer_utils.html#AverageMeter"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.trainer_utils.AverageMeter" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>Compute and store the average and current value</p>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.trainer.trainer_utils.AverageMeter.reset">
+<span class="sig-name descname"><span class="pre">reset</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/trainer/trainer_utils.html#AverageMeter.reset"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.trainer_utils.AverageMeter.reset" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.trainer.trainer_utils.AverageMeter.update">
+<span class="sig-name descname"><span class="pre">update</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">val</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/trainer/trainer_utils.html#AverageMeter.update"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.trainer_utils.AverageMeter.update" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.trainer.trainer_utils.CSVLogger">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.trainer.trainer_utils.</span></span><span class="sig-name descname"><span class="pre">CSVLogger</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">logs_dir</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">csv_filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/trainer/trainer_utils.html#CSVLogger"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.trainer_utils.CSVLogger" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.trainer.trainer_utils.CSVLogger.write">
+<span class="sig-name descname"><span class="pre">write</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">logs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">step</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/trainer/trainer_utils.html#CSVLogger.write"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.trainer_utils.CSVLogger.write" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.trainer.trainer_utils.MetricsTracker">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.trainer.trainer_utils.</span></span><span class="sig-name descname"><span class="pre">MetricsTracker</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">metrics</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/trainer/trainer_utils.html#MetricsTracker"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.trainer_utils.MetricsTracker" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.trainer.trainer_utils.MetricsTracker.avg">
+<span class="sig-name descname"><span class="pre">avg</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/trainer/trainer_utils.html#MetricsTracker.avg"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.trainer_utils.MetricsTracker.avg" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.trainer.trainer_utils.MetricsTracker.reset">
+<span class="sig-name descname"><span class="pre">reset</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/trainer/trainer_utils.html#MetricsTracker.reset"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.trainer_utils.MetricsTracker.reset" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.trainer.trainer_utils.MetricsTracker.update">
+<span class="sig-name descname"><span class="pre">update</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">results</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/trainer/trainer_utils.html#MetricsTracker.update"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.trainer_utils.MetricsTracker.update" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.trainer.trainer_utils.TrainerState">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.trainer.trainer_utils.</span></span><span class="sig-name descname"><span class="pre">TrainerState</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">epoch</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">total_epochs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">global_step</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metric_for_best_checkpoint</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">best_metric_value</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">best_checkpoint</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/trainer/trainer_utils.html#TrainerState"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.trainer_utils.TrainerState" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>A Trainer state is a container for holding specific updating values in the training process and is saved when
+checkpointing.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>epoch</strong> – Current epoch number</p></li>
+<li><p><strong>total_epochs</strong> – Total epochs to train the model</p></li>
+<li><p><strong>global_step</strong> – Number of the update steps so far, one step is a full training step (one batch)</p></li>
+<li><p><strong>metric_for_best_checkpoint</strong> – The metric key for choosing the best checkpoint (Also given in the TrainerConfig)</p></li>
+<li><p><strong>best_metric_value</strong> – The value of the best checkpoint saved so far</p></li>
+<li><p><strong>best_checkpoint</strong> – Path to the best model checkpoint so far</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.trainer.trainer_utils.TrainerState.best_checkpoint">
+<span class="sig-name descname"><span class="pre">best_checkpoint</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.trainer.trainer_utils.TrainerState.best_checkpoint" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.trainer.trainer_utils.TrainerState.best_metric_value">
+<span class="sig-name descname"><span class="pre">best_metric_value</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.trainer.trainer_utils.TrainerState.best_metric_value" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.trainer.trainer_utils.TrainerState.epoch">
+<span class="sig-name descname"><span class="pre">epoch</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1</span></em><a class="headerlink" href="#hezar.trainer.trainer_utils.TrainerState.epoch" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.trainer.trainer_utils.TrainerState.global_step">
+<span class="sig-name descname"><span class="pre">global_step</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#hezar.trainer.trainer_utils.TrainerState.global_step" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.trainer.trainer_utils.TrainerState.load">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">load</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">path</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/trainer/trainer_utils.html#TrainerState.load"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.trainer_utils.TrainerState.load" title="Link to this definition">#</a></dt>
+<dd><p>Load a trainer state from <cite>path</cite></p>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.trainer.trainer_utils.TrainerState.metric_for_best_checkpoint">
+<span class="sig-name descname"><span class="pre">metric_for_best_checkpoint</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.trainer.trainer_utils.TrainerState.metric_for_best_checkpoint" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.trainer.trainer_utils.TrainerState.save">
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">path</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">drop_none</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/trainer/trainer_utils.html#TrainerState.save"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.trainer_utils.TrainerState.save" title="Link to this definition">#</a></dt>
+<dd><p>Save the state to a .yaml file at <cite>path</cite></p>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="hezar.trainer.trainer_utils.TrainerState.total_epochs">
+<span class="sig-name descname"><span class="pre">total_epochs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#hezar.trainer.trainer_utils.TrainerState.total_epochs" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.trainer.trainer_utils.TrainerState.update">
+<span class="sig-name descname"><span class="pre">update</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">items</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/trainer/trainer_utils.html#TrainerState.update"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.trainer_utils.TrainerState.update" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.trainer.trainer_utils.TrainerState.update_best_results">
+<span class="sig-name descname"><span class="pre">update_best_results</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">metric_value</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">objective</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">step</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/trainer/trainer_utils.html#TrainerState.update_best_results"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.trainer_utils.TrainerState.update_best_results" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.trainer.trainer_utils.resolve_logdir">
+<span class="sig-prename descclassname"><span class="pre">hezar.trainer.trainer_utils.</span></span><span class="sig-name descname"><span class="pre">resolve_logdir</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">log_dir</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="reference internal" href="../_modules/hezar/trainer/trainer_utils.html#resolve_logdir"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.trainer_utils.resolve_logdir" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.trainer.trainer_utils.write_to_tensorboard">
+<span class="sig-prename descclassname"><span class="pre">hezar.trainer.trainer_utils.</span></span><span class="sig-name descname"><span class="pre">write_to_tensorboard</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">writer</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">SummaryWriter</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">logs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">step</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/trainer/trainer_utils.html#write_to_tensorboard"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.trainer.trainer_utils.write_to_tensorboard" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          <a class="next-page" href="hezar.utils.html">
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+                <div class="title">hezar.utils package</div>
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+            On this page
+          </span>
+        </div>
+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.trainer.trainer_utils module</a><ul>
+<li><a class="reference internal" href="#hezar.trainer.trainer_utils.AverageMeter"><code class="docutils literal notranslate"><span class="pre">AverageMeter</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.trainer.trainer_utils.AverageMeter.reset"><code class="docutils literal notranslate"><span class="pre">AverageMeter.reset()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.trainer.trainer_utils.AverageMeter.update"><code class="docutils literal notranslate"><span class="pre">AverageMeter.update()</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.trainer.trainer_utils.CSVLogger"><code class="docutils literal notranslate"><span class="pre">CSVLogger</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.trainer.trainer_utils.CSVLogger.write"><code class="docutils literal notranslate"><span class="pre">CSVLogger.write()</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.trainer.trainer_utils.MetricsTracker"><code class="docutils literal notranslate"><span class="pre">MetricsTracker</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.trainer.trainer_utils.MetricsTracker.avg"><code class="docutils literal notranslate"><span class="pre">MetricsTracker.avg()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.trainer.trainer_utils.MetricsTracker.reset"><code class="docutils literal notranslate"><span class="pre">MetricsTracker.reset()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.trainer.trainer_utils.MetricsTracker.update"><code class="docutils literal notranslate"><span class="pre">MetricsTracker.update()</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.trainer.trainer_utils.TrainerState"><code class="docutils literal notranslate"><span class="pre">TrainerState</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.trainer.trainer_utils.TrainerState.best_checkpoint"><code class="docutils literal notranslate"><span class="pre">TrainerState.best_checkpoint</span></code></a></li>
+<li><a class="reference internal" href="#hezar.trainer.trainer_utils.TrainerState.best_metric_value"><code class="docutils literal notranslate"><span class="pre">TrainerState.best_metric_value</span></code></a></li>
+<li><a class="reference internal" href="#hezar.trainer.trainer_utils.TrainerState.epoch"><code class="docutils literal notranslate"><span class="pre">TrainerState.epoch</span></code></a></li>
+<li><a class="reference internal" href="#hezar.trainer.trainer_utils.TrainerState.global_step"><code class="docutils literal notranslate"><span class="pre">TrainerState.global_step</span></code></a></li>
+<li><a class="reference internal" href="#hezar.trainer.trainer_utils.TrainerState.load"><code class="docutils literal notranslate"><span class="pre">TrainerState.load()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.trainer.trainer_utils.TrainerState.metric_for_best_checkpoint"><code class="docutils literal notranslate"><span class="pre">TrainerState.metric_for_best_checkpoint</span></code></a></li>
+<li><a class="reference internal" href="#hezar.trainer.trainer_utils.TrainerState.save"><code class="docutils literal notranslate"><span class="pre">TrainerState.save()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.trainer.trainer_utils.TrainerState.total_epochs"><code class="docutils literal notranslate"><span class="pre">TrainerState.total_epochs</span></code></a></li>
+<li><a class="reference internal" href="#hezar.trainer.trainer_utils.TrainerState.update"><code class="docutils literal notranslate"><span class="pre">TrainerState.update()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.trainer.trainer_utils.TrainerState.update_best_results"><code class="docutils literal notranslate"><span class="pre">TrainerState.update_best_results()</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#hezar.trainer.trainer_utils.resolve_logdir"><code class="docutils literal notranslate"><span class="pre">resolve_logdir()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.trainer.trainer_utils.write_to_tensorboard"><code class="docutils literal notranslate"><span class="pre">write_to_tensorboard()</span></code></a></li>
+</ul>
+</li>
+</ul>
+
+          </div>
+        </div>
+      </div>
+      
+      
+    </aside>
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\ No newline at end of file
diff --git a/source/hezar.utils.audio_utils.html b/source/hezar.utils.audio_utils.html
new file mode 100644
index 00000000..7809818d
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+<!doctype html>
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+
+    <link rel="shortcut icon" href="../_static/hezar_logo.svg"/><!-- Generated with Sphinx 7.2.6 and Furo 2023.09.10 -->
+        <title>hezar.utils.audio_utils module - Hezar Documentation</title>
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+  body {
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
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+          </label>
+        </div>
+        <article role="main">
+          <section id="module-hezar.utils.audio_utils">
+<span id="hezar-utils-audio-utils-module"></span><h1>hezar.utils.audio_utils module<a class="headerlink" href="#module-hezar.utils.audio_utils" title="Link to this heading">#</a></h1>
+<p>Common audio utils taken from <cite>transformers.audio_utils</cite></p>
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.audio_utils.amplitude_to_db">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.audio_utils.</span></span><span class="sig-name descname"><span class="pre">amplitude_to_db</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">spectrogram</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">reference</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_value</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1e-05</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">db_range</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference internal" href="../_modules/hezar/utils/audio_utils.html#amplitude_to_db"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.audio_utils.amplitude_to_db" title="Link to this definition">#</a></dt>
+<dd><p>Converts an amplitude spectrogram to the decibel scale. This computes <cite>20 * log10(spectrogram / reference)</cite>, using
+basic logarithm properties for numerical stability.</p>
+<p>The motivation behind applying the log function on the (mel) spectrogram is that humans do not hear loudness on a
+linear scale. Generally to double the perceived volume of a sound we need to put 8 times as much energy into it.
+This means that large variations in energy may not sound all that different if the sound is loud to begin with.
+This compression operation makes the (mel) spectrogram features match more closely what humans actually hear.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>spectrogram</strong> (<cite>np.ndarray</cite>) – The input amplitude (mel) spectrogram.</p></li>
+<li><p><strong>reference</strong> (<cite>float</cite>, <em>optional</em>, defaults to 1.0) – Sets the input spectrogram value that corresponds to 0 dB. For example, use <cite>np.max(spectrogram)</cite> to set
+the loudest part to 0 dB. Must be greater than zero.</p></li>
+<li><p><strong>min_value</strong> (<cite>float</cite>, <em>optional</em>, defaults to <cite>1e-5</cite>) – The spectrogram will be clipped to this minimum value before conversion to decibels, to avoid taking
+<cite>log(0)</cite>. The default of <cite>1e-5</cite> corresponds to a minimum of -100 dB. Must be greater than zero.</p></li>
+<li><p><strong>db_range</strong> (<cite>float</cite>, <em>optional</em>) – Sets the maximum dynamic range in decibels. For example, if <cite>db_range = 80</cite>, the difference between the
+peak value and the smallest value will never be more than 80 dB. Must be greater than zero.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>the spectrogram in decibels</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p><cite>np.ndarray</cite></p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.audio_utils.hertz_to_mel">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.audio_utils.</span></span><span class="sig-name descname"><span class="pre">hertz_to_mel</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">freq</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">np.ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mel_scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'htk'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">np.ndarray</span></span></span><a class="reference internal" href="../_modules/hezar/utils/audio_utils.html#hertz_to_mel"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.audio_utils.hertz_to_mel" title="Link to this definition">#</a></dt>
+<dd><p>Convert frequency from hertz to mels.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>freq</strong> (<cite>float</cite> or <cite>np.ndarray</cite>) – The frequency, or multiple frequencies, in hertz (Hz).</p></li>
+<li><p><strong>mel_scale</strong> (<cite>str</cite>, <em>optional</em>, defaults to <cite>“htk”</cite>) – The mel frequency scale to use, <cite>“htk”</cite> or <cite>“slaney”</cite>.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>The frequencies on the mel scale.</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p><cite>float</cite> or <cite>np.ndarray</cite></p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.audio_utils.load_audio_files">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.audio_utils.</span></span><span class="sig-name descname"><span class="pre">load_audio_files</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">paths</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sampling_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">16000</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/audio_utils.html#load_audio_files"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.audio_utils.load_audio_files" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.audio_utils.mel_filter_bank">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.audio_utils.</span></span><span class="sig-name descname"><span class="pre">mel_filter_bank</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">num_frequency_bins</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_mel_filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_frequency</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_frequency</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sampling_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">norm</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mel_scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'htk'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference internal" href="../_modules/hezar/utils/audio_utils.html#mel_filter_bank"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.audio_utils.mel_filter_bank" title="Link to this definition">#</a></dt>
+<dd><p>Creates a frequency bin conversion matrix used to obtain a mel spectrogram. This is called a <em>mel filter bank</em>, and
+various implementation exist, which differ in the number of filters, the shape of the filters, the way the filters
+are spaced, the bandwidth of the filters, and the manner in which the spectrum is warped. The goal of these
+features is to approximate the non-linear human perception of the variation in pitch with respect to the frequency.</p>
+<p>Different banks of mel filters were introduced in the literature. The following variations are supported:</p>
+<ul class="simple">
+<li><p>MFCC FB-20: introduced in 1980 by Davis and Mermelstein, it assumes a sampling frequency of 10 kHz and a speech
+bandwidth of <cite>[0, 4600]</cite> Hz.</p></li>
+<li><p>MFCC FB-24 HTK: from the Cambridge HMM Toolkit (HTK) (1995) uses a filter bank of 24 filters for a speech
+bandwidth of <cite>[0, 8000]</cite> Hz. This assumes sampling rate ≥ 16 kHz.</p></li>
+<li><p>MFCC FB-40: from the Auditory Toolbox for MATLAB written by Slaney in 1998, assumes a sampling rate of 16 kHz and
+speech bandwidth of <cite>[133, 6854]</cite> Hz. This version also includes area normalization.</p></li>
+<li><p>HFCC-E FB-29 (Human Factor Cepstral Coefficients) of Skowronski and Harris (2004), assumes a sampling rate of
+12.5 kHz and speech bandwidth of <cite>[0, 6250]</cite> Hz.</p></li>
+</ul>
+<p>This code is adapted from <em>torchaudio</em> and <em>librosa</em>. Note that the default parameters of torchaudio’s
+<cite>melscale_fbanks</cite> implement the <cite>“htk”</cite> filters while librosa uses the <cite>“slaney”</cite> implementation.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>num_frequency_bins</strong> (<cite>int</cite>) – Number of frequencies used to compute the spectrogram (should be the same as in <cite>stft</cite>).</p></li>
+<li><p><strong>num_mel_filters</strong> (<cite>int</cite>) – Number of mel filters to generate.</p></li>
+<li><p><strong>min_frequency</strong> (<cite>float</cite>) – Lowest frequency of interest in Hz.</p></li>
+<li><p><strong>max_frequency</strong> (<cite>float</cite>) – Highest frequency of interest in Hz. This should not exceed <cite>sampling_rate / 2</cite>.</p></li>
+<li><p><strong>sampling_rate</strong> (<cite>int</cite>) – Sample rate of the audio waveform.</p></li>
+<li><p><strong>norm</strong> (<cite>str</cite>, <em>optional</em>) – If <cite>“slaney”</cite>, divide the triangular mel weights by the width of the mel band (area normalization).</p></li>
+<li><p><strong>mel_scale</strong> (<cite>str</cite>, <em>optional</em>, defaults to <cite>“htk”</cite>) – The mel frequency scale to use, <cite>“htk”</cite> or <cite>“slaney”</cite>.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Triangular filter bank matrix. This is a
+projection matrix to go from a spectrogram to a mel spectrogram.</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p><cite>np.ndarray</cite> of shape (<cite>num_frequency_bins</cite>, <cite>num_mel_filters</cite>)</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.audio_utils.mel_to_hertz">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.audio_utils.</span></span><span class="sig-name descname"><span class="pre">mel_to_hertz</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">mels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">np.ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mel_scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'htk'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">np.ndarray</span></span></span><a class="reference internal" href="../_modules/hezar/utils/audio_utils.html#mel_to_hertz"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.audio_utils.mel_to_hertz" title="Link to this definition">#</a></dt>
+<dd><p>Convert frequency from mels to hertz.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>mels</strong> (<cite>float</cite> or <cite>np.ndarray</cite>) – The frequency, or multiple frequencies, in mels.</p></li>
+<li><p><strong>mel_scale</strong> (<cite>str</cite>, <em>optional</em>, <cite>“htk”</cite>) – The mel frequency scale to use, <cite>“htk”</cite> or <cite>“slaney”</cite>.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>The frequencies in hertz.</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p><cite>float</cite> or <cite>np.ndarray</cite></p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.audio_utils.power_to_db">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.audio_utils.</span></span><span class="sig-name descname"><span class="pre">power_to_db</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">spectrogram</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">reference</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_value</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1e-10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">db_range</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference internal" href="../_modules/hezar/utils/audio_utils.html#power_to_db"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.audio_utils.power_to_db" title="Link to this definition">#</a></dt>
+<dd><p>Converts a power spectrogram to the decibel scale. This computes <cite>10 * log10(spectrogram / reference)</cite>, using basic
+logarithm properties for numerical stability.</p>
+<p>The motivation behind applying the log function on the (mel) spectrogram is that humans do not hear loudness on a
+linear scale. Generally to double the perceived volume of a sound we need to put 8 times as much energy into it.
+This means that large variations in energy may not sound all that different if the sound is loud to begin with.
+This compression operation makes the (mel) spectrogram features match more closely what humans actually hear.</p>
+<p>Based on the implementation of <cite>librosa.power_to_db</cite>.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>spectrogram</strong> (<cite>np.ndarray</cite>) – The input power (mel) spectrogram. Note that a power spectrogram has the amplitudes squared!</p></li>
+<li><p><strong>reference</strong> (<cite>float</cite>, <em>optional</em>, defaults to 1.0) – Sets the input spectrogram value that corresponds to 0 dB. For example, use <cite>np.max(spectrogram)</cite> to set
+the loudest part to 0 dB. Must be greater than zero.</p></li>
+<li><p><strong>min_value</strong> (<cite>float</cite>, <em>optional</em>, defaults to <cite>1e-10</cite>) – The spectrogram will be clipped to this minimum value before conversion to decibels, to avoid taking
+<cite>log(0)</cite>. The default of <cite>1e-10</cite> corresponds to a minimum of -100 dB. Must be greater than zero.</p></li>
+<li><p><strong>db_range</strong> (<cite>float</cite>, <em>optional</em>) – Sets the maximum dynamic range in decibels. For example, if <cite>db_range = 80</cite>, the difference between the
+peak value and the smallest value will never be more than 80 dB. Must be greater than zero.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>the spectrogram in decibels</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p><cite>np.ndarray</cite></p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.audio_utils.spectrogram">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.audio_utils.</span></span><span class="sig-name descname"><span class="pre">spectrogram</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">waveform:</span> <span class="pre">~numpy.ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">window:</span> <span class="pre">~numpy.ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_length:</span> <span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hop_length:</span> <span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fft_length:</span> <span class="pre">int</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">power:</span> <span class="pre">float</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">center:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_mode:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'reflect'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">onesided:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">preemphasis:</span> <span class="pre">float</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mel_filters:</span> <span class="pre">~numpy.ndarray</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mel_floor:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">1e-10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">log_mel:</span> <span class="pre">str</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">reference:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_value:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">1e-10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">db_range:</span> <span class="pre">float</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dtype:</span> <span class="pre">~numpy.dtype</span> <span class="pre">=</span> <span class="pre">&lt;class</span> <span class="pre">'numpy.float32'&gt;</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference internal" href="../_modules/hezar/utils/audio_utils.html#spectrogram"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.audio_utils.spectrogram" title="Link to this definition">#</a></dt>
+<dd><p>Calculates a spectrogram over one waveform using the Short-Time Fourier Transform.</p>
+<p>This function can create the following kinds of spectrograms:</p>
+<blockquote>
+<div><ul class="simple">
+<li><p>amplitude spectrogram (<cite>power = 1.0</cite>)</p></li>
+<li><p>power spectrogram (<cite>power = 2.0</cite>)</p></li>
+<li><p>complex-valued spectrogram (<cite>power = None</cite>)</p></li>
+<li><p>log spectrogram (use <cite>log_mel</cite> argument)</p></li>
+<li><p>mel spectrogram (provide <cite>mel_filters</cite>)</p></li>
+<li><p>log-mel spectrogram (provide <cite>mel_filters</cite> and <cite>log_mel</cite>)</p></li>
+</ul>
+</div></blockquote>
+<p>How this works:</p>
+<blockquote>
+<div><ol class="arabic simple">
+<li><p>The input waveform is split into frames of size <cite>frame_length</cite> that are partially overlapping by <cite>frame_length
+- hop_length</cite> samples.</p></li>
+<li><p>Each frame is multiplied by the window and placed into a buffer of size <cite>fft_length</cite>.</p></li>
+<li><p>The DFT is taken of each windowed frame.</p></li>
+<li><p>The results are stacked into a spectrogram.</p></li>
+</ol>
+</div></blockquote>
+<p>We make a distinction between the following “blocks” of sample data, each of which may have a different lengths:</p>
+<blockquote>
+<div><ul class="simple">
+<li><p>The analysis frame. This is the size of the time slices that the input waveform is split into.</p></li>
+<li><p>The window. Each analysis frame is multiplied by the window to avoid spectral leakage.</p></li>
+<li><p>The FFT input buffer. The length of this determines how many frequency bins are in the spectrogram.</p></li>
+</ul>
+</div></blockquote>
+<p>In this implementation, the window is assumed to be zero-padded to have the same size as the analysis frame. A
+padded window can be obtained from <cite>window_function()</cite>. The FFT input buffer may be larger than the analysis frame,
+typically the next power of two.</p>
+<p>Note: This function is not optimized for speed yet. It should be mostly compatible with <cite>librosa.stft</cite> and
+<cite>torchaudio.functional.transforms.Spectrogram</cite>, although it is more flexible due to the different ways spectrograms
+can be constructed.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>waveform</strong> (<cite>np.ndarray</cite> of shape <cite>(length,)</cite>) – The input waveform. This must be a single real-valued, mono waveform.</p></li>
+<li><p><strong>window</strong> (<cite>np.ndarray</cite> of shape <cite>(frame_length,)</cite>) – The windowing function to apply, including zero-padding if necessary. The actual window length may be
+shorter than <cite>frame_length</cite>, but we’re assuming the array has already been zero-padded.</p></li>
+<li><p><strong>frame_length</strong> (<cite>int</cite>) – The length of the analysis frames in samples. With librosa this is always equal to <cite>fft_length</cite> but we also
+allow smaller sizes.</p></li>
+<li><p><strong>hop_length</strong> (<cite>int</cite>) – The stride between successive analysis frames in samples.</p></li>
+<li><p><strong>fft_length</strong> (<cite>int</cite>, <em>optional</em>) – The size of the FFT buffer in samples. This determines how many frequency bins the spectrogram will have.
+For optimal speed, this should be a power of two. If <cite>None</cite>, uses <cite>frame_length</cite>.</p></li>
+<li><p><strong>power</strong> (<cite>float</cite>, <em>optional</em>, defaults to 1.0) – If 1.0, returns the amplitude spectrogram. If 2.0, returns the power spectrogram. If <cite>None</cite>, returns
+complex numbers.</p></li>
+<li><p><strong>center</strong> (<cite>bool</cite>, <em>optional</em>, defaults to <cite>True</cite>) – Whether to pad the waveform so that frame <cite>t</cite> is centered around time <cite>t * hop_length</cite>. If <cite>False</cite>, frame
+<cite>t</cite> will start at time <cite>t * hop_length</cite>.</p></li>
+<li><p><strong>pad_mode</strong> (<cite>str</cite>, <em>optional</em>, defaults to <cite>“reflect”</cite>) – Padding mode used when <cite>center</cite> is <cite>True</cite>. Possible values are: <cite>“constant”</cite> (pad with zeros), <cite>“edge”</cite>
+(pad with edge values), <cite>“reflect”</cite> (pads with mirrored values).</p></li>
+<li><p><strong>onesided</strong> (<cite>bool</cite>, <em>optional</em>, defaults to <cite>True</cite>) – If True, only computes the positive frequencies and returns a spectrogram containing <cite>fft_length // 2 + 1</cite>
+frequency bins. If False, also computes the negative frequencies and returns <cite>fft_length</cite> frequency bins.</p></li>
+<li><p><strong>preemphasis</strong> (<cite>float</cite>, <em>optional</em>) – Coefficient for a low-pass filter that applies pre-emphasis before the DFT.</p></li>
+<li><p><strong>mel_filters</strong> (<cite>np.ndarray</cite> of shape <cite>(num_freq_bins, num_mel_filters)</cite>, <em>optional</em>) – The mel filter bank. If supplied, applies a this filter bank to create a mel spectrogram.</p></li>
+<li><p><strong>mel_floor</strong> (<cite>float</cite>, <em>optional</em>, defaults to 1e-10) – Minimum value of mel frequency banks.</p></li>
+<li><p><strong>log_mel</strong> (<cite>str</cite>, <em>optional</em>) – How to convert the spectrogram to log scale. Possible options are: <cite>None</cite> (don’t convert), <cite>“log”</cite> (take
+the natural logarithm) <cite>“log10”</cite> (take the base-10 logarithm), <cite>“dB”</cite> (convert to decibels). Can only be
+used when <cite>power</cite> is not <cite>None</cite>.</p></li>
+<li><p><strong>reference</strong> (<cite>float</cite>, <em>optional</em>, defaults to 1.0) – Sets the input spectrogram value that corresponds to 0 dB. For example, use <cite>np.max(spectrogram)</cite> to set
+the loudest part to 0 dB. Must be greater than zero.</p></li>
+<li><p><strong>min_value</strong> (<cite>float</cite>, <em>optional</em>, defaults to <cite>1e-10</cite>) – The spectrogram will be clipped to this minimum value before conversion to decibels, to avoid taking
+<cite>log(0)</cite>. For a power spectrogram, the default of <cite>1e-10</cite> corresponds to a minimum of -100 dB. For an
+amplitude spectrogram, the value <cite>1e-5</cite> corresponds to -100 dB. Must be greater than zero.</p></li>
+<li><p><strong>db_range</strong> (<cite>float</cite>, <em>optional</em>) – Sets the maximum dynamic range in decibels. For example, if <cite>db_range = 80</cite>, the difference between the
+peak value and the smallest value will never be more than 80 dB. Must be greater than zero.</p></li>
+<li><p><strong>dtype</strong> (<cite>np.dtype</cite>, <em>optional</em>, defaults to <cite>np.float32</cite>) – Data type of the spectrogram tensor. If <cite>power</cite> is None, this argument is ignored and the dtype will be
+<cite>np.complex64</cite>.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p><cite>nd.array</cite> containing a spectrogram of shape <cite>(num_frequency_bins, length)</cite> for a regular spectrogram or shape
+<cite>(num_mel_filters, length)</cite> for a mel spectrogram.</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.audio_utils.window_function">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.audio_utils.</span></span><span class="sig-name descname"><span class="pre">window_function</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">window_length</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'hann'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">periodic</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_length</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">center</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference internal" href="../_modules/hezar/utils/audio_utils.html#window_function"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.audio_utils.window_function" title="Link to this definition">#</a></dt>
+<dd><p>Returns an array containing the specified window. This window is intended to be used with <cite>stft</cite>.</p>
+<p>The following window types are supported:</p>
+<blockquote>
+<div><ul class="simple">
+<li><p><cite>“boxcar”</cite>: a rectangular window</p></li>
+<li><p><cite>“hamming”</cite>: the Hamming window</p></li>
+<li><p><cite>“hann”</cite>: the Hann window</p></li>
+</ul>
+</div></blockquote>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>window_length</strong> (<cite>int</cite>) – The length of the window in samples.</p></li>
+<li><p><strong>name</strong> (<cite>str</cite>, <em>optional</em>, defaults to <cite>“hann”</cite>) – The name of the window function.</p></li>
+<li><p><strong>periodic</strong> (<cite>bool</cite>, <em>optional</em>, defaults to <cite>True</cite>) – Whether the window is periodic or symmetric.</p></li>
+<li><p><strong>frame_length</strong> (<cite>int</cite>, <em>optional</em>) – The length of the analysis frames in samples. Provide a value for <cite>frame_length</cite> if the window is smaller
+than the frame length, so that it will be zero-padded.</p></li>
+<li><p><strong>center</strong> (<cite>bool</cite>, <em>optional</em>, defaults to <cite>True</cite>) – Whether to center the window inside the FFT buffer. Only used when <cite>frame_length</cite> is provided.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p><cite>np.ndarray</cite> of shape <cite>(window_length,)</cite> or <cite>(frame_length,)</cite> containing the window.</p>
+</dd>
+</dl>
+</dd></dl>
+
+</section>
+
+        </article>
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+            <ul>
+<li><a class="reference internal" href="#">hezar.utils.audio_utils module</a><ul>
+<li><a class="reference internal" href="#hezar.utils.audio_utils.amplitude_to_db"><code class="docutils literal notranslate"><span class="pre">amplitude_to_db()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.audio_utils.hertz_to_mel"><code class="docutils literal notranslate"><span class="pre">hertz_to_mel()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.audio_utils.load_audio_files"><code class="docutils literal notranslate"><span class="pre">load_audio_files()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.audio_utils.mel_filter_bank"><code class="docutils literal notranslate"><span class="pre">mel_filter_bank()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.audio_utils.mel_to_hertz"><code class="docutils literal notranslate"><span class="pre">mel_to_hertz()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.audio_utils.power_to_db"><code class="docutils literal notranslate"><span class="pre">power_to_db()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.audio_utils.spectrogram"><code class="docutils literal notranslate"><span class="pre">spectrogram()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.audio_utils.window_function"><code class="docutils literal notranslate"><span class="pre">window_function()</span></code></a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
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+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
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+          <section id="module-hezar.utils.common_utils">
+<span id="hezar-utils-common-utils-module"></span><h1>hezar.utils.common_utils module<a class="headerlink" href="#module-hezar.utils.common_utils" title="Link to this heading">#</a></h1>
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.common_utils.colorize_text">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.common_utils.</span></span><span class="sig-name descname"><span class="pre">colorize_text</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">text</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">color</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.Color" title="hezar.constants.Color"><span class="pre">Color</span></a></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/common_utils.html#colorize_text"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.common_utils.colorize_text" title="Link to this definition">#</a></dt>
+<dd><p>Add colorization codes to the text. The output is the text with surrounding color codes and the colors are applied
+on the console/terminal output like when using <cite>print()</cite></p>
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.utils.common_utils.exec_timer">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.utils.common_utils.</span></span><span class="sig-name descname"><span class="pre">exec_timer</span></span><a class="reference internal" href="../_modules/hezar/utils/common_utils.html#exec_timer"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.common_utils.exec_timer" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>A context manager that captures the execution time of all the operations inside it</p>
+<p class="rubric">Examples</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="k">with</span> <span class="n">exec_timer</span><span class="p">()</span> <span class="k">as</span> <span class="n">timer</span><span class="p">:</span>
+<span class="gp">&gt;&gt;&gt; </span>    <span class="c1"># operations here</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="nb">print</span><span class="p">(</span><span class="n">timer</span><span class="o">.</span><span class="n">time</span><span class="p">)</span>
+</pre></div>
+</div>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.common_utils.is_text_valid">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.common_utils.</span></span><span class="sig-name descname"><span class="pre">is_text_valid</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">text</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">valid_characters</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/common_utils.html#is_text_valid"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.common_utils.is_text_valid" title="Link to this definition">#</a></dt>
+<dd><p>Given a list of valid characters, check if only those are included in the text</p>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.common_utils.is_url">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.common_utils.</span></span><span class="sig-name descname"><span class="pre">is_url</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">text</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/common_utils.html#is_url"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.common_utils.is_url" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.common_utils.permute_dict_list">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.common_utils.</span></span><span class="sig-name descname"><span class="pre">permute_dict_list</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dict_list</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="../_modules/hezar/utils/common_utils.html#permute_dict_list"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.common_utils.permute_dict_list" title="Link to this definition">#</a></dt>
+<dd><p>Convert a list of dictionaries to a dictionary of lists</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>dict_list</strong> – Input list of dicts</p>
+</dd>
+</dl>
+<p>Returns:</p>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.common_utils.reverse_string_digits">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.common_utils.</span></span><span class="sig-name descname"><span class="pre">reverse_string_digits</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">text</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/common_utils.html#reverse_string_digits"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.common_utils.reverse_string_digits" title="Link to this definition">#</a></dt>
+<dd><p>Reverse all digit segments in a given text</p>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.common_utils.sanitize_function_parameters">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.common_utils.</span></span><span class="sig-name descname"><span class="pre">sanitize_function_parameters</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">func</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">params</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">Mapping</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/common_utils.html#sanitize_function_parameters"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.common_utils.sanitize_function_parameters" title="Link to this definition">#</a></dt>
+<dd><p>Given a dict of parameters or kwargs, you can figure out which ones must be passed to the <cite>func</cite> based on its
+signature.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>func</strong> – The function object</p></li>
+<li><p><strong>params</strong> – A dict of parameters with values</p></li>
+<li><p><strong>kwargs</strong> – Keyword arguments that are merged with <cite>params</cite></p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>The proper dict of parameters keys and values</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.common_utils.snake_case">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.common_utils.</span></span><span class="sig-name descname"><span class="pre">snake_case</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">s</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/common_utils.html#snake_case"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.common_utils.snake_case" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          <a class="next-page" href="hezar.utils.data_utils.html">
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+                <div class="title">hezar.utils.data_utils module</div>
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+          <a class="prev-page" href="hezar.utils.audio_utils.html">
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+      
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+      <div class="toc-sticky toc-scroll">
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+          <span class="toc-title">
+            On this page
+          </span>
+        </div>
+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.utils.common_utils module</a><ul>
+<li><a class="reference internal" href="#hezar.utils.common_utils.colorize_text"><code class="docutils literal notranslate"><span class="pre">colorize_text()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.common_utils.exec_timer"><code class="docutils literal notranslate"><span class="pre">exec_timer</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.common_utils.is_text_valid"><code class="docutils literal notranslate"><span class="pre">is_text_valid()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.common_utils.is_url"><code class="docutils literal notranslate"><span class="pre">is_url()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.common_utils.permute_dict_list"><code class="docutils literal notranslate"><span class="pre">permute_dict_list()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.common_utils.reverse_string_digits"><code class="docutils literal notranslate"><span class="pre">reverse_string_digits()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.common_utils.sanitize_function_parameters"><code class="docutils literal notranslate"><span class="pre">sanitize_function_parameters()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.common_utils.snake_case"><code class="docutils literal notranslate"><span class="pre">snake_case()</span></code></a></li>
+</ul>
+</li>
+</ul>
+
+          </div>
+        </div>
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+      
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
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+<li class="toctree-l4 current current-page"><a class="current reference internal" href="#">hezar.utils.data_utils module</a></li>
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+</ul>
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+          <section id="module-hezar.utils.data_utils">
+<span id="hezar-utils-data-utils-module"></span><h1>hezar.utils.data_utils module<a class="headerlink" href="#module-hezar.utils.data_utils" title="Link to this heading">#</a></h1>
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.data_utils.convert_batch_dict_dtype">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.data_utils.</span></span><span class="sig-name descname"><span class="pre">convert_batch_dict_dtype</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">batch_dict</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dtype</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skip_keys</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">list</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/data_utils.html#convert_batch_dict_dtype"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.data_utils.convert_batch_dict_dtype" title="Link to this definition">#</a></dt>
+<dd><p>Convert data dtypes of the values in a batch dict</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>batch_dict</strong> – The batched dictionary. Each key in the dict has a batch of data as its value.</p></li>
+<li><p><strong>dtype</strong> – Target data type to convert to</p></li>
+<li><p><strong>skip_keys</strong> – A list of key names to skip conversion</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>The same dict with cast values</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.data_utils.flatten_dict">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.data_utils.</span></span><span class="sig-name descname"><span class="pre">flatten_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dict_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">DictConfig</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DictConfig</span></span></span><a class="reference internal" href="../_modules/hezar/utils/data_utils.html#flatten_dict"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.data_utils.flatten_dict" title="Link to this definition">#</a></dt>
+<dd><p>Flatten a nested Dict/DictConfig object</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>dict_config</strong> – A Dict/DictConfig object</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>The flattened version of the dict-like object</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.data_utils.get_non_numeric_keys">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.data_utils.</span></span><span class="sig-name descname"><span class="pre">get_non_numeric_keys</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">d</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batched</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/data_utils.html#get_non_numeric_keys"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.data_utils.get_non_numeric_keys" title="Link to this definition">#</a></dt>
+<dd><p>Get keys that have string values in a dictionary</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>d</strong> – The dict</p></li>
+<li><p><strong>batched</strong> – Are the input dict values batched or not</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A list of string-valued keys</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.data_utils.pad_batch_items">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.data_utils.</span></span><span class="sig-name descname"><span class="pre">pad_batch_items</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">float</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">padding_type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.PaddingType" title="hezar.constants.PaddingType"><span class="pre">PaddingType</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">padding_side</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'right'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'left'</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'right'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_length</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">truncation</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/data_utils.html#pad_batch_items"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.data_utils.pad_batch_items" title="Link to this definition">#</a></dt>
+<dd><p>Given a nested container of unequal sized iterables e.g, batch of token ids, pad them based on padding strategy
+:param inputs: A nested iterable of unequal sized iterables (e.g, list of lists)
+:param padding_type: Padding strategy, either max_length or longest
+:param padding_side: Where to add padding ids, <cite>left</cite> or <cite>right</cite>, defaults to <cite>right</cite>
+:param pad_id: Pad token id, defaults to <cite>0</cite>
+:param max_length: Max input length after padding, only applicable when padding_strategy == “max_length”
+:param truncation: Whether to truncate if an input in the batch is longer than max_length</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p>A list of equal sized lists</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.data_utils.resolve_inputs_length_for_padding">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.data_utils.</span></span><span class="sig-name descname"><span class="pre">resolve_inputs_length_for_padding</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">padding_type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.PaddingType" title="hezar.constants.PaddingType"><span class="pre">PaddingType</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_length</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">truncation</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/data_utils.html#resolve_inputs_length_for_padding"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.data_utils.resolve_inputs_length_for_padding" title="Link to this definition">#</a></dt>
+<dd><p>Resolve final inputs length based on padding_strategy and max_length values</p>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.data_utils.shift_tokens_right">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.data_utils.</span></span><span class="sig-name descname"><span class="pre">shift_tokens_right</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_ids</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">torch.Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_token_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder_start_token_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/data_utils.html#shift_tokens_right"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.data_utils.shift_tokens_right" title="Link to this definition">#</a></dt>
+<dd><p>Shift input ids one token to the right.</p>
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
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+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.utils.data_utils module</a><ul>
+<li><a class="reference internal" href="#hezar.utils.data_utils.convert_batch_dict_dtype"><code class="docutils literal notranslate"><span class="pre">convert_batch_dict_dtype()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.data_utils.flatten_dict"><code class="docutils literal notranslate"><span class="pre">flatten_dict()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.data_utils.get_non_numeric_keys"><code class="docutils literal notranslate"><span class="pre">get_non_numeric_keys()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.data_utils.pad_batch_items"><code class="docutils literal notranslate"><span class="pre">pad_batch_items()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.data_utils.resolve_inputs_length_for_padding"><code class="docutils literal notranslate"><span class="pre">resolve_inputs_length_for_padding()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.data_utils.shift_tokens_right"><code class="docutils literal notranslate"><span class="pre">shift_tokens_right()</span></code></a></li>
+</ul>
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+</ul>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
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+<li class="toctree-l4 current current-page"><a class="current reference internal" href="#">hezar.utils.file_utils module</a></li>
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+          <section id="module-hezar.utils.file_utils">
+<span id="hezar-utils-file-utils-module"></span><h1>hezar.utils.file_utils module<a class="headerlink" href="#module-hezar.utils.file_utils" title="Link to this heading">#</a></h1>
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.file_utils.gunzip">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.file_utils.</span></span><span class="sig-name descname"><span class="pre">gunzip</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">src_path</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dest_path</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/file_utils.html#gunzip"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.file_utils.gunzip" title="Link to this definition">#</a></dt>
+<dd><p>Unzip a .gz file from <cite>src_path</cite> and extract to <cite>dest_path</cite>
+:param src_path: Path to .gz file
+:param dest_path: Path to the destination file</p>
+<p>Returns:</p>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.file_utils.load_json_config">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.file_utils.</span></span><span class="sig-name descname"><span class="pre">load_json_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">os.PathLike</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/file_utils.html#load_json_config"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.file_utils.load_json_config" title="Link to this definition">#</a></dt>
+<dd><p>Load json config file</p>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.file_utils.load_yaml_config">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.file_utils.</span></span><span class="sig-name descname"><span class="pre">load_yaml_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">os.PathLike</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/file_utils.html#load_yaml_config"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.file_utils.load_yaml_config" title="Link to this definition">#</a></dt>
+<dd><p>Load yaml file using omegaconf</p>
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
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+            <ul>
+<li><a class="reference internal" href="#">hezar.utils.file_utils module</a><ul>
+<li><a class="reference internal" href="#hezar.utils.file_utils.gunzip"><code class="docutils literal notranslate"><span class="pre">gunzip()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.file_utils.load_json_config"><code class="docutils literal notranslate"><span class="pre">load_json_config()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.file_utils.load_yaml_config"><code class="docutils literal notranslate"><span class="pre">load_yaml_config()</span></code></a></li>
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diff --git a/source/hezar.utils.html b/source/hezar.utils.html
new file mode 100644
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--- /dev/null
+++ b/source/hezar.utils.html
@@ -0,0 +1,636 @@
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 current has-children current-page"><a class="current reference internal" href="#">hezar.utils package</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.builders.html">hezar.builders module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html">hezar.configs module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html">hezar.constants module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.registry.html">hezar.registry module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../contributing.html">Contributing to Hezar</a></li>
+</ul>
+
+</div>
+</div>
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+      </div>
+      
+    </div>
+  </aside>
+  <div class="main">
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+            <i class="icon"><svg><use href="#svg-toc"></use></svg></i>
+          </label>
+        </div>
+        <article role="main">
+          <section id="hezar-utils-package">
+<h1>hezar.utils package<a class="headerlink" href="#hezar-utils-package" title="Link to this heading">#</a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">#</a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.audio_utils.html#hezar.utils.audio_utils.amplitude_to_db"><code class="docutils literal notranslate"><span class="pre">amplitude_to_db()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.audio_utils.html#hezar.utils.audio_utils.hertz_to_mel"><code class="docutils literal notranslate"><span class="pre">hertz_to_mel()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.audio_utils.html#hezar.utils.audio_utils.load_audio_files"><code class="docutils literal notranslate"><span class="pre">load_audio_files()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.audio_utils.html#hezar.utils.audio_utils.mel_filter_bank"><code class="docutils literal notranslate"><span class="pre">mel_filter_bank()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.audio_utils.html#hezar.utils.audio_utils.mel_to_hertz"><code class="docutils literal notranslate"><span class="pre">mel_to_hertz()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.audio_utils.html#hezar.utils.audio_utils.power_to_db"><code class="docutils literal notranslate"><span class="pre">power_to_db()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.audio_utils.html#hezar.utils.audio_utils.spectrogram"><code class="docutils literal notranslate"><span class="pre">spectrogram()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.audio_utils.html#hezar.utils.audio_utils.window_function"><code class="docutils literal notranslate"><span class="pre">window_function()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.utils.common_utils.html">hezar.utils.common_utils module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.common_utils.html#hezar.utils.common_utils.colorize_text"><code class="docutils literal notranslate"><span class="pre">colorize_text()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.common_utils.html#hezar.utils.common_utils.exec_timer"><code class="docutils literal notranslate"><span class="pre">exec_timer</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.common_utils.html#hezar.utils.common_utils.is_text_valid"><code class="docutils literal notranslate"><span class="pre">is_text_valid()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.common_utils.html#hezar.utils.common_utils.is_url"><code class="docutils literal notranslate"><span class="pre">is_url()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.common_utils.html#hezar.utils.common_utils.permute_dict_list"><code class="docutils literal notranslate"><span class="pre">permute_dict_list()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.common_utils.html#hezar.utils.common_utils.reverse_string_digits"><code class="docutils literal notranslate"><span class="pre">reverse_string_digits()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.common_utils.html#hezar.utils.common_utils.sanitize_function_parameters"><code class="docutils literal notranslate"><span class="pre">sanitize_function_parameters()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.common_utils.html#hezar.utils.common_utils.snake_case"><code class="docutils literal notranslate"><span class="pre">snake_case()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.utils.data_utils.html">hezar.utils.data_utils module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.data_utils.html#hezar.utils.data_utils.convert_batch_dict_dtype"><code class="docutils literal notranslate"><span class="pre">convert_batch_dict_dtype()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.data_utils.html#hezar.utils.data_utils.flatten_dict"><code class="docutils literal notranslate"><span class="pre">flatten_dict()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.data_utils.html#hezar.utils.data_utils.get_non_numeric_keys"><code class="docutils literal notranslate"><span class="pre">get_non_numeric_keys()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.data_utils.html#hezar.utils.data_utils.pad_batch_items"><code class="docutils literal notranslate"><span class="pre">pad_batch_items()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.data_utils.html#hezar.utils.data_utils.resolve_inputs_length_for_padding"><code class="docutils literal notranslate"><span class="pre">resolve_inputs_length_for_padding()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.data_utils.html#hezar.utils.data_utils.shift_tokens_right"><code class="docutils literal notranslate"><span class="pre">shift_tokens_right()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.utils.file_utils.html">hezar.utils.file_utils module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.file_utils.html#hezar.utils.file_utils.gunzip"><code class="docutils literal notranslate"><span class="pre">gunzip()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.file_utils.html#hezar.utils.file_utils.load_json_config"><code class="docutils literal notranslate"><span class="pre">load_json_config()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.file_utils.html#hezar.utils.file_utils.load_yaml_config"><code class="docutils literal notranslate"><span class="pre">load_yaml_config()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.hub_utils.html#hezar.utils.hub_utils.clone_repo"><code class="docutils literal notranslate"><span class="pre">clone_repo()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.hub_utils.html#hezar.utils.hub_utils.exists_in_cache"><code class="docutils literal notranslate"><span class="pre">exists_in_cache()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.hub_utils.html#hezar.utils.hub_utils.exists_on_hub"><code class="docutils literal notranslate"><span class="pre">exists_on_hub()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.hub_utils.html#hezar.utils.hub_utils.get_local_cache_path"><code class="docutils literal notranslate"><span class="pre">get_local_cache_path()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.hub_utils.html#hezar.utils.hub_utils.get_state_dict_from_hub"><code class="docutils literal notranslate"><span class="pre">get_state_dict_from_hub()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.hub_utils.html#hezar.utils.hub_utils.list_repo_files"><code class="docutils literal notranslate"><span class="pre">list_repo_files()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.hub_utils.html#hezar.utils.hub_utils.resolve_pretrained_path"><code class="docutils literal notranslate"><span class="pre">resolve_pretrained_path()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.utils.image_utils.html">hezar.utils.image_utils module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.image_utils.html#hezar.utils.image_utils.convert_image_type"><code class="docutils literal notranslate"><span class="pre">convert_image_type()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.image_utils.html#hezar.utils.image_utils.find_channels_axis_side"><code class="docutils literal notranslate"><span class="pre">find_channels_axis_side()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.image_utils.html#hezar.utils.image_utils.gray_scale_image"><code class="docutils literal notranslate"><span class="pre">gray_scale_image()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.image_utils.html#hezar.utils.image_utils.load_image"><code class="docutils literal notranslate"><span class="pre">load_image()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.image_utils.html#hezar.utils.image_utils.mirror_image"><code class="docutils literal notranslate"><span class="pre">mirror_image()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.image_utils.html#hezar.utils.image_utils.normalize_image"><code class="docutils literal notranslate"><span class="pre">normalize_image()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.image_utils.html#hezar.utils.image_utils.rescale_image"><code class="docutils literal notranslate"><span class="pre">rescale_image()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.image_utils.html#hezar.utils.image_utils.resize_image"><code class="docutils literal notranslate"><span class="pre">resize_image()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.image_utils.html#hezar.utils.image_utils.show_image"><code class="docutils literal notranslate"><span class="pre">show_image()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.image_utils.html#hezar.utils.image_utils.transpose_channels_axis_side"><code class="docutils literal notranslate"><span class="pre">transpose_channels_axis_side()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.integration_utils.html#hezar.utils.integration_utils.get_lib_version"><code class="docutils literal notranslate"><span class="pre">get_lib_version()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.integration_utils.html#hezar.utils.integration_utils.is_backend_available"><code class="docutils literal notranslate"><span class="pre">is_backend_available()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.integration_utils.html#hezar.utils.integration_utils.verify_dependencies"><code class="docutils literal notranslate"><span class="pre">verify_dependencies()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.utils.logging.html">hezar.utils.logging module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.logging.html#hezar.utils.logging.Logger"><code class="docutils literal notranslate"><span class="pre">Logger</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.utils.logging.html#hezar.utils.logging.Logger.log_upload_success"><code class="docutils literal notranslate"><span class="pre">Logger.log_upload_success()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.registry_utils.html#hezar.utils.registry_utils.get_module_class"><code class="docutils literal notranslate"><span class="pre">get_module_class()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.registry_utils.html#hezar.utils.registry_utils.get_module_config_class"><code class="docutils literal notranslate"><span class="pre">get_module_config_class()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.registry_utils.html#hezar.utils.registry_utils.get_registry_key_by_module_class"><code class="docutils literal notranslate"><span class="pre">get_registry_key_by_module_class()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.registry_utils.html#hezar.utils.registry_utils.get_registry_point"><code class="docutils literal notranslate"><span class="pre">get_registry_point()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.registry_utils.html#hezar.utils.registry_utils.list_available_datasets"><code class="docutils literal notranslate"><span class="pre">list_available_datasets()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.registry_utils.html#hezar.utils.registry_utils.list_available_embeddings"><code class="docutils literal notranslate"><span class="pre">list_available_embeddings()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.registry_utils.html#hezar.utils.registry_utils.list_available_metrics"><code class="docutils literal notranslate"><span class="pre">list_available_metrics()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.registry_utils.html#hezar.utils.registry_utils.list_available_models"><code class="docutils literal notranslate"><span class="pre">list_available_models()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.utils.registry_utils.html#hezar.utils.registry_utils.list_available_preprocessors"><code class="docutils literal notranslate"><span class="pre">list_available_preprocessors()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="module-hezar.utils">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-hezar.utils" title="Link to this heading">#</a></h2>
+</section>
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          <a class="next-page" href="hezar.utils.audio_utils.html">
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+                <div class="title">hezar.utils.audio_utils module</div>
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+            </a>
+          <a class="prev-page" href="hezar.trainer.trainer_utils.html">
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+                <div class="title">hezar.trainer.trainer_utils module</div>
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+        <div class="bottom-of-page">
+          <div class="left-details">
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+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.utils package</a><ul>
+<li><a class="reference internal" href="#submodules">Submodules</a></li>
+<li><a class="reference internal" href="#module-hezar.utils">Module contents</a></li>
+</ul>
+</li>
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+</div><script src="../_static/documentation_options.js?v=5929fcd5"></script>
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+    </body>
+</html>
\ No newline at end of file
diff --git a/source/hezar.utils.hub_utils.html b/source/hezar.utils.hub_utils.html
new file mode 100644
index 00000000..98e43145
--- /dev/null
+++ b/source/hezar.utils.hub_utils.html
@@ -0,0 +1,653 @@
+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../">
+  <head><meta charset="utf-8"/>
+    <meta name="viewport" content="width=device-width,initial-scale=1"/>
+    <meta name="color-scheme" content="light dark"><meta name="viewport" content="width=device-width, initial-scale=1" />
+<link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="hezar.utils.image_utils module" href="hezar.utils.image_utils.html" /><link rel="prev" title="hezar.utils.file_utils module" href="hezar.utils.file_utils.html" />
+
+    <link rel="shortcut icon" href="../_static/hezar_logo.svg"/><!-- Generated with Sphinx 7.2.6 and Furo 2023.09.10 -->
+        <title>hezar.utils.hub_utils module - Hezar Documentation</title>
+      <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=83e35b93" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=135e06be" />
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+    
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+
+<style>
+  body {
+    --color-code-background: #f8f8f8;
+  --color-code-foreground: black;
+  --color-foreground-primary: #2C3E50;
+  --color-inline-code-background: #F1F1F1;
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
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+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
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+          <section id="module-hezar.utils.hub_utils">
+<span id="hezar-utils-hub-utils-module"></span><h1>hezar.utils.hub_utils module<a class="headerlink" href="#module-hezar.utils.hub_utils" title="Link to this heading">#</a></h1>
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.hub_utils.clone_repo">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.hub_utils.</span></span><span class="sig-name descname"><span class="pre">clone_repo</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">repo_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/hub_utils.html#clone_repo"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.hub_utils.clone_repo" title="Link to this definition">#</a></dt>
+<dd><p>Clone a repo on the hub to local directory</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>repo_id</strong> – Repo name or id</p></li>
+<li><p><strong>save_path</strong> – Path to clone the repo to</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>the local path to the repo</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.hub_utils.exists_in_cache">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.hub_utils.</span></span><span class="sig-name descname"><span class="pre">exists_in_cache</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">hub_path</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">repo_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'model'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/hub_utils.html#exists_in_cache"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.hub_utils.exists_in_cache" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.hub_utils.exists_on_hub">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.hub_utils.</span></span><span class="sig-name descname"><span class="pre">exists_on_hub</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">hub_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">repo_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'model'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/hub_utils.html#exists_on_hub"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.hub_utils.exists_on_hub" title="Link to this definition">#</a></dt>
+<dd><p>Determine whether the repo exists on the hub or not</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>hub_path</strong> – Repo name or id</p></li>
+<li><p><strong>repo_type</strong> – Repo type like model, dataset, etc.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>True or False</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.hub_utils.get_local_cache_path">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.hub_utils.</span></span><span class="sig-name descname"><span class="pre">get_local_cache_path</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">repo_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">repo_type</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/hub_utils.html#get_local_cache_path"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.hub_utils.get_local_cache_path" title="Link to this definition">#</a></dt>
+<dd><p>Given the hub path and repo type, configure the local path to save everything e.g, ~/.hezar/models/&lt;repo_name&gt;</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>repo_id</strong> – Repo name or id</p></li>
+<li><p><strong>repo_type</strong> – Repo type e.g, model, dataset, etc</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Path to local cache directory</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.hub_utils.get_state_dict_from_hub">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.hub_utils.</span></span><span class="sig-name descname"><span class="pre">get_state_dict_from_hub</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">hub_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filename</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">subfolder</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/hub_utils.html#get_state_dict_from_hub"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.hub_utils.get_state_dict_from_hub" title="Link to this definition">#</a></dt>
+<dd><p>Load a state dict from a repo on the HF Hub. Works on any repo no matter the library.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>hub_id</strong> – Path to repo id</p></li>
+<li><p><strong>filename</strong> – Weights file name</p></li>
+<li><p><strong>subfolder</strong> – Optional subfolder in the repo</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A PyTorch state dict obj</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.hub_utils.list_repo_files">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.hub_utils.</span></span><span class="sig-name descname"><span class="pre">list_repo_files</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">hub_or_local_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">subfolder</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/hub_utils.html#list_repo_files"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.hub_utils.list_repo_files" title="Link to this definition">#</a></dt>
+<dd><p>List all files in a Hub or local model repo</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>hub_or_local_path</strong> – Path to hub or local repo</p></li>
+<li><p><strong>subfolder</strong> – Optional subfolder path</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A list of all file names</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.hub_utils.resolve_pretrained_path">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.hub_utils.</span></span><span class="sig-name descname"><span class="pre">resolve_pretrained_path</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">hub_or_local_path</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/hub_utils.html#resolve_pretrained_path"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.hub_utils.resolve_pretrained_path" title="Link to this definition">#</a></dt>
+<dd><p><strong>DEPRECATED</strong></p>
+<p>Resolve a local or Hub path. If path exists locally it just returns the input, otherwise tries to resolve
+hub_or_local_path. If it contains the namespace (author/org) leave it as is, otherwise change to hezarai/{hub_path}</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>hub_or_local_path</strong> – Repo name or id</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A proper pretrained path</p>
+</dd>
+</dl>
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
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+                <div class="title">hezar.utils.image_utils module</div>
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+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.utils.hub_utils module</a><ul>
+<li><a class="reference internal" href="#hezar.utils.hub_utils.clone_repo"><code class="docutils literal notranslate"><span class="pre">clone_repo()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.hub_utils.exists_in_cache"><code class="docutils literal notranslate"><span class="pre">exists_in_cache()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.hub_utils.exists_on_hub"><code class="docutils literal notranslate"><span class="pre">exists_on_hub()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.hub_utils.get_local_cache_path"><code class="docutils literal notranslate"><span class="pre">get_local_cache_path()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.hub_utils.get_state_dict_from_hub"><code class="docutils literal notranslate"><span class="pre">get_state_dict_from_hub()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.hub_utils.list_repo_files"><code class="docutils literal notranslate"><span class="pre">list_repo_files()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.hub_utils.resolve_pretrained_path"><code class="docutils literal notranslate"><span class="pre">resolve_pretrained_path()</span></code></a></li>
+</ul>
+</li>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4 current current-page"><a class="current reference internal" href="#">hezar.utils.image_utils module</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html">hezar.configs module</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="hezar.registry.html">hezar.registry module</a></li>
+</ul>
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+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../contributing.html">Contributing to Hezar</a></li>
+</ul>
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+          <section id="module-hezar.utils.image_utils">
+<span id="hezar-utils-image-utils-module"></span><h1>hezar.utils.image_utils module<a class="headerlink" href="#module-hezar.utils.image_utils" title="Link to this heading">#</a></h1>
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.image_utils.convert_image_type">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.image_utils.</span></span><span class="sig-name descname"><span class="pre">convert_image_type</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">np.ndarray</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="s"><span class="pre">'Image'</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">torch.Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.ImageType" title="hezar.constants.ImageType"><span class="pre">ImageType</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">ImageType.NUMPY</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/image_utils.html#convert_image_type"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.image_utils.convert_image_type" title="Link to this definition">#</a></dt>
+<dd><p>Convert image lib type. Supports numpy array, pillow image and torch tensor.</p>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.image_utils.find_channels_axis_side">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.image_utils.</span></span><span class="sig-name descname"><span class="pre">find_channels_axis_side</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_channels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/image_utils.html#find_channels_axis_side"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.image_utils.find_channels_axis_side" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.image_utils.gray_scale_image">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.image_utils.</span></span><span class="sig-name descname"><span class="pre">gray_scale_image</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">np.ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.ImageType" title="hezar.constants.ImageType"><span class="pre">ImageType</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">ImageType.NUMPY</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/image_utils.html#gray_scale_image"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.image_utils.gray_scale_image" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.image_utils.load_image">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.image_utils.</span></span><span class="sig-name descname"><span class="pre">load_image</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">path</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.ImageType" title="hezar.constants.ImageType"><span class="pre">ImageType</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">ImageType.PILLOW</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/image_utils.html#load_image"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.image_utils.load_image" title="Link to this definition">#</a></dt>
+<dd><p>Load an image file to a desired return format</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>path</strong> – Path to image file</p></li>
+<li><p><strong>return_type</strong> – Image output type (“pillow”, “numpy”, “torch”)</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>The desired output image of type <cite>PIL.Image</cite> or <cite>numpy.ndarray</cite> or <cite>torch.Tensor</cite></p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.image_utils.mirror_image">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.image_utils.</span></span><span class="sig-name descname"><span class="pre">mirror_image</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">np.ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.ImageType" title="hezar.constants.ImageType"><span class="pre">ImageType</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">ImageType.NUMPY</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/image_utils.html#mirror_image"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.image_utils.mirror_image" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.image_utils.normalize_image">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.image_utils.</span></span><span class="sig-name descname"><span class="pre">normalize_image</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">np.ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mean</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">Iterable</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">std</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">Iterable</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">channel_axis</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.ChannelsAxisSide" title="hezar.constants.ChannelsAxisSide"><span class="pre">ChannelsAxisSide</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'first'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/image_utils.html#normalize_image"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.image_utils.normalize_image" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.image_utils.rescale_image">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.image_utils.</span></span><span class="sig-name descname"><span class="pre">rescale_image</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/image_utils.html#rescale_image"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.image_utils.rescale_image" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.image_utils.resize_image">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.image_utils.</span></span><span class="sig-name descname"><span class="pre">resize_image</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resample</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">reducing_gap</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.constants.html#hezar.constants.ImageType" title="hezar.constants.ImageType"><span class="pre">ImageType</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">ImageType.NUMPY</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/image_utils.html#resize_image"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.image_utils.resize_image" title="Link to this definition">#</a></dt>
+<dd><p>Resize a numpy array image (actually uses pillow PIL.Image.resize(…))</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>image</strong> – Numpy image</p></li>
+<li><p><strong>size</strong> – A tuple of (width, height)</p></li>
+<li><p><strong>resample</strong> – Resampling filter (refer to PIL.Image.Resampling) for possible values</p></li>
+<li><p><strong>reducing_gap</strong> – Optimization method for resizing based on reducing times</p></li>
+<li><p><strong>return_type</strong> – Return type of the image (numpy, torch, pillow)</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>The resized image</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.image_utils.show_image">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.image_utils.</span></span><span class="sig-name descname"><span class="pre">show_image</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="s"><span class="pre">'Image'</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">torch.Tensor</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">np.ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">title</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'Image'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/image_utils.html#show_image"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.image_utils.show_image" title="Link to this definition">#</a></dt>
+<dd><p>Given any type of input image (PIL, numpy, torch), show the image in a window</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>image</strong> – Input image of types PIL.Image, numpy.ndarray or torch.Tensor</p></li>
+<li><p><strong>title</strong> – Optional title for the preview window</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.image_utils.transpose_channels_axis_side">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.image_utils.</span></span><span class="sig-name descname"><span class="pre">transpose_channels_axis_side</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">np.ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axis_side</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.ChannelsAxisSide" title="hezar.constants.ChannelsAxisSide"><span class="pre">ChannelsAxisSide</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_channels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">src_axis_side</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="hezar.constants.html#hezar.constants.ChannelsAxisSide" title="hezar.constants.ChannelsAxisSide"><span class="pre">ChannelsAxisSide</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/image_utils.html#transpose_channels_axis_side"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.image_utils.transpose_channels_axis_side" title="Link to this definition">#</a></dt>
+<dd><p>Convert an image channels axis side from (channels, …) to (…, channels) or vise versa.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>image</strong> – Input image</p></li>
+<li><p><strong>axis_side</strong> – The desired axis side (can be “first” or “last”)</p></li>
+<li><p><strong>num_channels</strong> – The number of channels in the input image</p></li>
+<li><p><strong>src_axis_side</strong> – The image initial channels axis side (can be “first” or “last”)</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>The image with the converted channels axis</p>
+</dd>
+</dl>
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
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+                <div class="title">hezar.utils.integration_utils module</div>
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+            On this page
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+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.utils.image_utils module</a><ul>
+<li><a class="reference internal" href="#hezar.utils.image_utils.convert_image_type"><code class="docutils literal notranslate"><span class="pre">convert_image_type()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.image_utils.find_channels_axis_side"><code class="docutils literal notranslate"><span class="pre">find_channels_axis_side()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.image_utils.gray_scale_image"><code class="docutils literal notranslate"><span class="pre">gray_scale_image()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.image_utils.load_image"><code class="docutils literal notranslate"><span class="pre">load_image()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.image_utils.mirror_image"><code class="docutils literal notranslate"><span class="pre">mirror_image()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.image_utils.normalize_image"><code class="docutils literal notranslate"><span class="pre">normalize_image()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.image_utils.rescale_image"><code class="docutils literal notranslate"><span class="pre">rescale_image()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.image_utils.resize_image"><code class="docutils literal notranslate"><span class="pre">resize_image()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.image_utils.show_image"><code class="docutils literal notranslate"><span class="pre">show_image()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.image_utils.transpose_channels_axis_side"><code class="docutils literal notranslate"><span class="pre">transpose_channels_axis_side()</span></code></a></li>
+</ul>
+</li>
+</ul>
+
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
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+          <section id="module-hezar.utils.integration_utils">
+<span id="hezar-utils-integration-utils-module"></span><h1>hezar.utils.integration_utils module<a class="headerlink" href="#module-hezar.utils.integration_utils" title="Link to this heading">#</a></h1>
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.integration_utils.get_lib_version">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.integration_utils.</span></span><span class="sig-name descname"><span class="pre">get_lib_version</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">lib</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/integration_utils.html#get_lib_version"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.integration_utils.get_lib_version" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.integration_utils.is_backend_available">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.integration_utils.</span></span><span class="sig-name descname"><span class="pre">is_backend_available</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">backend</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/integration_utils.html#is_backend_available"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.integration_utils.is_backend_available" title="Link to this definition">#</a></dt>
+<dd><p>Check if the backend package is installed or not</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>backend</strong> – Package name</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Whether the package is available or not</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.integration_utils.verify_dependencies">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.integration_utils.</span></span><span class="sig-name descname"><span class="pre">verify_dependencies</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">obj</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">backends</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends" title="hezar.constants.Backends"><span class="pre">Backends</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/integration_utils.html#verify_dependencies"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.integration_utils.verify_dependencies" title="Link to this definition">#</a></dt>
+<dd><p>Check if all the required dependencies are installed or not.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>obj</strong> – The target object to check. (Usually <cite>self</cite>)</p></li>
+<li><p><strong>backends</strong> – A list of dependency names of type <cite>str</cite> or <cite>Backends</cite></p></li>
+</ul>
+</dd>
+<dt class="field-even">Raises<span class="colon">:</span></dt>
+<dd class="field-even"><p><strong>ModuleNotFoundError</strong> – </p>
+</dd>
+</dl>
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
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+                <div class="title">hezar.utils.logging module</div>
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+            <ul>
+<li><a class="reference internal" href="#">hezar.utils.integration_utils module</a><ul>
+<li><a class="reference internal" href="#hezar.utils.integration_utils.get_lib_version"><code class="docutils literal notranslate"><span class="pre">get_lib_version()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.integration_utils.is_backend_available"><code class="docutils literal notranslate"><span class="pre">is_backend_available()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.integration_utils.verify_dependencies"><code class="docutils literal notranslate"><span class="pre">verify_dependencies()</span></code></a></li>
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\ No newline at end of file
diff --git a/source/hezar.utils.logging.html b/source/hezar.utils.logging.html
new file mode 100644
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+          <section id="module-hezar.utils.logging">
+<span id="hezar-utils-logging-module"></span><h1>hezar.utils.logging module<a class="headerlink" href="#module-hezar.utils.logging" title="Link to this heading">#</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="hezar.utils.logging.Logger">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hezar.utils.logging.</span></span><span class="sig-name descname"><span class="pre">Logger</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">level</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fmt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/logging.html#Logger"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.logging.Logger" title="Link to this definition">#</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">Logger</span></code></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="hezar.utils.logging.Logger.log_upload_success">
+<span class="sig-name descname"><span class="pre">log_upload_success</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/logging.html#Logger.log_upload_success"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.logging.Logger.log_upload_success" title="Link to this definition">#</a></dt>
+<dd><p>Log (info) success info when the file(s) upload is done.</p>
+</dd></dl>
+
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
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+<li><a class="reference internal" href="#">hezar.utils.logging module</a><ul>
+<li><a class="reference internal" href="#hezar.utils.logging.Logger"><code class="docutils literal notranslate"><span class="pre">Logger</span></code></a><ul>
+<li><a class="reference internal" href="#hezar.utils.logging.Logger.log_upload_success"><code class="docutils literal notranslate"><span class="pre">Logger.log_upload_success()</span></code></a></li>
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\ No newline at end of file
diff --git a/source/hezar.utils.registry_utils.html b/source/hezar.utils.registry_utils.html
new file mode 100644
index 00000000..7a12ab78
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
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+          <section id="module-hezar.utils.registry_utils">
+<span id="hezar-utils-registry-utils-module"></span><h1>hezar.utils.registry_utils module<a class="headerlink" href="#module-hezar.utils.registry_utils" title="Link to this heading">#</a></h1>
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.registry_utils.get_module_class">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.registry_utils.</span></span><span class="sig-name descname"><span class="pre">get_module_class</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">registry_type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.constants.html#hezar.constants.RegistryType" title="hezar.constants.RegistryType"><span class="pre">RegistryType</span></a></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/registry_utils.html#get_module_class"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.registry_utils.get_module_class" title="Link to this definition">#</a></dt>
+<dd><p>Get module class based on registry name</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>name</strong> – Module’s key name in its registry</p></li>
+<li><p><strong>registry_type</strong> – Type of the module e.g, model, dataset, preprocessor, embedding, etc</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A class corresponding to the given module</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.registry_utils.get_module_config_class">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.registry_utils.</span></span><span class="sig-name descname"><span class="pre">get_module_config_class</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">registry_type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.constants.html#hezar.constants.RegistryType" title="hezar.constants.RegistryType"><span class="pre">RegistryType</span></a></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/registry_utils.html#get_module_config_class"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.registry_utils.get_module_config_class" title="Link to this definition">#</a></dt>
+<dd><p>Get the config class for a given module based on its registry name.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>name</strong> (<em>str</em>) – Module’s registry name</p></li>
+<li><p><strong>registry_type</strong> (<em>str</em>) – Registry type</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A class of type <code class="xref py py-class docutils literal notranslate"><span class="pre">hezar.Config</span></code></p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.registry_utils.get_registry_key_by_module_class">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.registry_utils.</span></span><span class="sig-name descname"><span class="pre">get_registry_key_by_module_class</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">module_class</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">type</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">registry_type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.constants.html#hezar.constants.RegistryType" title="hezar.constants.RegistryType"><span class="pre">RegistryType</span></a></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/registry_utils.html#get_registry_key_by_module_class"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.registry_utils.get_registry_key_by_module_class" title="Link to this definition">#</a></dt>
+<dd><p>Given the module class, return the registry key if exists</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>module_class</strong> – The module class (raw class, not the name or object)</p></li>
+<li><p><strong>registry_type</strong> – The registry type</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>The corresponding key for the class in its registry</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.registry_utils.get_registry_point">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.registry_utils.</span></span><span class="sig-name descname"><span class="pre">get_registry_point</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">registry_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">registry_type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="hezar.constants.html#hezar.constants.RegistryType" title="hezar.constants.RegistryType"><span class="pre">RegistryType</span></a></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/registry_utils.html#get_registry_point"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.registry_utils.get_registry_point" title="Link to this definition">#</a></dt>
+<dd><p>Get the registry item by registry key name in a specific registry</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>registry_key</strong> – Module’s name in the registry</p></li>
+<li><p><strong>registry_type</strong> – Module’s registry container type</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A Registry object</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.registry_utils.list_available_datasets">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.registry_utils.</span></span><span class="sig-name descname"><span class="pre">list_available_datasets</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/registry_utils.html#list_available_datasets"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.registry_utils.list_available_datasets" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.registry_utils.list_available_embeddings">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.registry_utils.</span></span><span class="sig-name descname"><span class="pre">list_available_embeddings</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/registry_utils.html#list_available_embeddings"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.registry_utils.list_available_embeddings" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.registry_utils.list_available_metrics">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.registry_utils.</span></span><span class="sig-name descname"><span class="pre">list_available_metrics</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/registry_utils.html#list_available_metrics"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.registry_utils.list_available_metrics" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.registry_utils.list_available_models">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.registry_utils.</span></span><span class="sig-name descname"><span class="pre">list_available_models</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/registry_utils.html#list_available_models"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.registry_utils.list_available_models" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="hezar.utils.registry_utils.list_available_preprocessors">
+<span class="sig-prename descclassname"><span class="pre">hezar.utils.registry_utils.</span></span><span class="sig-name descname"><span class="pre">list_available_preprocessors</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/hezar/utils/registry_utils.html#list_available_preprocessors"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#hezar.utils.registry_utils.list_available_preprocessors" title="Link to this definition">#</a></dt>
+<dd></dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
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+                <div class="title">hezar.builders module</div>
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+          <a class="prev-page" href="hezar.utils.logging.html">
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+              <a class="muted-link " href="https://github.com/hezarai/hezar" aria-label="GitHub"><i class="fa-brands fa-github fa-2x" style="color: #343d4c;"></i></a>
+              <a class="muted-link " href="https://t.me/hezarai" aria-label="Telegram"><i class="fa-brands fa-telegram fa-2x" style="color: #229ed9;"></i></a>
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+        
+      </footer>
+    </div>
+    <aside class="toc-drawer">
+      
+      
+      <div class="toc-sticky toc-scroll">
+        <div class="toc-title-container">
+          <span class="toc-title">
+            On this page
+          </span>
+        </div>
+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">hezar.utils.registry_utils module</a><ul>
+<li><a class="reference internal" href="#hezar.utils.registry_utils.get_module_class"><code class="docutils literal notranslate"><span class="pre">get_module_class()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.registry_utils.get_module_config_class"><code class="docutils literal notranslate"><span class="pre">get_module_config_class()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.registry_utils.get_registry_key_by_module_class"><code class="docutils literal notranslate"><span class="pre">get_registry_key_by_module_class()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.registry_utils.get_registry_point"><code class="docutils literal notranslate"><span class="pre">get_registry_point()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.registry_utils.list_available_datasets"><code class="docutils literal notranslate"><span class="pre">list_available_datasets()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.registry_utils.list_available_embeddings"><code class="docutils literal notranslate"><span class="pre">list_available_embeddings()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.registry_utils.list_available_metrics"><code class="docutils literal notranslate"><span class="pre">list_available_metrics()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.registry_utils.list_available_models"><code class="docutils literal notranslate"><span class="pre">list_available_models()</span></code></a></li>
+<li><a class="reference internal" href="#hezar.utils.registry_utils.list_available_preprocessors"><code class="docutils literal notranslate"><span class="pre">list_available_preprocessors()</span></code></a></li>
+</ul>
+</li>
+</ul>
+
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+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
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+          <section id="hezar">
+<h1>hezar<a class="headerlink" href="#hezar" title="Link to this heading">#</a></h1>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="hezar.html">hezar package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="hezar.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.data.html">hezar.data package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.data.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.data.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.data.html#module-hezar.data">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.embeddings.html">hezar.embeddings package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.embeddings.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.embeddings.html#module-hezar.embeddings">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.metrics.html">hezar.metrics package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.metrics.html#module-hezar.metrics">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.models.html">hezar.models package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.models.html#module-hezar.models">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.preprocessors.html">hezar.preprocessors package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.html#subpackages">Subpackages</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.preprocessors.html#module-hezar.preprocessors">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.trainer.html">hezar.trainer package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.trainer.html#module-hezar.trainer">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.utils.html">hezar.utils package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.utils.html#module-hezar.utils">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.html#submodules">Submodules</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="hezar.builders.html">hezar.builders module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.builders.html#hezar.builders.build_dataset"><code class="docutils literal notranslate"><span class="pre">build_dataset()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.builders.html#hezar.builders.build_embedding"><code class="docutils literal notranslate"><span class="pre">build_embedding()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.builders.html#hezar.builders.build_metric"><code class="docutils literal notranslate"><span class="pre">build_metric()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.builders.html#hezar.builders.build_model"><code class="docutils literal notranslate"><span class="pre">build_model()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.builders.html#hezar.builders.build_preprocessor"><code class="docutils literal notranslate"><span class="pre">build_preprocessor()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.configs.html">hezar.configs module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.configs.html#hezar.configs.Config"><code class="docutils literal notranslate"><span class="pre">Config</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.configs.html#hezar.configs.DatasetConfig"><code class="docutils literal notranslate"><span class="pre">DatasetConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.configs.html#hezar.configs.EmbeddingConfig"><code class="docutils literal notranslate"><span class="pre">EmbeddingConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.configs.html#hezar.configs.MetricConfig"><code class="docutils literal notranslate"><span class="pre">MetricConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.configs.html#hezar.configs.ModelConfig"><code class="docutils literal notranslate"><span class="pre">ModelConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.configs.html#hezar.configs.PreprocessorConfig"><code class="docutils literal notranslate"><span class="pre">PreprocessorConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.configs.html#hezar.configs.TrainerConfig"><code class="docutils literal notranslate"><span class="pre">TrainerConfig</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.constants.html">hezar.constants module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.constants.html#hezar.constants.Backends"><code class="docutils literal notranslate"><span class="pre">Backends</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.constants.html#hezar.constants.ChannelsAxisSide"><code class="docutils literal notranslate"><span class="pre">ChannelsAxisSide</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.constants.html#hezar.constants.Color"><code class="docutils literal notranslate"><span class="pre">Color</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.constants.html#hezar.constants.ConfigType"><code class="docutils literal notranslate"><span class="pre">ConfigType</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.constants.html#hezar.constants.ExplicitEnum"><code class="docutils literal notranslate"><span class="pre">ExplicitEnum</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.constants.html#hezar.constants.ImageType"><code class="docutils literal notranslate"><span class="pre">ImageType</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.constants.html#hezar.constants.LRSchedulerType"><code class="docutils literal notranslate"><span class="pre">LRSchedulerType</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.constants.html#hezar.constants.LossType"><code class="docutils literal notranslate"><span class="pre">LossType</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.constants.html#hezar.constants.MetricType"><code class="docutils literal notranslate"><span class="pre">MetricType</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.constants.html#hezar.constants.OptimizerType"><code class="docutils literal notranslate"><span class="pre">OptimizerType</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.constants.html#hezar.constants.PaddingType"><code class="docutils literal notranslate"><span class="pre">PaddingType</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.constants.html#hezar.constants.PrecisionType"><code class="docutils literal notranslate"><span class="pre">PrecisionType</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.constants.html#hezar.constants.RegistryType"><code class="docutils literal notranslate"><span class="pre">RegistryType</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.constants.html#hezar.constants.RepoType"><code class="docutils literal notranslate"><span class="pre">RepoType</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.constants.html#hezar.constants.SplitType"><code class="docutils literal notranslate"><span class="pre">SplitType</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.constants.html#hezar.constants.TaskType"><code class="docutils literal notranslate"><span class="pre">TaskType</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="hezar.registry.html">hezar.registry module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="hezar.registry.html#hezar.registry.Registry"><code class="docutils literal notranslate"><span class="pre">Registry</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.registry.html#hezar.registry.register_dataset"><code class="docutils literal notranslate"><span class="pre">register_dataset()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.registry.html#hezar.registry.register_embedding"><code class="docutils literal notranslate"><span class="pre">register_embedding()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.registry.html#hezar.registry.register_metric"><code class="docutils literal notranslate"><span class="pre">register_metric()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.registry.html#hezar.registry.register_model"><code class="docutils literal notranslate"><span class="pre">register_model()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="hezar.registry.html#hezar.registry.register_preprocessor"><code class="docutils literal notranslate"><span class="pre">register_preprocessor()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="hezar.html#module-hezar">Module contents</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+
+        </article>
+      </div>
+      <footer>
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+</html>
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diff --git a/tutorial/datasets.html b/tutorial/datasets.html
new file mode 100644
index 00000000..ccfedd2e
--- /dev/null
+++ b/tutorial/datasets.html
@@ -0,0 +1,606 @@
+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../">
+  <head><meta charset="utf-8"/>
+    <meta name="viewport" content="width=device-width,initial-scale=1"/>
+    <meta name="color-scheme" content="light dark"><meta name="viewport" content="width=device-width, initial-scale=1" />
+<link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="Embeddings" href="embeddings.html" /><link rel="prev" title="Models" href="models.html" />
+
+    <link rel="shortcut icon" href="../_static/hezar_logo.svg"/><!-- Generated with Sphinx 7.2.6 and Furo 2023.09.10 -->
+        <title>Datasets - Hezar Documentation</title>
+      <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=83e35b93" />
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+<style>
+  body {
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+    body[data-theme="dark"] {
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+  --color-code-foreground: #EEFFFF;
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+  --color-highlight-on-target: #1A1A1B;
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+    @media (prefers-color-scheme: dark) {
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../source/hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="../source/hezar.builders.html">hezar.builders module</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../source/hezar.registry.html">hezar.registry module</a></li>
+</ul>
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+<li class="toctree-l1"><a class="reference internal" href="../contributing.html">Contributing to Hezar</a></li>
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+        <article role="main">
+          <section class="tex2jax_ignore mathjax_ignore" id="datasets">
+<h1>Datasets<a class="headerlink" href="#datasets" title="Link to this heading">#</a></h1>
+<p>Hezar provides both dataset class implementations and ready-to-use data files for the community.</p>
+<section id="hub-datasets">
+<h2>Hub Datasets<a class="headerlink" href="#hub-datasets" title="Link to this heading">#</a></h2>
+<p>Hezar datasets are all hosted on the Hugging Face Hub and can be loaded just like any dataset on the Hub.</p>
+<section id="load-using-hugging-face-datasets">
+<h3>Load using Hugging Face datasets<a class="headerlink" href="#load-using-hugging-face-datasets" title="Link to this heading">#</a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">datasets</span> <span class="kn">import</span> <span class="n">load_dataset</span>
+
+<span class="n">sentiment_dataset</span> <span class="o">=</span> <span class="n">load_dataset</span><span class="p">(</span><span class="s2">&quot;hezarai/sentiment-dksf&quot;</span><span class="p">)</span>
+<span class="n">lscp_dataset</span> <span class="o">=</span> <span class="n">load_dataset</span><span class="p">(</span><span class="s2">&quot;hezarai/lscp-pos-500k&quot;</span><span class="p">)</span>
+<span class="n">xlsum_dataset</span> <span class="o">=</span> <span class="n">load_dataset</span><span class="p">(</span><span class="s2">&quot;hezarai/xlsum-fa&quot;</span><span class="p">)</span>
+<span class="o">...</span>
+</pre></div>
+</div>
+</section>
+<section id="load-using-hezar-dataset">
+<h3>Load using Hezar Dataset<a class="headerlink" href="#load-using-hezar-dataset" title="Link to this heading">#</a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">hezar.data</span> <span class="kn">import</span> <span class="n">Dataset</span>
+
+<span class="n">sentiment_dataset</span> <span class="o">=</span> <span class="n">Dataset</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;hezarai/sentiment-dksf&quot;</span><span class="p">)</span>  <span class="c1"># A TextClassificationDataset instance</span>
+<span class="n">lscp_dataset</span> <span class="o">=</span> <span class="n">Dataset</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;hezarai/lscp-pos-500k&quot;</span><span class="p">)</span>  <span class="c1"># A SequenceLabelingDataset instance</span>
+<span class="n">xlsum_dataset</span> <span class="o">=</span> <span class="n">Dataset</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;hezarai/xlsum-fa&quot;</span><span class="p">)</span>  <span class="c1"># A TextSummarizationDataset instance</span>
+<span class="o">...</span>
+</pre></div>
+</div>
+<p>The difference between using Hezar vs Hugging Face datasets is the output class. In Hezar when you load
+a dataset using the <code class="docutils literal notranslate"><span class="pre">Dataset</span></code> class, it automatically finds the proper class for that dataset and creates a
+PyTorch <code class="docutils literal notranslate"><span class="pre">Dataset</span></code> instance so that it can be easily passed to a PyTorch <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code> class.</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">torch.utils.data</span> <span class="kn">import</span> <span class="n">DataLoader</span>
+
+<span class="kn">from</span> <span class="nn">hezar.data.datasets</span> <span class="kn">import</span> <span class="n">Dataset</span>
+
+<span class="n">dataset</span> <span class="o">=</span> <span class="n">Dataset</span><span class="o">.</span><span class="n">load</span><span class="p">(</span>
+    <span class="s2">&quot;hezarai/lscp-pos-500k&quot;</span><span class="p">,</span>
+    <span class="n">tokenizer_path</span><span class="o">=</span><span class="s2">&quot;hezarai/distilbert-base-fa&quot;</span><span class="p">,</span>  <span class="c1"># tokenizer_path is necessary for data collator</span>
+<span class="p">)</span>
+
+<span class="n">loader</span> <span class="o">=</span> <span class="n">DataLoader</span><span class="p">(</span><span class="n">dataset</span><span class="p">,</span> <span class="n">batch_size</span><span class="o">=</span><span class="mi">16</span><span class="p">,</span> <span class="n">shuffle</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">collate_fn</span><span class="o">=</span><span class="n">dataset</span><span class="o">.</span><span class="n">data_collator</span><span class="p">)</span>
+<span class="n">itr</span> <span class="o">=</span> <span class="nb">iter</span><span class="p">(</span><span class="n">loader</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="nb">next</span><span class="p">(</span><span class="n">itr</span><span class="p">))</span>
+</pre></div>
+</div>
+<p>But when loading using Hugging Face datasets, the output is an HF Dataset instance.</p>
+<p>So in a nutshell, any Hezar dataset can be loaded using HF datasets but not vise-versa!
+(Because Hezar looks out for a <code class="docutils literal notranslate"><span class="pre">dataset_config.yaml</span></code> file in any dataset repo so non-Hezar datasets cannot be
+loaded using Hezar <code class="docutils literal notranslate"><span class="pre">Dataset</span></code> class.)</p>
+</section>
+</section>
+<section id="dataset-classes">
+<h2>Dataset classes<a class="headerlink" href="#dataset-classes" title="Link to this heading">#</a></h2>
+<p>Hezar categorizes datasets based on their target task. The dataset classes all inherit from the base <code class="docutils literal notranslate"><span class="pre">Dataset</span></code> class
+which is a PyTorch Dataset subclass. (hence having <code class="docutils literal notranslate"><span class="pre">__getitem__</span></code> and <code class="docutils literal notranslate"><span class="pre">__len__</span></code> methods.)</p>
+<p>Some examples of the dataset classes are <code class="docutils literal notranslate"><span class="pre">TextClassificationDataset</span></code>, <code class="docutils literal notranslate"><span class="pre">TextSummarizationDataset</span></code>, <code class="docutils literal notranslate"><span class="pre">SequenceLabelingDataset</span></code>, etc.</p>
+</section>
+<section id="dataset-templates">
+<h2>Dataset Templates<a class="headerlink" href="#dataset-templates" title="Link to this heading">#</a></h2>
+<p>We try to have a simple yet practical pattern for all datasets on the Hub. Every dataset on the Hub needs to have
+a dataset loading script. Some ready to use templates are located in the <a class="reference external" href="https://github.com/hezarai/hezar/tree/main/templates/dataset_scripts">templates/dataset_scripts</a> folder.
+To add a new Hezar compatible dataset to the Hub you can follow the guide provided there.</p>
+</section>
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+
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+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.metrics.accuracy.html">hezar.metrics.accuracy module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.metrics.bleu.html">hezar.metrics.bleu module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.metrics.cer.html">hezar.metrics.cer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.metrics.f1.html">hezar.metrics.f1 module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.metrics.metric.html">hezar.metrics.metric module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.metrics.precision.html">hezar.metrics.precision module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.metrics.recall.html">hezar.metrics.recall module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.metrics.rouge.html">hezar.metrics.rouge module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.metrics.seqeval.html">hezar.metrics.seqeval module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.metrics.wer.html">hezar.metrics.wer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../source/hezar.models.html">hezar.models package</a><input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" role="switch" type="checkbox"/><label for="toctree-checkbox-10"><div class="visually-hidden">Toggle navigation of hezar.models package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.backbone.html">hezar.models.backbone package</a><input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" role="switch" type="checkbox"/><label for="toctree-checkbox-11"><div class="visually-hidden">Toggle navigation of hezar.models.backbone package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.backbone.bert.html">hezar.models.backbone.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" role="switch" type="checkbox"/><label for="toctree-checkbox-12"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.backbone.bert.bert.html">hezar.models.backbone.bert.bert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.backbone.bert.bert_config.html">hezar.models.backbone.bert.bert_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.backbone.distilbert.html">hezar.models.backbone.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" role="switch" type="checkbox"/><label for="toctree-checkbox-13"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.backbone.distilbert.distilbert.html">hezar.models.backbone.distilbert.distilbert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+        <article role="main">
+          <section class="tex2jax_ignore mathjax_ignore" id="embeddings">
+<h1>Embeddings<a class="headerlink" href="#embeddings" title="Link to this heading">#</a></h1>
+<p>In Hezar, embeddings serve as fundamental components for various natural language processing tasks. The Embedding class
+provides a flexible and extensible foundation for working with word embeddings. Currently Hezar has two embedding models
+backed by Gensim. This tutorial will guide you through the essential aspects of using and customizing embeddings in Hezar.</p>
+<section id="load-an-embedding-from-hub">
+<h2>Load an Embedding from Hub<a class="headerlink" href="#load-an-embedding-from-hub" title="Link to this heading">#</a></h2>
+<p>Loading an embedding from a pretrained embedding on the Hub or locally, is as straightforward as other modules in Hezar.
+You can choose your desired model from our Hub and load it like below:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">hezar.embeddings</span> <span class="kn">import</span> <span class="n">Embedding</span>
+
+<span class="n">word2vec</span> <span class="o">=</span> <span class="n">Embedding</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;hezarai/word2vec-cbow-fa-wikipedia&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+<p>Now let’s just run a simple similarity test between two given words:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">word2vec</span><span class="o">.</span><span class="n">similarity</span><span class="p">(</span><span class="s2">&quot;هزار&quot;</span><span class="p">,</span> <span class="s2">&quot;میلیون&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="mf">0.7400991</span>
+</pre></div>
+</div>
+</section>
+<section id="embeddings-methods">
+<h2>Embeddings methods<a class="headerlink" href="#embeddings-methods" title="Link to this heading">#</a></h2>
+<section id="similarity">
+<h3>Similarity<a class="headerlink" href="#similarity" title="Link to this heading">#</a></h3>
+<p>For getting the similarity score between two words, use the following:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">similarity_score</span> <span class="o">=</span> <span class="n">word2vec</span><span class="o">.</span><span class="n">similarity</span><span class="p">(</span><span class="s2">&quot;سلام&quot;</span><span class="p">,</span> <span class="s2">&quot;درود&quot;</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">similarity_score</span><span class="p">)</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="mf">0.6196184</span>
+</pre></div>
+</div>
+</section>
+<section id="get-top-n-similar-words">
+<h3>Get Top-n Similar Words<a class="headerlink" href="#get-top-n-similar-words" title="Link to this heading">#</a></h3>
+<p>Find top-n most similar words to a given word like:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">pprint</span> <span class="kn">import</span> <span class="n">pprint</span>
+
+<span class="n">most_similar</span> <span class="o">=</span> <span class="n">word2vec</span><span class="o">.</span><span class="n">most_similar</span><span class="p">(</span><span class="s2">&quot;هزار&quot;</span><span class="p">,</span> <span class="n">topn</span><span class="o">=</span><span class="mi">5</span><span class="p">)</span>
+<span class="n">pprint</span><span class="p">(</span><span class="n">most_similar</span><span class="p">)</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="p">[{</span><span class="s1">&#39;score&#39;</span><span class="p">:</span> <span class="s1">&#39;0.7407&#39;</span><span class="p">,</span> <span class="s1">&#39;word&#39;</span><span class="p">:</span> <span class="s1">&#39;دویست&#39;</span><span class="p">},</span>
+ <span class="p">{</span><span class="s1">&#39;score&#39;</span><span class="p">:</span> <span class="s1">&#39;0.7401&#39;</span><span class="p">,</span> <span class="s1">&#39;word&#39;</span><span class="p">:</span> <span class="s1">&#39;میلیون&#39;</span><span class="p">},</span>
+ <span class="p">{</span><span class="s1">&#39;score&#39;</span><span class="p">:</span> <span class="s1">&#39;0.7326&#39;</span><span class="p">,</span> <span class="s1">&#39;word&#39;</span><span class="p">:</span> <span class="s1">&#39;صد&#39;</span><span class="p">},</span>
+ <span class="p">{</span><span class="s1">&#39;score&#39;</span><span class="p">:</span> <span class="s1">&#39;0.7277&#39;</span><span class="p">,</span> <span class="s1">&#39;word&#39;</span><span class="p">:</span> <span class="s1">&#39;پانصد&#39;</span><span class="p">},</span>
+ <span class="p">{</span><span class="s1">&#39;score&#39;</span><span class="p">:</span> <span class="s1">&#39;0.7011&#39;</span><span class="p">,</span> <span class="s1">&#39;word&#39;</span><span class="p">:</span> <span class="s1">&#39;سیصد&#39;</span><span class="p">}]</span>
+</pre></div>
+</div>
+</section>
+<section id="least-similar-in-a-list">
+<h3>Least Similar in a List<a class="headerlink" href="#least-similar-in-a-list" title="Link to this heading">#</a></h3>
+<p>To get the least similar word in a list or a word that does not match other words in a list, use the following:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">least_similar</span> <span class="o">=</span> <span class="n">word2vec</span><span class="o">.</span><span class="n">doesnt_match</span><span class="p">([</span><span class="s2">&quot;خانه&quot;</span><span class="p">,</span> <span class="s2">&quot;اتاق&quot;</span><span class="p">,</span> <span class="s2">&quot;ماشین&quot;</span><span class="p">])</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="s1">&#39;ماشین&#39;</span>
+</pre></div>
+</div>
+</section>
+<section id="get-words-vector">
+<h3>Get Word’s Vector<a class="headerlink" href="#get-words-vector" title="Link to this heading">#</a></h3>
+<p>Get the vector for a word by:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">vector</span> <span class="o">=</span> <span class="n">word2vec</span><span class="p">(</span><span class="s2">&quot;سلام&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+<p>You can also give the model a list of words to get vectors for each of them:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">vectors</span> <span class="o">=</span> <span class="n">word2vec</span><span class="p">([</span><span class="s2">&quot;هوش&quot;</span><span class="p">,</span> <span class="s2">&quot;مصنوعی&quot;</span><span class="p">])</span>
+</pre></div>
+</div>
+</section>
+<section id="get-the-vocabulary">
+<h3>Get the Vocabulary<a class="headerlink" href="#get-the-vocabulary" title="Link to this heading">#</a></h3>
+<p>Get the dictionary of the whole vocabulary in the embedding model:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">vocab</span> <span class="o">=</span> <span class="n">word2vec</span><span class="o">.</span><span class="n">vocab</span>
+</pre></div>
+</div>
+<section id="vocabulary-words-and-indexes">
+<h4>Vocabulary words and indexes<a class="headerlink" href="#vocabulary-words-and-indexes" title="Link to this heading">#</a></h4>
+<p>You can also get index of a word in the vocabulary or vise verse:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">index</span> <span class="o">=</span> <span class="n">word2vec</span><span class="o">.</span><span class="n">word2index</span><span class="p">(</span><span class="s2">&quot;هوش&quot;</span><span class="p">)</span>
+<span class="n">word</span> <span class="o">=</span> <span class="n">word2vec</span><span class="o">.</span><span class="n">index2word</span><span class="p">(</span><span class="n">index</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">word</span><span class="p">)</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="s1">&#39;هوش&#39;</span>
+</pre></div>
+</div>
+</section>
+</section>
+<section id="converting-to-a-pytorch-nn-embedding">
+<h3>Converting to a PyTorch nn.Embedding<a class="headerlink" href="#converting-to-a-pytorch-nn-embedding" title="Link to this heading">#</a></h3>
+<p>You can also get a PyTorch embedding layer from the embedding model:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">embedding_layer</span> <span class="o">=</span> <span class="n">word2vec</span><span class="o">.</span><span class="n">torch_embedding</span><span class="p">()</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">embedding_layer</span><span class="p">)</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Embedding</span><span class="p">(</span><span class="mi">240547</span><span class="p">,</span> <span class="mi">200</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+</section>
+<section id="training-an-embedding-model">
+<h2>Training an Embedding Model<a class="headerlink" href="#training-an-embedding-model" title="Link to this heading">#</a></h2>
+<p>To train an embedding model, first choose and build your embedding. For this example, we’ll train a Word2Vec model using
+the CBOW algorithm with a vector dimension of 200.</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">hezar.embeddings</span> <span class="kn">import</span> <span class="n">Word2Vec</span><span class="p">,</span> <span class="n">Word2VecConfig</span>
+
+<span class="n">model</span> <span class="o">=</span> <span class="n">Word2Vec</span><span class="p">(</span>
+    <span class="n">Word2VecConfig</span><span class="p">(</span>
+        <span class="n">vector_size</span><span class="o">=</span><span class="mi">200</span><span class="p">,</span>
+        <span class="n">window</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span>
+        <span class="n">train_algorithm</span><span class="o">=</span><span class="s2">&quot;cbow&quot;</span><span class="p">,</span>
+        <span class="n">alpha</span><span class="o">=</span><span class="mf">0.025</span><span class="p">,</span>
+        <span class="n">min_count</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
+        <span class="n">seed</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
+        <span class="n">workers</span><span class="o">=</span><span class="mi">4</span><span class="p">,</span>
+        <span class="n">min_alpha</span><span class="o">=</span><span class="mf">0.0001</span><span class="p">,</span>
+    <span class="p">)</span>
+<span class="p">)</span>
+</pre></div>
+</div>
+<p>Now given a list of sentences as the dataset, run training process:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="s2">&quot;data.txt&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+    <span class="n">sentences</span> <span class="o">=</span> <span class="n">f</span><span class="o">.</span><span class="n">readlines</span><span class="p">()</span>
+
+<span class="n">sentences</span> <span class="o">=</span> <span class="p">[</span><span class="n">s</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">,</span> <span class="s2">&quot;&quot;</span><span class="p">)</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">sentences</span><span class="p">]</span>
+
+<span class="n">word2vec</span><span class="o">.</span><span class="n">train</span><span class="p">(</span><span class="n">sentences</span><span class="p">,</span> <span class="n">epochs</span><span class="o">=</span><span class="mi">5</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="saving-and-pushing-to-the-hub">
+<h2>Saving and Pushing to the Hub<a class="headerlink" href="#saving-and-pushing-to-the-hub" title="Link to this heading">#</a></h2>
+<p>Now you can save and push your model to the Hub:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">word2vec</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s2">&quot;word2vec-cbow-200&quot;</span><span class="p">)</span>
+
+<span class="n">word2vec</span><span class="o">.</span><span class="n">push_to_hub</span><span class="p">(</span><span class="s2">&quot;&lt;your-hf-username&gt;/word2vec-cbow-200-fa&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
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+<li><a class="reference internal" href="#">Embeddings</a><ul>
+<li><a class="reference internal" href="#load-an-embedding-from-hub">Load an Embedding from Hub</a></li>
+<li><a class="reference internal" href="#embeddings-methods">Embeddings methods</a><ul>
+<li><a class="reference internal" href="#similarity">Similarity</a></li>
+<li><a class="reference internal" href="#get-top-n-similar-words">Get Top-n Similar Words</a></li>
+<li><a class="reference internal" href="#least-similar-in-a-list">Least Similar in a List</a></li>
+<li><a class="reference internal" href="#get-words-vector">Get Word’s Vector</a></li>
+<li><a class="reference internal" href="#get-the-vocabulary">Get the Vocabulary</a><ul>
+<li><a class="reference internal" href="#vocabulary-words-and-indexes">Vocabulary words and indexes</a></li>
+</ul>
+</li>
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+</ul>
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+<li><a class="reference internal" href="#training-an-embedding-model">Training an Embedding Model</a></li>
+<li><a class="reference internal" href="#saving-and-pushing-to-the-hub">Saving and Pushing to the Hub</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.metrics.accuracy.html">hezar.metrics.accuracy module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.metrics.bleu.html">hezar.metrics.bleu module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.metrics.cer.html">hezar.metrics.cer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.metrics.f1.html">hezar.metrics.f1 module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.metrics.metric.html">hezar.metrics.metric module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.metrics.precision.html">hezar.metrics.precision module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.metrics.recall.html">hezar.metrics.recall module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.metrics.rouge.html">hezar.metrics.rouge module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.metrics.seqeval.html">hezar.metrics.seqeval module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.metrics.wer.html">hezar.metrics.wer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../source/hezar.models.html">hezar.models package</a><input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" role="switch" type="checkbox"/><label for="toctree-checkbox-10"><div class="visually-hidden">Toggle navigation of hezar.models package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.backbone.html">hezar.models.backbone package</a><input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" role="switch" type="checkbox"/><label for="toctree-checkbox-11"><div class="visually-hidden">Toggle navigation of hezar.models.backbone package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.backbone.bert.html">hezar.models.backbone.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" role="switch" type="checkbox"/><label for="toctree-checkbox-12"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.backbone.bert.bert.html">hezar.models.backbone.bert.bert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.backbone.bert.bert_config.html">hezar.models.backbone.bert.bert_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.backbone.distilbert.html">hezar.models.backbone.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" role="switch" type="checkbox"/><label for="toctree-checkbox-13"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.backbone.distilbert.distilbert.html">hezar.models.backbone.distilbert.distilbert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.models.model.html">hezar.models.model module</a></li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
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+        <article role="main">
+          <section class="tex2jax_ignore mathjax_ignore" id="models">
+<h1>Models<a class="headerlink" href="#models" title="Link to this heading">#</a></h1>
+<p>In Hezar, models are the typical PyTorch modules with some extra features for loading, saving, exporting, etc.
+Let’s dive into some of the most important ones!</p>
+<section id="models-basics">
+<h2>Models Basics<a class="headerlink" href="#models-basics" title="Link to this heading">#</a></h2>
+<section id="building-models">
+<h3>Building Models<a class="headerlink" href="#building-models" title="Link to this heading">#</a></h3>
+<p>Like any other package, you can import any model from <code class="docutils literal notranslate"><span class="pre">hezar.models</span></code> that you want.</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">hezar.models</span> <span class="kn">import</span> <span class="n">BertMaskFilling</span><span class="p">,</span> <span class="n">BertMaskFillingConfig</span>
+
+<span class="n">bert</span> <span class="o">=</span> <span class="n">BertMaskFilling</span><span class="p">(</span><span class="n">BertMaskFillingConfig</span><span class="p">())</span>
+</pre></div>
+</div>
+<p>You can also configure the architecture by changing the properties in a model’s config like so:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">config</span> <span class="o">=</span> <span class="n">BertMaskFillingConfig</span><span class="p">(</span><span class="n">num_hidden_layers</span><span class="o">=</span><span class="mi">8</span><span class="p">,</span> <span class="n">num_attention_heads</span><span class="o">=</span><span class="mi">8</span><span class="p">)</span>
+<span class="n">bert</span> <span class="o">=</span> <span class="n">BertMaskFilling</span><span class="p">(</span><span class="n">config</span><span class="p">)</span>
+</pre></div>
+</div>
+<p>Every model in Hezar, can be pushed to or downloaded from the Hub.</p>
+</section>
+<section id="loading-pre-trained-models">
+<h3>Loading pre-trained models<a class="headerlink" href="#loading-pre-trained-models" title="Link to this heading">#</a></h3>
+<p>Loading a model from Hub is as easy as:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">hezar.models</span> <span class="kn">import</span> <span class="n">Model</span>
+
+<span class="n">bert</span> <span class="o">=</span> <span class="n">Model</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;hezarai/bert-base-fa&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+<p>The <code class="docutils literal notranslate"><span class="pre">load</span></code> methods takes the following steps to build the model:</p>
+<ol class="arabic simple">
+<li><p>Load the config file <code class="docutils literal notranslate"><span class="pre">model_config.yaml</span></code> and figure out the model’s class using the <code class="docutils literal notranslate"><span class="pre">name</span></code> config parameter. (<code class="docutils literal notranslate"><span class="pre">bert_mask_filling</span></code> in this snippet)</p></li>
+<li><p>Build the model with random weights from the corresponding class. (<code class="docutils literal notranslate"><span class="pre">BertMaskFilling</span></code> in this snippet)</p></li>
+<li><p>Download the weights file (<code class="docutils literal notranslate"><span class="pre">model.pt</span></code>) and load the state dict into to the model.</p></li>
+<li><p>If the path contains any preprocessor, the preprocessor (<code class="docutils literal notranslate"><span class="pre">WordPieceTokenizer</span></code> in this snippet) will be loaded too.
+(You can disable loading preprocessors by setting <code class="docutils literal notranslate"><span class="pre">Model.load(path,</span> <span class="pre">load_preprocessor=False)</span></code>)</p></li>
+</ol>
+</section>
+<section id="inference-prediction">
+<h3>Inference &amp; Prediction<a class="headerlink" href="#inference-prediction" title="Link to this heading">#</a></h3>
+<p>Now that you have loaded a model along with its preprocessors, feature extractors, etc. you can perform an end-to-end
+inference in a single line of code using <code class="docutils literal notranslate"><span class="pre">Model.predict</span></code> method.</p>
+<p>A sequence labeling example would be like this:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">hezar.models</span> <span class="kn">import</span> <span class="n">Model</span>
+
+<span class="n">pos_model</span> <span class="o">=</span> <span class="n">Model</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;hezarai/bert-fa-pos-lscp-500k&quot;</span><span class="p">)</span>  <span class="c1"># Part-of-speech</span>
+<span class="n">inputs</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;شرکت هوش مصنوعی هزار&quot;</span><span class="p">]</span>
+<span class="n">pos_outputs</span> <span class="o">=</span> <span class="n">pos_model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">inputs</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;POS: </span><span class="si">{</span><span class="n">pos_outputs</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">POS</span><span class="p">:</span> <span class="p">[[{</span><span class="s1">&#39;token&#39;</span><span class="p">:</span> <span class="s1">&#39;شرکت&#39;</span><span class="p">,</span> <span class="s1">&#39;tag&#39;</span><span class="p">:</span> <span class="s1">&#39;Ne&#39;</span><span class="p">},</span> <span class="p">{</span><span class="s1">&#39;token&#39;</span><span class="p">:</span> <span class="s1">&#39;هوش&#39;</span><span class="p">,</span> <span class="s1">&#39;tag&#39;</span><span class="p">:</span> <span class="s1">&#39;Ne&#39;</span><span class="p">},</span> <span class="p">{</span><span class="s1">&#39;token&#39;</span><span class="p">:</span> <span class="s1">&#39;مصنوعی&#39;</span><span class="p">,</span> <span class="s1">&#39;tag&#39;</span><span class="p">:</span> <span class="s1">&#39;AJe&#39;</span><span class="p">},</span> <span class="p">{</span><span class="s1">&#39;token&#39;</span><span class="p">:</span> <span class="s1">&#39;هزار&#39;</span><span class="p">,</span> <span class="s1">&#39;tag&#39;</span><span class="p">:</span> <span class="s1">&#39;NUM&#39;</span><span class="p">}]]</span>
+</pre></div>
+</div>
+</section>
+<section id="saving-models">
+<h3>Saving Models<a class="headerlink" href="#saving-models" title="Link to this heading">#</a></h3>
+<p>You can save any model along with its config and preprocessor and other files on disk like:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">hezar.models</span> <span class="kn">import</span> <span class="n">RobertaMaskFilling</span><span class="p">,</span> <span class="n">RobertaMaskFillingConfig</span>
+
+<span class="n">roberta</span> <span class="o">=</span> <span class="n">RobertaMaskFilling</span><span class="p">(</span><span class="n">RobertaMaskFillingConfig</span><span class="p">(</span><span class="n">vocab_size</span><span class="o">=</span><span class="mi">60000</span><span class="p">))</span>
+<span class="n">roberta</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s2">&quot;my-roberta&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="pushing-to-the-hub">
+<h3>Pushing to the Hub<a class="headerlink" href="#pushing-to-the-hub" title="Link to this heading">#</a></h3>
+<p>Every model can be pushed to the Hub.</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">hezar.models</span> <span class="kn">import</span> <span class="n">RobertaTextClassification</span><span class="p">,</span> <span class="n">RobertaTextClassificationConfig</span>
+
+<span class="n">roberta</span> <span class="o">=</span> <span class="n">RobertaTextClassification</span><span class="p">(</span><span class="n">RobertaTextClassificationConfig</span><span class="p">(</span><span class="n">num_labels</span><span class="o">=</span><span class="mi">2</span><span class="p">))</span>
+<span class="n">roberta</span><span class="o">.</span><span class="n">push_to_hub</span><span class="p">(</span><span class="s2">&quot;arxyzan/roberta-sentiment&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>INFO: Uploaded:`RobertaTextClassificationConfig(name=roberta_text_classification)` --&gt; `arxyzan/roberta-sentiment/model_config.yaml`
+INFO: Uploaded: `RobertaTextClassification(name=roberta_text_classification)` --&gt; `arxyzan/roberta-sentiment/model.pt`
+</pre></div>
+</div>
+</section>
+</section>
+<section id="custom-models">
+<h2>Custom Models<a class="headerlink" href="#custom-models" title="Link to this heading">#</a></h2>
+<p>Every Hezar model is a subclass of the base model class <code class="docutils literal notranslate"><span class="pre">Model</span></code> and the <code class="docutils literal notranslate"><span class="pre">Model</span></code> itself is a subclass of PyTorch <code class="docutils literal notranslate"><span class="pre">nn.Module</span></code>
+with some extra features. So if you’re familiar with PyTorch, this should feel like home!</p>
+<section id="a-sample-perceptron">
+<h3>A Sample Perceptron<a class="headerlink" href="#a-sample-perceptron" title="Link to this heading">#</a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">dataclasses</span> <span class="kn">import</span> <span class="n">dataclass</span>
+
+<span class="kn">from</span> <span class="nn">torch</span> <span class="kn">import</span> <span class="n">Tensor</span><span class="p">,</span> <span class="n">nn</span>
+
+<span class="kn">from</span> <span class="nn">hezar.models</span> <span class="kn">import</span> <span class="n">Model</span><span class="p">,</span> <span class="n">ModelConfig</span>
+<span class="kn">from</span> <span class="nn">hezar.registry</span> <span class="kn">import</span> <span class="n">register_model</span>
+
+
+<span class="nd">@dataclass</span>
+<span class="k">class</span> <span class="nc">PerceptronConfig</span><span class="p">(</span><span class="n">ModelConfig</span><span class="p">):</span>
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;perceptron&quot;</span>
+    <span class="n">input_shape</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">4</span>
+    <span class="n">output_shape</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">2</span>
+
+
+<span class="nd">@register_model</span><span class="p">(</span><span class="s2">&quot;perceptron&quot;</span><span class="p">,</span> <span class="n">config_class</span><span class="o">=</span><span class="n">PerceptronConfig</span><span class="p">)</span>
+<span class="k">class</span> <span class="nc">Perceptron</span><span class="p">(</span><span class="n">Model</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A simple single layer network</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">nn</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span>
+            <span class="n">in_features</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">input_shape</span><span class="p">,</span>
+            <span class="n">out_features</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">output_shape</span><span class="p">,</span>
+        <span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputs</span><span class="p">:</span> <span class="nb">list</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="n">inputs</span> <span class="o">=</span> <span class="n">Tensor</span><span class="p">(</span><span class="n">inputs</span><span class="p">)</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">)</span>
+        <span class="n">x</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">nn</span><span class="p">(</span><span class="n">inputs</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">x</span>
+
+    <span class="k">def</span> <span class="nf">post_process</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">model_outputs</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="k">return</span> <span class="n">model_outputs</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span>
+
+</pre></div>
+</div>
+<p>The only point here is that you have to pass a <code class="docutils literal notranslate"><span class="pre">ModelConfig</span></code> to your model and read everything from the config and the
+rest is just typical PyTorch stuff.</p>
+<p>Now you have access to all the features of a Hezar model.</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">model</span> <span class="o">=</span> <span class="n">Perceptron</span><span class="p">(</span><span class="n">PerceptronConfig</span><span class="p">())</span>
+<span class="n">inputs</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">]</span>
+<span class="n">outputs</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">inputs</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">outputs</span><span class="p">)</span>
+<span class="n">model</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s2">&quot;my-perceptron&quot;</span><span class="p">)</span>
+<span class="n">model</span><span class="o">.</span><span class="n">push_to_hub</span><span class="p">(</span><span class="s2">&quot;hezarai/perceptron&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>[[-1.0953112 -1.9854667]]
+INFO: Uploaded:`PerceptronConfig(name=perceptron)` --&gt; `hezarai/perceptron/model_config.yaml`
+INFO: Uploaded: `Perceptron(name=perceptron)` --&gt; `hezarai/perceptron/model.pt`
+</pre></div>
+</div>
+<p>To learn more about the internals of the models in Hezar take a look at <a class="reference internal" href="../guide/models_advanced.html"><span class="std std-doc">the models in-depth guide</span></a></p>
+</section>
+</section>
+</section>
+
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+      
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+          <span class="toc-title">
+            On this page
+          </span>
+        </div>
+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">Models</a><ul>
+<li><a class="reference internal" href="#models-basics">Models Basics</a><ul>
+<li><a class="reference internal" href="#building-models">Building Models</a></li>
+<li><a class="reference internal" href="#loading-pre-trained-models">Loading pre-trained models</a></li>
+<li><a class="reference internal" href="#inference-prediction">Inference &amp; Prediction</a></li>
+<li><a class="reference internal" href="#saving-models">Saving Models</a></li>
+<li><a class="reference internal" href="#pushing-to-the-hub">Pushing to the Hub</a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#custom-models">Custom Models</a><ul>
+<li><a class="reference internal" href="#a-sample-perceptron">A Sample Perceptron</a></li>
+</ul>
+</li>
+</ul>
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+
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diff --git a/tutorial/preprocessors.html b/tutorial/preprocessors.html
new file mode 100644
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+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_generation.gpt2.gpt2_text_generation.html">hezar.models.text_generation.gpt2.gpt2_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.models.model.html">hezar.models.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.models.model_outputs.html">hezar.models.model_outputs module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../source/hezar.preprocessors.html">hezar.preprocessors package</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of hezar.preprocessors package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.preprocessors.audio_feature_extractor.html">hezar.preprocessors.audio_feature_extractor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.preprocessors.image_processor.html">hezar.preprocessors.image_processor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.preprocessors.preprocessor.html">hezar.preprocessors.preprocessor module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../source/hezar.trainer.html">hezar.trainer package</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of hezar.trainer package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.trainer.metrics_handlers.html">hezar.trainer.metrics_handlers module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.trainer.trainer.html">hezar.trainer.trainer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.trainer.trainer_utils.html">hezar.trainer.trainer_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../source/hezar.utils.html">hezar.utils package</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of hezar.utils package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.audio_utils.html">hezar.utils.audio_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.common_utils.html">hezar.utils.common_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.data_utils.html">hezar.utils.data_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.file_utils.html">hezar.utils.file_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.hub_utils.html">hezar.utils.hub_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.image_utils.html">hezar.utils.image_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.integration_utils.html">hezar.utils.integration_utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.logging.html">hezar.utils.logging module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.utils.registry_utils.html">hezar.utils.registry_utils module</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="../source/hezar.builders.html">hezar.builders module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../source/hezar.configs.html">hezar.configs module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../source/hezar.constants.html">hezar.constants module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../source/hezar.registry.html">hezar.registry module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../contributing.html">Contributing to Hezar</a></li>
+</ul>
+
+</div>
+</div>
+
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+        <article role="main">
+          <section class="tex2jax_ignore mathjax_ignore" id="preprocessors">
+<h1>Preprocessors<a class="headerlink" href="#preprocessors" title="Link to this heading">#</a></h1>
+<p>A really important group of modules in Hezar is the preprocessors. Preprocessors are responsible for every single
+processing of inputs from their rawest form to the point that they’re ready to be fed to the model.</p>
+<p>Preprocessors include all the tokenizers, feature extractors, normalizers, etc. and all of them are considered as a
+preprocessor type.</p>
+<section id="loading-preprocessors">
+<h2>Loading preprocessors<a class="headerlink" href="#loading-preprocessors" title="Link to this heading">#</a></h2>
+<p>Following the common pattern among all modules in Hezar, preprocessors also can be loaded in the same way.</p>
+<p><strong>Loading with the corresponding module</strong><br>
+You can load any preprocessor of any type with its base class like <code class="docutils literal notranslate"><span class="pre">Tokenizer</span></code>, <code class="docutils literal notranslate"><span class="pre">AudioFeatureExtractor</span></code>, etc.</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">hezar.preprocessors</span> <span class="kn">import</span> <span class="n">Tokenizer</span><span class="p">,</span> <span class="n">AudioFeatureExtractor</span><span class="p">,</span> <span class="n">TextNormalizer</span>
+
+<span class="n">tokenizer</span> <span class="o">=</span> <span class="n">Tokenizer</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;hezarai/bert-base-fa&quot;</span><span class="p">)</span>
+<span class="n">normalizer</span> <span class="o">=</span> <span class="n">TextNormalizer</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;hezarai/roberta-base-fa&quot;</span><span class="p">)</span>
+<span class="n">feature_extractor</span> <span class="o">=</span> <span class="n">AudioFeatureExtractor</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;hezarai/whisper-small-fa&quot;</span><span class="p">)</span>
+<span class="o">...</span>
+</pre></div>
+</div>
+<p><strong>Loading with the Preprocessor module</strong><br>
+Some models might need multiple types of preprocessors. For example encoder-decoder multimodal models like image captioning models
+or even audio models need both feature extractor and text tokenizer or even a text normalizer. In order to load all
+preprocessors in a path, you can use the <code class="docutils literal notranslate"><span class="pre">Preprocessor.load</span></code>. The output of this method depends on whether the path
+contains single or multiple preprocessors.</p>
+<ul class="simple">
+<li><p>If path contains only one preprocessor the output is a preprocessor object of the right type.</p></li>
+<li><p>If path contains multiple preprocessors, the output is a <code class="docutils literal notranslate"><span class="pre">PreprocessorContainer</span></code> which is a dict-like object that holds
+each preprocessor by its registry name.</p></li>
+</ul>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">hezar.preprocessors</span> <span class="kn">import</span> <span class="n">Tokenizer</span>
+
+<span class="n">tokenizer</span> <span class="o">=</span> <span class="n">Tokenizer</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;hezarai/bert-base-fa&quot;</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">tokenizer</span><span class="p">)</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="o">&lt;</span><span class="n">hezar</span><span class="o">.</span><span class="n">preprocessors</span><span class="o">.</span><span class="n">tokenizers</span><span class="o">.</span><span class="n">wordpiece</span><span class="o">.</span><span class="n">WordPieceTokenizer</span> <span class="nb">object</span> <span class="n">at</span> <span class="mh">0x7f636d951e50</span><span class="o">&gt;</span>
+</pre></div>
+</div>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">hezar.preprocessors</span> <span class="kn">import</span> <span class="n">Preprocessor</span>
+
+<span class="n">whisper_preprocessors</span> <span class="o">=</span> <span class="n">Preprocessor</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;hezarai/whisper-small-fa&quot;</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">whisper_preprocessors</span><span class="p">)</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">PreprocessorsContainer</span><span class="p">(</span>
+    <span class="p">[</span>
+        <span class="p">(</span><span class="s1">&#39;whisper_feature_extractor&#39;</span><span class="p">,</span>
+         <span class="o">&lt;</span> <span class="n">hezar</span><span class="o">.</span><span class="n">preprocessors</span><span class="o">.</span><span class="n">feature_extractors</span><span class="o">.</span><span class="n">audio</span><span class="o">.</span><span class="n">whisper_feature_extractor</span><span class="o">.</span><span class="n">WhisperFeatureExtractor</span> <span class="n">at</span> <span class="mh">0x7f6316fdcbb0</span> <span class="o">&gt;</span><span class="p">),</span>
+        <span class="p">(</span><span class="s1">&#39;whisper_bpe_tokenizer&#39;</span><span class="p">,</span>
+         <span class="o">&lt;</span> <span class="n">hezar</span><span class="o">.</span><span class="n">preprocessors</span><span class="o">.</span><span class="n">tokenizers</span><span class="o">.</span><span class="n">whisper_bpe</span><span class="o">.</span><span class="n">WhisperBPETokenizer</span> <span class="n">at</span> <span class="mh">0x7f643cb13f40</span> <span class="o">&gt;</span><span class="p">)</span>
+    <span class="p">]</span>
+<span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="saving-pushing-to-the-hub">
+<h2>Saving &amp; Pushing to the Hub<a class="headerlink" href="#saving-pushing-to-the-hub" title="Link to this heading">#</a></h2>
+<p>Although preprocessor have their own type, they all implement the <code class="docutils literal notranslate"><span class="pre">load</span></code>, <code class="docutils literal notranslate"><span class="pre">save</span></code> and <code class="docutils literal notranslate"><span class="pre">push_to_hub</span></code> methods.</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">hezar.preprocessors</span> <span class="kn">import</span> <span class="n">TextNormalizer</span><span class="p">,</span> <span class="n">TextNormalizerConfig</span>
+
+<span class="n">normalizer</span> <span class="o">=</span> <span class="n">TextNormalizer</span><span class="p">(</span><span class="n">TextNormalizerConfig</span><span class="p">(</span><span class="n">nfkc</span><span class="o">=</span><span class="kc">False</span><span class="p">))</span>
+<span class="n">normalizer</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s2">&quot;my-normalizer&quot;</span><span class="p">)</span>
+<span class="n">normalizer</span><span class="o">.</span><span class="n">push_to_hub</span><span class="p">(</span><span class="s2">&quot;arxyzan/my-normalizer&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+<section id="folder-structure-of-the-preprocessors">
+<h3>Folder structure of the preprocessors<a class="headerlink" href="#folder-structure-of-the-preprocessors" title="Link to this heading">#</a></h3>
+<p>All preprocessors are saved under the <code class="docutils literal notranslate"><span class="pre">preprocessor</span></code> subfolder by default. Changing this behaviour is possible from all
+three methods:</p>
+<ul class="simple">
+<li><p><code class="docutils literal notranslate"><span class="pre">load(...,</span> <span class="pre">subfolder=&quot;SUBFOLDER&quot;)</span></code></p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">save(...,</span> <span class="pre">subfolder=&quot;SUBFOLDER&quot;)</span></code></p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">push_to_hub(...,</span> <span class="pre">subfolder=&quot;SUBFOLDER&quot;)</span></code></p></li>
+</ul>
+<p>The folder structure of the preprocessors for any save model (locally or in a repo) is something like below:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>hezarai/whisper-small-fa
+├── model_config.yaml
+├── model.pt
+└── preprocessor
+    ├── feature_extractor_config.yaml
+    ├── tokenizer_config.yaml
+    └── tokenizer.json
+
+</pre></div>
+</div>
+</section>
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+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.data.datasets.text_classification_dataset.html">hezar.data.datasets.text_classification_dataset module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.data.datasets.text_summarization_dataset.html">hezar.data.datasets.text_summarization_dataset module</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.data.data_collators.html">hezar.data.data_collators module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../source/hezar.embeddings.html">hezar.embeddings package</a><input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" role="switch" type="checkbox"/><label for="toctree-checkbox-8"><div class="visually-hidden">Toggle navigation of hezar.embeddings package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.embeddings.embedding.html">hezar.embeddings.embedding module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.embeddings.fasttext.html">hezar.embeddings.fasttext module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.embeddings.word2vec.html">hezar.embeddings.word2vec module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../source/hezar.metrics.html">hezar.metrics package</a><input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" role="switch" type="checkbox"/><label for="toctree-checkbox-9"><div class="visually-hidden">Toggle navigation of hezar.metrics package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.metrics.accuracy.html">hezar.metrics.accuracy module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.metrics.bleu.html">hezar.metrics.bleu module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.metrics.cer.html">hezar.metrics.cer module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.metrics.f1.html">hezar.metrics.f1 module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.metrics.metric.html">hezar.metrics.metric module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.metrics.precision.html">hezar.metrics.precision module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.metrics.recall.html">hezar.metrics.recall module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.metrics.rouge.html">hezar.metrics.rouge module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.metrics.seqeval.html">hezar.metrics.seqeval module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.metrics.wer.html">hezar.metrics.wer module</a></li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="../source/hezar.models.html">hezar.models package</a><input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" role="switch" type="checkbox"/><label for="toctree-checkbox-10"><div class="visually-hidden">Toggle navigation of hezar.models package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.backbone.html">hezar.models.backbone package</a><input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" role="switch" type="checkbox"/><label for="toctree-checkbox-11"><div class="visually-hidden">Toggle navigation of hezar.models.backbone package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.backbone.bert.html">hezar.models.backbone.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" role="switch" type="checkbox"/><label for="toctree-checkbox-12"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.backbone.bert.bert.html">hezar.models.backbone.bert.bert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.backbone.bert.bert_config.html">hezar.models.backbone.bert.bert_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.backbone.distilbert.html">hezar.models.backbone.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" role="switch" type="checkbox"/><label for="toctree-checkbox-13"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.backbone.distilbert.distilbert.html">hezar.models.backbone.distilbert.distilbert module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.backbone.distilbert.distilbert_config.html">hezar.models.backbone.distilbert.distilbert_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.backbone.roberta.html">hezar.models.backbone.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.backbone.roberta.roberta.html">hezar.models.backbone.roberta.roberta module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.backbone.roberta.roberta_config.html">hezar.models.backbone.roberta.roberta_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.backbone.vit.html">hezar.models.backbone.vit package</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of hezar.models.backbone.vit package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.backbone.vit.vit.html">hezar.models.backbone.vit.vit module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.backbone.vit.vit_config.html">hezar.models.backbone.vit.vit_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.image2text.html">hezar.models.image2text package</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of hezar.models.image2text package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.image2text.beit_roberta.html">hezar.models.image2text.beit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.beit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.beit_roberta.beit_roberta_image2text_config.html">hezar.models.image2text.beit_roberta.beit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.image2text.crnn.html">hezar.models.image2text.crnn package</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.crnn package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.crnn.crnn_decode_utils.html">hezar.models.image2text.crnn.crnn_decode_utils module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.crnn.crnn_image2text.html">hezar.models.image2text.crnn.crnn_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.crnn.crnn_image2text_config.html">hezar.models.image2text.crnn.crnn_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.image2text.trocr.html">hezar.models.image2text.trocr package</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.trocr package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.trocr.trocr_image2text.html">hezar.models.image2text.trocr.trocr_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.trocr.trocr_image2text_config.html">hezar.models.image2text.trocr.trocr_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.image2text.vit_gpt2.html">hezar.models.image2text.vit_gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config.html">hezar.models.image2text.vit_gpt2.vit_gpt2_image2text_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.image2text.vit_roberta.html">hezar.models.image2text.vit_roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of hezar.models.image2text.vit_roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.image2text.vit_roberta.vit_roberta_image2text_config.html">hezar.models.image2text.vit_roberta.vit_roberta_image2text_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.mask_filling.html">hezar.models.mask_filling package</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.mask_filling.bert.html">hezar.models.mask_filling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.bert.bert_mask_filling.html">hezar.models.mask_filling.bert.bert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.bert.bert_mask_filling_config.html">hezar.models.mask_filling.bert.bert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.mask_filling.distilbert.html">hezar.models.mask_filling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.distilbert.distilbert_mask_filling_config.html">hezar.models.mask_filling.distilbert.distilbert_mask_filling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.mask_filling.roberta.html">hezar.models.mask_filling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of hezar.models.mask_filling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.roberta.roberta_mask_filling.html">hezar.models.mask_filling.roberta.roberta_mask_filling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.mask_filling.roberta.roberta_mask_filling_config.html">hezar.models.mask_filling.roberta.roberta_mask_filling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.html">hezar.models.sequence_labeling package</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.bert.html">hezar.models.sequence_labeling.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.bert.bert_sequence_labeling_config.html">hezar.models.sequence_labeling.bert.bert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.distilbert.html">hezar.models.sequence_labeling.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config.html">hezar.models.sequence_labeling.distilbert.distilbert_sequence_labeling_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.sequence_labeling.roberta.html">hezar.models.sequence_labeling.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of hezar.models.sequence_labeling.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config.html">hezar.models.sequence_labeling.roberta.roberta_sequence_labeling_config module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.speech_recognition.html">hezar.models.speech_recognition package</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.html">hezar.models.speech_recognition.whisper package</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of hezar.models.speech_recognition.whisper package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_feature_extractor.html">hezar.models.speech_recognition.whisper.whisper_feature_extractor module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_speech_recognition_config.html">hezar.models.speech_recognition.whisper.whisper_speech_recognition_config module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.speech_recognition.whisper.whisper_tokenizer.html">hezar.models.speech_recognition.whisper.whisper_tokenizer module</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.html">hezar.models.text_classification package</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.bert.html">hezar.models.text_classification.bert package</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" role="switch" type="checkbox"/><label for="toctree-checkbox-33"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.bert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.bert.bert_text_classification.html">hezar.models.text_classification.bert.bert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.bert.bert_text_classification_config.html">hezar.models.text_classification.bert.bert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.distilbert.html">hezar.models.text_classification.distilbert package</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.distilbert package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.distilbert.distilbert_text_classification.html">hezar.models.text_classification.distilbert.distilbert_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.distilbert.distilbert_text_classification_config.html">hezar.models.text_classification.distilbert.distilbert_text_classification_config module</a></li>
+</ul>
+</li>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_classification.roberta.html">hezar.models.text_classification.roberta package</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of hezar.models.text_classification.roberta package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.roberta.roberta_text_classification.html">hezar.models.text_classification.roberta.roberta_text_classification module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_classification.roberta.roberta_text_classification_config.html">hezar.models.text_classification.roberta.roberta_text_classification_config module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.models.text_embedding.html">hezar.models.text_embedding package</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.models.text_generation.html">hezar.models.text_generation package</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_generation.gpt2.html">hezar.models.text_generation.gpt2 package</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.gpt2 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_generation.gpt2.gpt2_text_generation_config.html">hezar.models.text_generation.gpt2.gpt2_text_generation_config module</a></li>
+</ul>
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+<li class="toctree-l5 has-children"><a class="reference internal" href="../source/hezar.models.text_generation.t5.html">hezar.models.text_generation.t5 package</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of hezar.models.text_generation.t5 package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_generation.t5.t5_text_generation.html">hezar.models.text_generation.t5.t5_text_generation module</a></li>
+<li class="toctree-l6"><a class="reference internal" href="../source/hezar.models.text_generation.t5.t5_text_generation_config.html">hezar.models.text_generation.t5.t5_text_generation_config module</a></li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.html">hezar.preprocessors.tokenizers package</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of hezar.preprocessors.tokenizers package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.bpe.html">hezar.preprocessors.tokenizers.bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.sentencepiece_bpe.html">hezar.preprocessors.tokenizers.sentencepiece_bpe module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.sentencepiece_unigram.html">hezar.preprocessors.tokenizers.sentencepiece_unigram module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.tokenizer.html">hezar.preprocessors.tokenizers.tokenizer module</a></li>
+<li class="toctree-l5"><a class="reference internal" href="../source/hezar.preprocessors.tokenizers.wordpiece.html">hezar.preprocessors.tokenizers.wordpiece module</a></li>
+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="../source/hezar.preprocessors.text_normalizer.html">hezar.preprocessors.text_normalizer module</a></li>
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+<li class="toctree-l1"><a class="reference internal" href="../contributing.html">Contributing to Hezar</a></li>
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+        <article role="main">
+          <section class="tex2jax_ignore mathjax_ignore" id="training-fine-tuning">
+<h1>Training &amp; Fine-tuning<a class="headerlink" href="#training-fine-tuning" title="Link to this heading">#</a></h1>
+<p>Training a model in Hezar is pretty much like any other library or even simpler! As mentioned before, any model in Hezar
+is also a PyTorch module. So training a model is actually training a PyTorch model with some more cool features!
+Let’s dive in.</p>
+<section id="setup">
+<h2>Setup<a class="headerlink" href="#setup" title="Link to this heading">#</a></h2>
+<p>In this example we’re going to train a sentiment analysis model based on DistilBERT on a dataset containing
+text and sentiment pairs collected from SnappFood/Digikala user comments.</p>
+<section id="import-everything-needed">
+<h3>Import everything needed<a class="headerlink" href="#import-everything-needed" title="Link to this heading">#</a></h3>
+<p>First things first, let’s import the required stuff.</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">hezar.models</span> <span class="kn">import</span> <span class="n">DistilBertTextClassification</span><span class="p">,</span> <span class="n">DistilBertTextClassificationConfig</span>
+<span class="kn">from</span> <span class="nn">hezar.data</span> <span class="kn">import</span> <span class="n">Dataset</span>
+<span class="kn">from</span> <span class="nn">hezar.trainer</span> <span class="kn">import</span> <span class="n">Trainer</span><span class="p">,</span> <span class="n">TrainerConfig</span>
+<span class="kn">from</span> <span class="nn">hezar.preprocessors</span> <span class="kn">import</span> <span class="n">Preprocessor</span>
+</pre></div>
+</div>
+</section>
+<section id="define-paths">
+<h3>Define paths<a class="headerlink" href="#define-paths" title="Link to this heading">#</a></h3>
+<p>Let’s define our paths to the datasets, tokenizer, etc.</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">DATASET_PATH</span> <span class="o">=</span> <span class="s2">&quot;hezarai/sentiment-dksf&quot;</span>  <span class="c1"># dataset path on the Hub</span>
+<span class="n">BASE_MODEL_PATH</span> <span class="o">=</span> <span class="s2">&quot;hezarai/distilbert-base-fa&quot;</span>  <span class="c1"># used as model backbone weights and tokenizer</span>
+</pre></div>
+</div>
+</section>
+</section>
+<section id="datasets">
+<h2>Datasets<a class="headerlink" href="#datasets" title="Link to this heading">#</a></h2>
+<p>We can easily load our desired datasets from the Hub.</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">train_dataset</span> <span class="o">=</span> <span class="n">Dataset</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">DATASET_PATH</span><span class="p">,</span> <span class="n">split</span><span class="o">=</span><span class="s2">&quot;train&quot;</span><span class="p">,</span> <span class="n">tokenizer_path</span><span class="o">=</span><span class="n">BASE_MODEL_PATH</span><span class="p">)</span>
+<span class="n">eval_dataset</span> <span class="o">=</span> <span class="n">Dataset</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">DATASET_PATH</span><span class="p">,</span> <span class="n">split</span><span class="o">=</span><span class="s2">&quot;test&quot;</span><span class="p">,</span> <span class="n">tokenizer_path</span><span class="o">=</span><span class="n">BASE_MODEL_PATH</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="model">
+<h2>Model<a class="headerlink" href="#model" title="Link to this heading">#</a></h2>
+<p>Let’s build our model along with its tokenizer.</p>
+<section id="build-the-model">
+<h3>Build the model<a class="headerlink" href="#build-the-model" title="Link to this heading">#</a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">model</span> <span class="o">=</span> <span class="n">DistilBertTextClassification</span><span class="p">(</span><span class="n">DistilBertTextClassificationConfig</span><span class="p">(</span><span class="n">id2label</span><span class="o">=</span><span class="n">train_dataset</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">id2label</span><span class="p">))</span>
+</pre></div>
+</div>
+</section>
+<section id="load-the-tokenizer">
+<h3>Load the tokenizer<a class="headerlink" href="#load-the-tokenizer" title="Link to this heading">#</a></h3>
+<p>The tokenizer can be loaded from the base model path.</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">tokenizer</span> <span class="o">=</span> <span class="n">Preprocessor</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">BASE_MODEL_PATH</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+</section>
+<section id="trainer">
+<h2>Trainer<a class="headerlink" href="#trainer" title="Link to this heading">#</a></h2>
+<p>Hezar has a general Trainer class that satisfies most of your needs. You can customize almost every single part of it
+but for now, we stick with the base class <code class="docutils literal notranslate"><span class="pre">Trainer</span></code>.</p>
+<section id="trainer-config">
+<h3>Trainer Config<a class="headerlink" href="#trainer-config" title="Link to this heading">#</a></h3>
+<p>Define all the training properties in the trainer’s config. As we’re training a text classification model we set the
+task to <code class="docutils literal notranslate"><span class="pre">text_classification</span></code> in our config. Other parameters are also customizable like below:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">train_config</span> <span class="o">=</span> <span class="n">TrainerConfig</span><span class="p">(</span>
+    <span class="n">output_dir</span><span class="o">=</span><span class="s2">&quot;distilbert-fa-sentiment-analysis-dksf&quot;</span><span class="p">,</span>
+    <span class="n">task</span><span class="o">=</span><span class="s2">&quot;text_classification&quot;</span><span class="p">,</span>
+    <span class="n">device</span><span class="o">=</span><span class="s2">&quot;cuda&quot;</span><span class="p">,</span>
+    <span class="n">init_weights_from</span><span class="o">=</span><span class="n">BASE_MODEL_PATH</span><span class="p">,</span>
+    <span class="n">batch_size</span><span class="o">=</span><span class="mi">8</span><span class="p">,</span>
+    <span class="n">num_epochs</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span>
+    <span class="n">metrics</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;f1&quot;</span><span class="p">],</span>
+    <span class="n">num_dataloader_workers</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span>
+    <span class="n">seed</span><span class="o">=</span><span class="mi">42</span><span class="p">,</span>
+    <span class="n">optimizer</span><span class="o">=</span><span class="s2">&quot;adamw&quot;</span><span class="p">,</span>
+    <span class="n">learning_rate</span><span class="o">=</span><span class="mf">2e-5</span><span class="p">,</span>
+    <span class="n">weight_decay</span><span class="o">=</span><span class="mf">.0</span><span class="p">,</span>
+    <span class="n">scheduler</span><span class="o">=</span><span class="s2">&quot;reduce_on_plateau&quot;</span><span class="p">,</span>
+    <span class="n">use_amp</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+    <span class="n">save_freq</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
+<span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="setup-the-trainer">
+<h3>Setup the Trainer<a class="headerlink" href="#setup-the-trainer" title="Link to this heading">#</a></h3>
+<p>Now that we have our training config we can setup the Trainer.</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">trainer</span> <span class="o">=</span> <span class="n">Trainer</span><span class="p">(</span>
+    <span class="n">config</span><span class="o">=</span><span class="n">train_config</span><span class="p">,</span>
+    <span class="n">model</span><span class="o">=</span><span class="n">model</span><span class="p">,</span>
+    <span class="n">train_dataset</span><span class="o">=</span><span class="n">train_dataset</span><span class="p">,</span>
+    <span class="n">eval_dataset</span><span class="o">=</span><span class="n">eval_dataset</span><span class="p">,</span>
+    <span class="n">data_collator</span><span class="o">=</span><span class="n">train_dataset</span><span class="o">.</span><span class="n">data_collator</span><span class="p">,</span>
+    <span class="n">preprocessor</span><span class="o">=</span><span class="n">tokenizer</span><span class="p">,</span>
+<span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="start-training">
+<h3>Start Training<a class="headerlink" href="#start-training" title="Link to this heading">#</a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">trainer</span><span class="o">.</span><span class="n">train</span><span class="p">()</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Epoch</span><span class="p">:</span> <span class="mi">1</span><span class="o">/</span><span class="mi">5</span>      <span class="mi">100</span><span class="o">%|</span><span class="c1">####################################| 3576/3576 [07:07&lt;00:00,  8.37batch/s, f1=0.732, loss=0.619]</span>
+<span class="n">Evaluating</span><span class="o">...</span>   <span class="mi">100</span><span class="o">%|</span><span class="c1">####################################| 290/290 [00:07&lt;00:00, 38.64batch/s, f1=0.8, loss=0.473]</span>
+<span class="n">Epoch</span><span class="p">:</span> <span class="mi">2</span><span class="o">/</span><span class="mi">5</span>      <span class="mi">100</span><span class="o">%|</span><span class="c1">####################################| 3576/3576 [07:00&lt;00:00,  8.50batch/s, f1=0.807, loss=0.47]</span>
+<span class="n">Evaluating</span><span class="o">...</span>   <span class="mi">100</span><span class="o">%|</span><span class="c1">####################################| 290/290 [00:07&lt;00:00, 39.87batch/s, f1=0.838, loss=0.419]</span>
+<span class="n">Epoch</span><span class="p">:</span> <span class="mi">3</span><span class="o">/</span><span class="mi">5</span>      <span class="mi">100</span><span class="o">%|</span><span class="c1">####################################| 3576/3576 [07:01&lt;00:00,  8.48batch/s, f1=0.864, loss=0.348]</span>
+<span class="n">Evaluating</span><span class="o">...</span>   <span class="mi">100</span><span class="o">%|</span><span class="c1">####################################| 290/290 [00:07&lt;00:00, 39.97batch/s, f1=0.875, loss=0.346]</span>
+<span class="n">Epoch</span><span class="p">:</span> <span class="mi">4</span><span class="o">/</span><span class="mi">5</span>      <span class="mi">100</span><span class="o">%|</span><span class="c1">####################################| 3576/3576 [06:57&lt;00:00,  8.56batch/s, f1=0.919, loss=0.227]</span>
+<span class="n">Evaluating</span><span class="o">...</span>   <span class="mi">100</span><span class="o">%|</span><span class="c1">####################################| 290/290 [00:07&lt;00:00, 38.84batch/s, f1=0.875, loss=0.381]</span>
+<span class="n">Epoch</span><span class="p">:</span> <span class="mi">5</span><span class="o">/</span><span class="mi">5</span>      <span class="mi">100</span><span class="o">%|</span><span class="c1">####################################| 3576/3576 [07:02&lt;00:00,  8.46batch/s, f1=0.943, loss=0.156]</span>
+<span class="n">Evaluating</span><span class="o">...</span>   <span class="mi">100</span><span class="o">%|</span><span class="c1">####################################| 290/290 [00:07&lt;00:00, 39.71batch/s, f1=0.887, loss=0.446]</span>
+</pre></div>
+</div>
+</section>
+<section id="evaluate">
+<h3>Evaluate<a class="headerlink" href="#evaluate" title="Link to this heading">#</a></h3>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">trainer</span><span class="o">.</span><span class="n">evaluate</span><span class="p">()</span>
+</pre></div>
+</div>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Evaluating</span><span class="o">...</span>   <span class="mi">100</span><span class="o">%|</span><span class="c1">####################################| 290/290 [00:07&lt;00:00, 39.46batch/s, f1=0.887, loss=0.445]</span>
+</pre></div>
+</div>
+</section>
+</section>
+<section id="push-everything">
+<h2>Push everything<a class="headerlink" href="#push-everything" title="Link to this heading">#</a></h2>
+<p>Now you can push your trained model to the Hub. The files to push are the model, model config, preprocessor, trainer config,
+etc.</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">trainer</span><span class="o">.</span><span class="n">push_to_hub</span><span class="p">(</span><span class="s2">&quot;arxyzan/distilbert-fa-sentiment-dksf&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="advanced-concepts">
+<h2>Advanced concepts<a class="headerlink" href="#advanced-concepts" title="Link to this heading">#</a></h2>
+<p>You can also explore the in-depth Trainer guide <a class="reference internal" href="../guide/trainer_in_depth.html"><span class="std std-doc">here</span></a>.</p>
+</section>
+</section>
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+            On this page
+          </span>
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+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">Training &amp; Fine-tuning</a><ul>
+<li><a class="reference internal" href="#setup">Setup</a><ul>
+<li><a class="reference internal" href="#import-everything-needed">Import everything needed</a></li>
+<li><a class="reference internal" href="#define-paths">Define paths</a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#datasets">Datasets</a></li>
+<li><a class="reference internal" href="#model">Model</a><ul>
+<li><a class="reference internal" href="#build-the-model">Build the model</a></li>
+<li><a class="reference internal" href="#load-the-tokenizer">Load the tokenizer</a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#trainer">Trainer</a><ul>
+<li><a class="reference internal" href="#trainer-config">Trainer Config</a></li>
+<li><a class="reference internal" href="#setup-the-trainer">Setup the Trainer</a></li>
+<li><a class="reference internal" href="#start-training">Start Training</a></li>
+<li><a class="reference internal" href="#evaluate">Evaluate</a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#push-everything">Push everything</a></li>
+<li><a class="reference internal" href="#advanced-concepts">Advanced concepts</a></li>
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